Updated on 2025/05/08

写真a

 
GIANNETTI, Niccolo
 
Affiliation
Research Council (Research Organization), Sustainable Energy & Environmental Society Open Innovation Research Organization
Job title
Researcher(Associate Professor)
Degree
Doctor of Engineering ( Waseda University )
Mail Address
メールアドレス

Research Experience

  • 2021.04
    -
    Now

    Waseda University   Waseda Institute for Advanced Study   Associate Professor   Associate Professor (without tenure)

  • 2019.04
    -
    2021.03

    Waseda University   Institue for Advanced Study   Assistant Professor

  • 2017.04
    -
    2019.03

    Waseda University   Department of Applied Mechanics and Aerospace Engineering   Assistant Professor

  • 2014.04
    -
    2017.03

    Waseda University   Department of Applied Mechanics and Aerospace Engineering   Research Associate

  • 2013.03
    -
    2013.08

    University of Florence   Department of Industrial Engineering   Scholarship holder Researcher

Education Background

  • 2013.09
    -
    2016.03

    Waseda University   Department of Applied Mechanics and Aerospace Engineering   Doctoral course  

  • 2012.10
    -
    2013.01

    Association of Professional Engineers of Florence (Italy)   Industrial Engineer (Professional Qualification)  

  • 2010.09
    -
    2012.10

    University of Florence (Italy)   Department of Industrial Engineering, Mechanical Engineering   Graduate school of Engineering (Master program)  

  • 2007.09
    -
    2010.12

    University of Florence (Italy)   Department of Industrial Engineering, Mechanical Engineering   Undergraduate school of Engineering (Bachelor program)  

  • 2002.02
    -
    2007.07

    Niccolo Rodolico high school, Florence (Italy)   Science oriented program  

Committee Memberships

  • 2023.07
    -
    Now

    International Standard Organization - ISO  TC 86/SC 6, TESTING AND RATING OF AIR-CONDITIONERS AND HEAT PUMPS, WG 15, Advanced performance standards

  • 2022.10
    -
    Now

    International Energy Agency - IEA  Annex 88 - Subtask B2 leader - heat pump testing methodologies

  • 2014.08
    -
    Now

    Waseda University, International Institute of Refrigeration  ISHPC Organizing Committee

  • 2019.07
    -
     

    14th IIR-Gustav Lorentzen Conference on Natural Refrigerants - GL2020  Organizing Committee, Secretary General

Professional Memberships

  • 2019.09
    -
    Now

    The Japan Society of Mechanical Engineers

  • 2019.05
    -
    Now

    International Institute of Refrigeration (IIR)

  • 2014.01
    -
    Now

    JAPAN SOCIETY OF REFRIGERATING AND AIR CONDITIONING ENGINEERS

  • 2013.01
    -
    Now

    Association of Professional Engineers of Florence (Italy)

Research Areas

  • Control and system engineering / Thermal engineering   Heat and Mass Transfer / Thermal engineering   Thermodynamic Optimization / Thermal engineering   Sorption / Fluid engineering   Fluid Dynamics / Thermal engineering   Refrigeration and Air-Conditioning / Thermal engineering   Energy Storage / Thermal engineering   Turbomachinery

Research Interests

  • Turbomachinery

  • Energy storage

  • Refrigeration and Air-Conditioning

  • Fluid Dynamics

  • Sorption

  • Thermodynamic Optimization

  • Heat and Mass Transfer

▼display all

Awards

  • Academic Award

    2023.05   Japan Society of Refrigeration and Air Conditioning Engineers   Heat Exchanger Optimization Using Genetic Refrigerant Flow Path Generation Algorithm

    Winner: Niccolo Giannetti

  • Outstanding Lecture Award

    2021.09   Japan Society of Refrigerating and Air Conditioning Engineers (JSRAE)   Assessment of Marangoni convection and partial wetting in falling film absorbers

    Winner: Niccolo Giannetti

  • Outstanding contribution in Reviewing

    2018.06   Elsevier, Applied Energy  

    Winner: Niccolo Giannetti

  • Outstanding contribution in Reviewing

    2018.02   Elsevier, International Journal of Refrigeration  

    Winner: Niccolo Giannetti

  • ISHPC2017, Young Researcher Award

    2017.08   2017 International Sorption Heat Pump Conference Organizing Committee   Simplified expressions of the transfer coefficients on a partially wet absorber tube

    Winner: Niccolo Giannetti

  • Japan Refrigeration and Air Conditioning Association Award

    2016.09   Japan Refrigeration and Air Conditioning Association   Thermo-fluid dynamics of falling film type vapour absorption process

    Winner: Niccolo Giannetti

▼display all

 

Papers

  • A Review of Recent Advancements in Heat Pump Systems and Developments in Microchannel Heat Exchangers

    Roopesh Chowdary Sureddi, Liang Li, Hongwei Wu, Niccolo Giannetti, Kiyoshi Saito, David Rees

    Machines    2025.04

    DOI

  • Prediction of Boiling Heat Transfer Coefficient for Micro-Fin Using Mini-Channel

    Tomihiro Kinjo, Yuichi Sei, Niccolo Giannetti, Kiyoshi Saito, Koji Enoki

    Applied Sciences   14 ( 15 ) 6777 - 6777  2024.08  [Refereed]

     View Summary

    The prediction of the heat transfer coefficient commonly relies on the development of new empirical prediction equations when operating conditions and refrigerants change from the existing equations. Creating new prediction equations is expensive and time-consuming; therefore, recent attention has been given to machine learning approaches. However, machine learning requires a large amount of data, and insufficient data can result in inadequate accuracy and applicability. This study showed that using mini-channel data as highly relevant data for the micro-fin heat transfer coefficient yields high prediction accuracy, even when the experimental dataset of interest is limited. In the proposed method, we added dimensionless numbers assumed to significantly influence heat transfer coefficients calculated from experimental data to the training dataset. This allowed efficient learning of the characteristics of thin liquid films present in mini-channels and micro-fins. By combining distinctive physical mechanisms related to heat transfer coefficients with DNN/GPR/Fine-tuning, the proposed method can predict 96.7% of the data points within ±30% deviation. In addition, it has been confirmed that the dryout quality and post-dryout heat transfer coefficients were predicted with high accuracy. Additionally, we utilized visualization techniques to investigate the contents of the black-box machine learning models.

    DOI

    Scopus

  • Feed-Forward Compensation for Emulator-Type Testing Facilities

    N. Giannetti, Sholahudin, A. Mizuno, Y. Miyaoka, Y. Sei, K. Enoki, K. Saito

    International Journal of Refrigeration    2024.07  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

  • Thermodynamic optimization of heat exchanger circuitry via genetic programming

    Niccolo Giannetti, Adriano Milazzo, John Carlo S. Garcia, Cheol Hwan Kim, Yuichi Sei, Koji Enoki, Kiyoshi Saito

    Applied Thermal Engineering     123623 - 123623  2024.06  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

  • Development of a variable refrigerant flow system emulator to host the second World Championship in Cybernetic Building Optimization

    Eisuke Togashi, Taiki Kobayashi, Hajime Ogata, Hiroyuki Hatada, Hisao Ayame, Katsuyuki Edahiro, Makoto Satoh, Masanari Ukai, Masashi Momota, Masato Miyata, Niccolo Giannetti, Sei Nagashima, Takahiro Ueno, Tomoya Katayama, Yohei Yamaguchi, Yuichiro Iio

    Journal of Building Performance Simulation     1 - 30  2024.05  [Refereed]

    DOI

    Scopus

  • Implementation of scalable performance monitoring method for air conditioners

    Sholahudin, Niccolo Giannetti, Yoichi Miyaoka, Katsuhiko Tanaka, Wataru Kowa, Kiyoshi Saito

    Applied Thermal Engineering   245   122820 - 122820  2024.05  [Refereed]

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Reproducibility assessment of an emulator-type load-based testing methodology

    D. Dondini, N. Giannetti, A. Mizuno, Y. Miyaoka, K. Saito

    International Journal of Refrigeration   159   39 - 49  2024.03  [Refereed]

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • EXPERIMENTAL AND THEORETICAL CHARACTERIZATION OF TWO-PHASE FLOW DISTRIBUTION IN UNBALANCED FLOW NETWORKS

    Cheol-Hwan Kim, Niccolo Giannetti, Nae-Hyun Kim, Kiyoshi Saito

    Journal of Enhanced Heat Transfer    2024  [Refereed]

    DOI

  • Circuitry optimization using genetic programming for the advancement of next generation refrigerants

    N. Giannetti, J.C.S. Garcia, C. Kim, Y. Sei, K. Enoki, K. Saito

    International Journal of Heat and Mass Transfer   217   124648 - 124648  2023.12  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Experimental verification of artificial neural network scalability for performance monitoring of multi-split type air conditioners

    Sholahudin, Niccolo Giannetti, Yoichi Miyaoka, Kiyoshi Saito, Katsuhiko Tanaka, Hiroto Ogami

    Journal of Building Engineering   76   107427 - 107427  2023.10  [Refereed]

    DOI

    Scopus

    3
    Citation
    (Scopus)
  • Emulator-type Load-based Testing Methodology for Dynamic Performance Characterization of Air Conditioner

    Yoichi MIYAOKA, Ryohei MORI, Niccolo GIANNETTI, Jongsoo JEONG, Eisuke TOGASHI, Kiyoshi SAITO

    Transactions of the Japan Society of Refrigerating and Air Conditioning Engineers   22 ( 17 )  2023.02  [Refereed]

  • Dynamic analysis of single–double-effect absorption chiller with variable thermal conductance during partial-load operation

    Arnas Lubis, Niccolo Giannetti, Muhammad I. Alhamid, Kiyoshi Saito, Hajime Yabase

    Applied Thermal Engineering   218  2023.01  [Refereed]

     View Summary

    A numerical model for the dynamic analysis and control of a solar-assisted single–double-effect absorption chiller is presented. The mathematical model relies on energy and mass balances, which consider the heat and mass storage in each component. The resistance ratio method is introduced to capture the variation in the thermal conductance representing system disturbances and load variations according to the internal and external flow rates. The model was validated with reference to the outlet temperatures of hot, cooling, and chilled water from field test data for a given gas flow rate and corresponding inlet temperatures. The agreement between the field test and simulation results demonstrates the reliability of the model. Deviations between simulated and experimental temperatures mostly stays below 0.5 °C. The model was used to establish an effective operating strategy capable of minimizing the primary energy consumption without affecting the stability of the cooling output capacity and to verify the corresponding beneficial effect. The proposed operational approach increases the coefficient of performance by as much as 32 % compared with the previously implemented operation strategy, reaching up to a maximum value of 10.7 at 60 % cooling capacity.

    DOI

    Scopus

    7
    Citation
    (Scopus)
  • Development and validation of a variational formulation of Two-Phase flow distribution

    Mark Anthony Redo, Niccolo Giannetti, Hiroaki Yoshimura, Kiyoshi Saito, Manabu Watanabe

    International Journal of Multiphase Flow   155   104190 - 104190  2022.10  [Refereed]

    Authorship:Corresponding author

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Emulator-type load-based tests for dynamic performance characterization of air conditioners

    Niccolo Giannetti, Shun Matsui, Ryohei Mori, Jongsoo Jeong, Hifni Mukhtar Ariyadi, Yoichi Miyaoka, Eisuke Togashi, Kiyoshi Saito

    Energy and Buildings   273   112411 - 112411  2022.10  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    9
    Citation
    (Scopus)
  • Heat Exchanger Optimization Using Genetic Refrigerant Flow Path Generation Algorithm

    Niccolo GIANNETTI, John Carlo, S. GARCIA, Richard, Jayson VARELA, Yuichi SEI, Koji ENOKI, Jongsoo JEONG, Kiyoshi SAITO

    Transactions of the Refrigeration and Air Conditioning Society of Japan   39 ( 3 ) 223 - 239  2022.09  [Refereed]

    Authorship:Lead author, Corresponding author

  • Experimental performance of a three-fluid desiccant contactor using a novel ionic liquid

    Richard Jayson Varela, Niccolo Giannetti, Kiyoshi Saito, Xinming Wang, Hiroshi Nakayama

    Applied Thermal Engineering   210   118343 - 118343  2022.06  [Refereed]

    DOI

    Scopus

    31
    Citation
    (Scopus)
  • Multiobjective geometry optimization of microchannel heat exchanger using real-coded genetic algorithm

    John Carlo S. Garcia, Hiroki Tanaka, Niccolo Giannetti, Yuichi Sei, Kiyoshi Saito, Mamoru Houfuku, Ryoichi Takafuji

    Applied Thermal Engineering   202   117821 - 117821  2022.02  [Refereed]

    DOI

    Scopus

    33
    Citation
    (Scopus)
  • Performance assessment of an R32 commercial heat pump water heater in different climates

    Muhamad Yulianto, Takaoki Suzuki, Zheng Ge, Takashi Tsuchino, Masakazu Urakawa, Shigeru Taira, Yoichi Miyaoka, Niccolo Giannetti, Liang Li, Kiyoshi Saito

    Sustainable Energy Technologies and Assessments   49   101679 - 101679  2022.02  [Refereed]

    DOI

    Scopus

    9
    Citation
    (Scopus)
  • Variational formulation of non-equilibrium void fraction

    Niccolo Giannetti, Moojoong Kim, Hiroaki Yoshimura, Kiyoshi Saito

    International Journal of Heat and Mass Transfer   183   122119 - 122119  2022.02  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    A general variational formulation of the dissipative two-phase flows based on the extremization of the entropy production is developed. The entropy generation rate is written outside phase equilibrium by introducing interfacial contributions due to surface tension as well as heat and mass transfer between the two phases. Prigogine's theorem of minimum entropy production is used to estimate the steady state void fraction of the two-phase flow. The corresponding flow representation is investigated out of phase equilibrium for an annular flow, experiencing friction, surface tension effects, and interphase heat and mass transfer, within a diabatic channel. It is demonstrated that the present formulation generalises previous theories by capturing the effect of mass and heat fluxes variations, and that the widely accepted expression from Zivi represents a particular case obtained under certain simplifying assumptions. Finally, a first validation of the developed formulation of two-phase void fraction is presented for different flow conditions, heat flux from the external environment, and thermophysical properties of the refrigerant with reference to data obtained from a dedicated experimental apparatus adopting a capacitance sensor and from previous literature. (c) 2021 Elsevier Ltd. All rights reserved.

    DOI

    Scopus

    4
    Citation
    (Scopus)
  • Thermodynamic investigation of asynchronous inverse air cycle integrated with compressed-air energy storage

    Niccolò Giannetti, Adriano Milazzo, Kiyoshi Saito

    Journal of Energy Storage   45   103750 - 103750  2022.01  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    10
    Citation
    (Scopus)
  • Intelligent performance prediction of air conditioning systems based on refrigerant temperatures

    Sholahudin, Niccolo Giannetti, Yoichi Miyaoka, Kiyoshi Saito

    Thermal Science and Engineering Progress   27   101150 - 101150  2022.01  [Refereed]

    DOI

    Scopus

    5
    Citation
    (Scopus)
  • Design of a Numerical Simulator for Finned-Tube Heat Exchangers with Arbitrary Circuitry

    John Carlo S. Garcia, Niccolo Giannetti, Daryl Anne B. Varela, Richard Jayson Varela, Seiichi Yamaguchi, Kiyoshi Saito, Menandro S. Berana

    Heat Transfer Engineering     1 - 19  2021.11  [Refereed]

    DOI

    Scopus

    4
    Citation
    (Scopus)
  • Numerically Trained Artificial Neural Network for Experimental Performance Prediction of Air Conditioning Systems

    Sholahudin, Niccolo Giannetti, Yoichi Miyaoka, Jeongsoo Jeong, Kiyoshi Saito

    2021 60th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2021     1432 - 1436  2021.09

     View Summary

    This paper presents the development of a method for predicting the performance of air conditioning systems using few accessible and inexpensive input parameters. The cooling capacity is predicted using artificial neural network with four selected refrigerant temperatures measured from the outdoor unit as the inputs. Input output prediction data are obtained numerically and experimentally from two representative variable refrigerant flow (VRF) systems. The two systems have different characteristics and nominal capacity. The training of the ANN model is conducted with the data obtained from numerical simulations. Consequently, the ANN is tested for the prediction of the experimental cooling capacity in a quasi-certified testing equipment. The results indicate that the proposed performance prediction method demonstrates a relative error lower than 10%.

  • Variational formulation of stationary two-phase flow distribution

    Niccolo Giannetti, Mark Anthony Redo, Kiyoshi Saito, Hiroaki Yoshimura

    Case Studies in Thermal Engineering   26   101082 - 101082  2021.08  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    4
    Citation
    (Scopus)
  • Absorption heat transformer - state-of-the-art of industrial applications

    Falk Cudok, Niccolò Giannetti, José L. Corrales Ciganda, Jun Aoyama, P. Babu, Alberto Coronas, Tatsuo Fujii, Naoyuki Inoue, Kiyoshi Saito, Seiichi Yamaguchi, Felix Ziegler

    Renewable and Sustainable Energy Reviews   141   110757 - 110757  2021.05  [Refereed]

    DOI

    Scopus

    61
    Citation
    (Scopus)
  • Modeling of Flow Distribution in Multi-Branch Channels using the Second Law of Thermodynamics

    Mark Anthony Redo, Niccolo Giannetti, Hiroaki Yoshimura, Kiyoshi Saito, Manabu Watanabe

    6TH IIR CONFERENCE ON THERMOPHYSICAL PROPERTIES AND TRANSFER PROCESSES OF REFRIGERANTS (TPTPR2021)     135 - 142  2021

     View Summary

    Flow maldistribution has been an on-going issue that limits the full potential attainment of microchannel heat exchangers (MCHX). The underlying cause is the lack of theoretical understanding due to many complex interdependent factors at play. This results to high variability leading to a mathematical challenge of representing and solving the physical system. Hence, the available studies in the literature are limited to experimental investigations or CFD models that are case specific. This paper reports the method of incorporating a pressure drop model and integrating a variational formulation by extremizing the entropy generation rate. The extremum principle points at the maximum entropy production rate toward a stationary state, hence providing a general representation of the phenomenon which is unrestrained from limitations to a specific working fluid and structural geometry of the MCHX. Distribution results are investigated for different inlet conditions. A first comparison to experimental data shows a fair prediction accuracy.

    DOI

  • Non-Equilibrium Formulation of Void Fraction in Two-Phase Flows

    Niccolo Giannetti, Moojoong Kim, Hiroaki Yoshimura, Kiyoshi Saito

    6TH IIR CONFERENCE ON THERMOPHYSICAL PROPERTIES AND TRANSFER PROCESSES OF REFRIGERANTS (TPTPR2021)     127 - 134  2021

     View Summary

    A general variational formulation of the void fraction in dissipative two-phase flows is developed. In particular, the steady-state void fraction is extracted by the extremization of the entropy generation rate, based on a comprehensive non-equilibrium expression that introduces interfacial contributions due to surface tension between different phases and fluxes due to heat and mass transfer.Such formulation opens up to the possibility of obtaining different theoretical formulas by the direct application of Prigogine's theorom of minimum entropy production and it is investigated in terms of different assumptions for showing the effect of different flow conditions, flow pattern interfacial geometry, entrainment ratio, heat flux from the external environment, and thermophysical properties of the refrigerant. Consequently, the widely-accepted Zivi's expression of void fraction is obtained as a particular case of this general formulation.

    DOI

  • A cost effective and non-intrusive method for performance prediction of air conditioners under fouling and leakage effect

    Sholahudin, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Katsuhiko Tanaka, Hiroto Ogami

    Sustainable Energy Technologies and Assessments   42   100856 - 100856  2020.12  [Refereed]

     View Summary

    Realistic performance predictions are required for efficient operation strategy of air conditioners. In this study, the application of a cost effective and non-intrusive black box model utilizing artificial neural networks (ANN) to predict the cooling capacity of air conditioning systems is investigated, while considering the effect of fouling and leakage that may occur after prolonged operation. The effect of various leakage and fouling combinations on the output cooling capacity were numerically simulated. The training data set is first generated for a system that is ideally operating without any fouling or leakage. The developed ANN model is tested to predict cooling capacity in "faulty" systems. The results indicated that, as long as leakage and fouling are limited below 10% and 4% respectively, the ANN model trained by the data generated with the ideal system, can predict cooling capacity with a relative averaged cooling capacity difference (Delta(Q) over bar (e,rel)) of approximately 13%. Moreover, the inclusion of data with different leakage and fouling combinations in the training set enables accurate predictions of the cooling capacity of the air conditioning system during the entire timespan of its operation. It suggests that cooling capacity under the fouling and leakage phenomena can be predicted using limited input information.

    DOI

    Scopus

    8
    Citation
    (Scopus)
  • Semitheoretical formulation of annular flow void fraction using the principle of minimum entropy production

    Niccolò Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Hiroaki Yoshimura

    International Journal of Thermal Sciences   158  2020.12  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    © 2020 Elsevier Masson SAS The two-phase flow void fraction is a critical parameter for characterising the pressure drop as well as heat and mass transfer capability of the working fluid within thermal systems, the accurate estimation of which drives heat exchanger design and control optimisation. A semitheoretical expression for the void fraction of two-phase flows, also applicable to small-sized channels, is obtained from an analytical study based on the principle of minimum entropy production and the introduction of empirical coefficients to be fitted to experimental data available in the open literature. These coefficients embody the importance of the simplified physical terms of this formulation while recovering the accuracy loss owing to nonlinear phenomena, heat and mass transfer, and three-dimensional effects. By accounting for surface tension, this model generalises previous theories and describes the influence of smaller-sized channels in terms of the stable void fraction. This mathematical framework can be used to summarise data covering different refrigerants, channel diameters, and operating conditions.

    DOI

    Scopus

    8
    Citation
    (Scopus)
  • Experimental implementation of artificial neural network for cost effective and non-intrusive performance estimation of air conditioning systems

    Sholahudin, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Yoichi Miyaoka, Katsuhiko Tanaka, Hiroto Ogami

    Applied Thermal Engineering   181   115985 - 115985  2020.11  [Refereed]

     View Summary

    Owing to the high variability of operating conditions and the complexity of dynamic phenomena occurring within air conditioning cycles, the realistic performance estimation of these systems remains an open question in this field. This paper demonstrates the applicability of a cost-effective estimation method based on an artificial neural network exclusively using four refrigerant temperatures as the network input. The experimental datasets are collected from a reference experimental facility. The system is operated with variable cooling load, outdoor temperature, and indoor temperature settings, as representative of the actual operation. The artificial neural network structure was optimized by considering the effect of previous time step inputs, number of neurons, sampling time, and number of training data. The results reveal that the developed model can successfully estimate the cooling capacity of an air conditioning system during on-off, continuous unsteady, and steady operation, using four temperature inputs with relative averaged error below 5%.

    DOI

    Scopus

    13
    Citation
    (Scopus)
  • Prediction of two-phase flow distribution in microchannel heat exchangers using artificial neural network

    Niccolo Giannetti, Mark Anthony Redo, Sholahudin, Jongsoo Jeong, Seiichi Yamaguchi, Kiyoshi Saito, Hyunyoung Kim

    International Journal of Refrigeration   111   53 - 62  2020.03  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    © 2019 Due to the intrinsic complexity of two-phase flow distribution and the limited mathematical flexibility of conventional formulations of the phenomenon, previous attempts generally fall short in the accuracy and applicability of their prediction. To address these issues, this study focuses on methods with higher mathematical flexibility. Specifically, the construction and training of Artificial Neural Network (ANN) is presented for the identification of this complex phenomenon. The interaction of the numerous physical phenomena, occurring at different scales, is thus represented by the network structure, offering a formulation capable of achieving higher accuracy. Experimental data from a full-scale heat exchanger of an air-conditioning system operating over a wide range of conditions are used to train and test the ANN. The network optimisation with Bayesian regularisation against experimental data leads to a structure featuring 4 inputs, 3 hidden layers, and 3 neurons for each layer, which demonstrates deviations on the single output mostly lower than ± 10% and a correlation index higher than 98%, when the whole data set is used for training the ANN. The analysis of the network optimisation for different shares of data used for the network testing, shows higher training and testing accuracy as the number of training data increases, along with no apparent overfitting.

    DOI

    Scopus

    34
    Citation
    (Scopus)
  • Numerical investigation of CO2 heat pump water heater performance

    Muhamad Yulianto, Takaoki Suzuki, Yoichi Miyaoka, Keisuke Ohno, Niccolo Giannetti, Kiyoshi Saito, Seiichi Yamaguchi

    Refrigeration Science and Technology   2020-   61 - 66  2020

     View Summary

    This study presents a preliminary investigation of the performance of a Heat Pump Water Heater (HPWH) that uses CO2 as refrigerant. The global market of this technology is led by Japan and several units are being installed all around the world under different climates. The main challenge for an efficient spreading of this technology is to maintain the excellent performance of CO2 HPWH under a broad variety of weather conditions. A numerical model was developed to flexibly investigate the performance of the CO2 HPWH under various distributions of inlet air temperature at the evaporator and inlet water temperature_in gas cooler. The simulation results are firstly compared with those from a general pinch point analysis. The Result show that the highest water temperature inlet and lowest air temperature inlet will produce lowest COP and Highest LCCP Contribution

    DOI

    Scopus

  • Experimental performance analysis and simulation of an internally cooled liquid desiccant air conditioning system using a novel ionic liquid

    Richard Jayson Varela, Seiichi Yamaguchi, Niccolo Giannetti, Kiyoshi Saito, Xin-Ming Wang, Hiroshi Nakayama

    Refrigeration Science and Technology   2020-   304 - 309  2020

     View Summary

    The search for new and more energy-efficient solutions with natural fluids has become a clear countermeasure for mitigating the carbon footprint of air conditioning and refrigerating systems. In the absorption field, specifically in liquid desiccant air conditioning systems, the application of internal cooling in gas-liquid contactors is limited due to the corrosion property of commonly used liquid desiccants. Internally cooled/heated liquid desiccant systems have better heat and mass transfer performance compared to adiabatic systems but mathematical modeling becomes more complicated. In this study, experiments and simulations were carried out to evaluate the performance of an internally cooled/heated liquid desiccant air conditioning system using a novel ionic liquid. This innovative solution became possible due to the compatibility, in terms of corrosion, of the newly developed ionic liquid with aluminum. The validated mathematical model can be used to conduct parametric and optimization studies for the internally cooled/heated liquid desiccant air conditioning system.

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Thermodynamic investigation of asynchronous open inverse air cycle integrated with compressed air energy storage

    Adriano Milazzo, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    Refrigeration Science and Technology   2020-   129 - 134  2020

     View Summary

    An integrated system for heating, cooling and compressed air energy storage (CAES) is analyzed from a thermodynamic point of view. The system is based on asynchronous air compression and expansion, in order to take advantage from the daily ambient temperature oscillations and energy cost variations. The analysis is intentionally kept on a fundamental level, without explicit reference to specific components, in order to enlarge the choice of potential applications. Effects of losses in compressor, expander and heat exchangers, as well as heat transfer in the CAES, are included. The proposed system, once optimized and experimentally validated, could become viable options in the wide arena of demand-side energy management.

    DOI

    Scopus

    1
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    (Scopus)
  • Assessment of surfactant-induced Marangoni convection within high-temperature aqueous Lithium-Bromide solution

    Niccolo Giannetti, Luca Rametta, Ryota Fukui, Masayoshi Hirasawa, Noriyuki Nishiyama, Seiichi Yamaguchi, Kiyoshi Saito

    Refrigeration Science and Technology   2020-   97 - 102  2020

     View Summary

    A common technical practice to boost the transfer performance of falling film absorbers within absorption cycles relies on surfactant additives for triggering the interfacial turbulence known as Marangoni convection. Given the phenomenon complexity and the interdependencies with other phenomena, such as surface wetting, the assessment of the related enhancement is unresolved yet, and data from previous literature are limited to the operative conditions of single effect refrigerators. This work combines numerical simulations and experiments for evaluating the transfer performance enhancement due to Marangoni convection in a wide operative range encompassing refrigeration and heat pump cycles. Falling film transfer coefficients are measured, with and without n-octanol, with LiBr solution temperature between 50 and 120oC, and specific mass flow rate between 0.011 and 0.11Kg·m-1s-1. Consequently, a semi-empirical model estimates the contribution of improved wettability and consequently indicates the portion of the transfer enhancement related to the Marangoni convection.

    DOI

    Scopus

  • Flow characteristics and noise diagnosis of hydrogen charging solenoid valve in hydrogen- fueled automobile

    Hifni M. Ariyadi, Niccolò Giannetti, Jongsoo Jeong, Seiichi Yamaguchi, Kiyoshi Saito, Changhoon Lee, Jungtae Kim, Seungbeom Lee, Jiyong Lee, Kwangyeol Jeong

    ECOS 2020 - Proceedings of the 33rd International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems     104 - 111  2020

     View Summary

    There is a growing interest in green vehicles, such as hydrogen powered fuel cell cars, along with the increase in public awareness towards the environmental issues. However, with compressed systems applied for fuel storage purpose, refueling of hydrogen causes an issue, during which high-pressure hydrogen from the station storage tank passes through filling components before entering the empty tank in the vehicle. In this state, as the pressure difference between the station tank and the vehicle tank can be very high, the complexity of solenoid valve geometry creates complex flow characteristics (turbulence and interaction of gas and wall) that could generate intense pressure fluctuation and excessive noise. This paper presents the results of a three-dimensional simulation for characterizing the complex flow inside the solenoid valve and for diagnosing flow-induced noise generated during the charging process at different valve openings and pressures. Simulation is carried out using computational fluid dynamics (CFD) by implementing appropriate turbulence and viscous models. Firstly, the simulation is conducted in a steady state condition to investigate the acoustic power and to localize the regions that are most likely to be affected. In addition, transient simulations are performed to obtain the frequency of the pressure fluctuation inside the solenoid valve. The results provide accurate and useful data about flow pattern inside the solenoid valve and additionally, furnish information to determine the sources, locations, and characteristics of flow-induced noise generated within the solenoid valve. This investigation can be applied to reduce the undesirable noise and to analyze the possibility of system failure due to flow-induced vibrations.

  • Formulation of steady-state void fraction through the principle of minimum entropy production

    Niccolo GIANNETTI, Kiyoshi SAITO, Hiroaki YOSHIMURA

    Journal of Thermal Science and Technology   15 ( 3 ) JTST0025 - JTST0025  2020  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Film rupture and partial wetting over flat surfaces with variable distributor width

    Niccolo Giannetti, Piyatida Trinuruk, Seiichi Yamaguchi, Kiyoshi Saito

    Science and Technology for the Built Environment   25 ( 10 ) 1313 - 1324  2019.11  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Optimization of HVAC system energy consumption in a building using artificial neural network and multi-objective genetic algorithm

    Nasruddin, Sholahudin, Pujo Satrio, Teuku Meurah, Indra Mahliad, Niccolo Giannetti, Kiyoshi Saito

    Sustainable Energy Technologies and Assessments   35   48 - 57  2019.10  [Refereed]

  • Simplified expressions of the transfer coefficients on a partially wet absorber tube

    Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    International Journal of Refrigeration   105   135 - 147  2019.09  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    8
    Citation
    (Scopus)
  • Seasonal Performance Evaluation of CO2 Open Refrigerated Display Cabinets

    Mark Anthony Redo, Keisuke Ohno, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    Applied Thermal Engineering   ( 114354 )  2019.09  [Refereed]

  • Characterization of two-phase flow distribution in microchannel heat exchanger header for air-conditioning system

    Mark Anthony Redo, Jongsoo Jeong, Niccolo Giannetti, Koji Enoki, Seiichi Yamaguchi, Kiyoshi Saito, Hyunyoung Kim

    Experimental Thermal and Fluid Science   106   183 - 193  2019.09  [Refereed]

     View Summary

    The two-phase flow distribution behavior of R410A within the vertical header of a microchannel heat exchanger with multiple horizontally oriented microchannel flat tubes was investigated and is reported in this paper. Unlike most previous studies, which examined the distribution at lower flowrates applicable mostly to automobile applications, this work evaluated higher flowrates relevant to actual air conditioning evaporator applications with larger size headers. The following operating conditions, were utilized: an inlet mass flowrate that varied from 40 to 200 kg h(-1) (mass flux of 27-250 kg m(-2) s(-1) in the header), vapor qualities of 0.1, 0.2, and 0.6, and evaporating temperatures of 10 and 15 degrees C. The tube protrusion depth into the header was set at 0 and 50%. Flow distribution profiles derived from the experiment measurements and clear visualization images captured by a high speed camera showed that the distribution improves for increased inlet mass flux at low vapor quality, while a 5 degrees C difference in evaporating temperature does not yield a substantial distribution change. A 50% protrusion produces higher inertial forces pushing the liquid level towards the top section. A correlation was developed to predict the liquid distribution by relating the portion of liquid exiting the branch tube to the liquid at the immediate header as a function of the liquid Froude number.

    DOI

    Scopus

    46
    Citation
    (Scopus)
  • A practical heat and mass transfer model between air and ionic liquid solution in an internally cooled dehumidifier with partial wetting.

    Richard J. VARELA, Niccolo GIANNETTI, Hifni M. ARIYADI, Seiichi YAMAGUCHI, Kiyoshi SAITO, Xin-Ming WANG, Hiroshi NAKAYAMA

    Proceedings of the 25th IIR International Congress of Refrigeration: Montréal , Canada, August 24-30, 2019.    2019.08  [Refereed]

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Comparative analysis of ionic liquids as sorptive media for absorption cooling systems.

    Hifni M. ARIYADI, Niccolo GIANNETTI, Seiichi YAMAGUCHI, Kiyoshi SAITO

    Proceedings of the 25th IIR International Congress of Refrigeration: Montréal , Canada, August 24-30, 2019.    2019.08  [Refereed]

    DOI

    Scopus

    6
    Citation
    (Scopus)
  • Dynamic modeling of room temperature and thermodynamic efficiency for direct expansion air conditioning systems using Bayesian neural network

    Sholahudin, Keisuke Ohno, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    Applied Thermal Engineering   158   113809  2019.07  [Refereed]

     View Summary

    In this paper, dynamic performance identification for a direct expansion (DX) air conditioning (AC) system is proposed using Bayesian artificial neural network (ANN). The input and output datasets are generated by a dedicated AC simulator by varying the compressor speed in various signal amplitudes and including dynamic cooling load and ambient temperature. The exergy destruction, which represents the work potential losses in the system and room temperature indicating the thermal comfort are selected as the output variables. The key parameters of an ANN model, including the number of neurons and tapped delay lines, are optimized to improve the prediction accuracy. The results show that the dynamic response of the exergy destruction and room temperature can be predicted accurately by the optimized ANN model using three neurons, a Bayesian regularization algorithm, five delayed inputs for the compressor speed and room temperature, and six delayed inputs for the cooling load and ambient temperature. The validation of the multi-step-ahead prediction showed satisfying results with respect to the root mean squared errors (RMSEs) and coefficient of variations (CVs) of the room temperature (RMSE: 0.18 degrees C and CV: 0.85%) and exergy destruction (RMSE: 1.79 W and CV: 0.4%). Accordingly, the identification of the AC system behavior presented in this paper could be further implemented to control the DX AC system operation to achieve a desired thermal comfort with low exergy destruction.

    DOI

    Scopus

    19
    Citation
    (Scopus)
  • Semi-theoretical model of the wetting characteristics of aqueous ionic liquid on an aluminium finned-tube desiccant contactor

    Niccolo Giannetti, Richard Jayson Varela, Hifni Ariyadi, Seiichi Yamaguchi, Kiyoshi Saito, Xin Ming Wang, Hiroshi Nakayama

    Refrigeration Science and Technology   2019-August   4616 - 4623  2019  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    © 2019 International Institute of Refrigeration. All rights reserved. A new design of an internally cooled desiccant contactor which uses a new ionic liquid (IL) solution as sorptive medium is targeted. To optimise its operative performance, a semi-theoretical model based on a variational thermodynamic principle is developed to predict the film rupture and wetting ability of the IL solution for different values of the IL mass fraction over a comprehensive range of liquid spray density. The minimum Reynolds number Reb allowing the film-like flow configuration and, below this value, the wetted fraction of the solid substrate are firstly formulated on an analytical basis. Successively, the theoretical formulation is used as a reference to minimise deviations between predicted results and measured data by calibrating dedicated characteristic coefficients. Predicted film rupture, wetting ability and wetting hysteresis behaviour are strongly affected by the IL mass fraction and found in good agreement with the measurements.

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Semitheoretical Prediction of the Wetting Characteristics of Aqueous Ionic Liquid Solution on an Aluminum Finned-Tube Desiccant Contactor

    Giannetti, N., Varela, R.J., Ariyadi, H., Yamaguchi, S., Saito, K., Wang, X.-M., Nakayama, H.

    Journal of Fluids Engineering, Transactions of the ASME   140 ( 12 )  2018.12  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    This study involves exploring a new design of an internally cooled/heated desiccant contactor by using a new ionic liquid (IL) solution as the sorptive solution. In order to optimize its operative performance, a semitheoretical model based on the principle of minimum energy is developed to predict the film rupture and wetting ability of the IL solution over a comprehensive range of IL mass fraction and flow rates. A first experimental validation of the fundamental equations of the theoretical model is presented and used as a reference to minimize deviations between predicted results and measured data by calibrating dedicated characteristic coefficients. The noteworthy quantitative and qualitative agreement in the whole range of IL mass fractions and flow rates is promising for contributing to the design of optimized system configurations and control strategies.

    DOI

    Scopus

    15
    Citation
    (Scopus)
  • Development and validation of an analytical formulation of the Nusselt and Sherwood numbers on a partially wetted absorber tube

    Giannetti, N., Moriwaki, R., Yamaguchi, S., Saito, K.

    Science and Technology for the Built Environment   24 ( 8 ) 850 - 860  2018.09  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    3
    Citation
    (Scopus)
  • Numerical simulation of Marangoni convection within absorptive aqueous Li-Br

    Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    International Journal of Refrigeration   92   176 - 184  2018.08  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    7
    Citation
    (Scopus)
  • Operation performance enhancement of single-double-effect absorption chiller

    Arnas Lubis, Jongsoo Jeong, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Hajime Yabase, Muhammad I. Alhamid, Nasruddin

    Applied Energy   219   299 - 311  2018.06  [Refereed]

     View Summary

    Absorption chillers constitute a valuable option for utilising solar energy. Specifically, when installed in tropical regions, this technology ideally matches the needs for refrigeration and air-conditioning because of the abundance of solar energy throughout the year. A single-double-effect absorption chiller combines the single and double-effect configurations to compensate for the unpredictable instantaneous availability of solar radiation and cooling load fluctuations. The operative performance of this system is strongly affected by internal parameters such as the absorber outlet solution flow rate and the solution distribution ratio, which connect the operability of the single and double-effect configurations. Therefore, these important parameters are currently used to maximise system performance while assuring its stability. This study discusses how the COP of a single-double-effect absorption chiller, for solar cooling applications in tropical areas, can be maximised (1.55 at full load, and up to 2.42 at 60% partial load) by manipulating those internal parameters. The simulation results were compared with the experimental data (field test data) and, by adopting the appropriate control method, showed an improvement of the system performance between 12 and 60% when compared to a corresponding double-effect configuration.

    DOI

    Scopus

    48
    Citation
    (Scopus)
  • General correlations for the heat and mass transfer coefficients in an air-solution contactor of a liquid desiccant system and an experimental case application

    Richard Jayson Varela, Seiichi Yamaguchi, Niccolo Giannetti, Kiyoshi Saito, Masatoshi Harada, Hikoo Miyauchi

    International Journal of Heat and Mass Transfer   120   851 - 860  2018.05  [Refereed]

     View Summary

    This paper presents general types of correlation for the heat and mass transfer coefficients inside an air-solution contactor as expressions of Reynolds-Prandtl numbers and Reynolds-Schmidt numbers, respectively. These general equations summarize the physical and thermophysical properties of the air, the solution, and the contactor, which make them capable to be used for parametric studies provided they are fitted in a wide range of experimental data that include all the properties involved. In this work, a liquid desiccant system with an adiabatic structured packed bed as contactor and an aqueous lithium chloride as solution was constructed. The experimental data taken at various air superficial velocities and solution flow rates were fitted to the general correlations, and comparisons between the predicted and experimental results for both coefficients are within ±10%, for both dehumidification and regeneration processes. In addition, the calculated values of the outlet air humidity ratio and temperature agree well with the experimental data for both processes. The particular equations for the heat and mass transfer coefficients can be used to perform parametric studies at different air superficial velocities and solution flow rates with very good accuracy. Results from this study can help improve the system design and operation methods of air-solution contactors.

    DOI

    Scopus

    27
    Citation
    (Scopus)
  • Heat and mass transfer coefficients of falling-film absorption on a partially wetted horizontal tube

    Niccolò Giannetti, Andrea Rocchetti, Seiichi Yamaguchi, Kiyoshi Saito

    International Journal of Thermal Sciences   126   56 - 66  2018.04  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    Detailed, reliable, and time-saving methods to predict the transfer characteristics of horizontal-tube falling-film absorbers are critical to control system operability, such that it is closer to its technical limitations, and to optimise increasingly complex configurations. In this context, analytical approaches continue to hold their fundamental importance. This study presents an analytical solution of the governing transport equations of film absorption around a partially wetted tube. A film stability criterion and a wettability model extend the validity range of the resulting solution and increase its accuracy. Temperature and mass fraction fields are analytically expressed as functions of Prandtl, Schmidt, and Reynolds numbers as well as tube dimensionless diameter and wetting ratio of the exchange surface. Inlet conditions are arbitrary. The Lewis number and a dimensionless heat of absorption affect the characteristic equation and the corresponding eigenvalues. Consequently, local and average transfer coefficients are estimated and discussed with reference to the main geometrical and operative parameters. Finally, a first comparison with the numerical solution of the problem and experimental data from previous literature is presented to support the simplifying assumptions, which are introduced and as a first model validation.

    DOI

    Scopus

    37
    Citation
    (Scopus)
  • Experimental investigation of the wetting characteristics of an aqueous ionic liquid solution on an aluminum fin-tube substrate

    Richard Jayson Varela, Niccolò Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Xin-Ming Wang, Hiroshi Nakayama

    International Journal of Refrigeration   88   472 - 482  2018.04  [Refereed]

     View Summary

    In falling film liquid desiccant systems, finding a suitable pair of liquid desiccant and contact surface is of primary engineering interest. This requires knowledge on the wetting characteristics of the liquid on the solid substrate, which consequently requires intensive experimental investigation. In this study, the wetting characteristics of a new ionic liquid aqueous solution in an aluminum fin-tube substrate were experimentally investigated. Then, a simple method for estimating the wetted area on the substrate through image processing was developed. Visual analysis of the surface wetting was also conducted, and three types of wetting patterns are discussed. Experimental results on the static contact angle and contact angle hysteresis suggest that the ionic liquid solution is mostly wetting, and the aluminum surface is slightly to moderately rough. It was found that the wettability of the ionic liquid solution increases as the ionic liquid mass fraction increases. The wetting hysteresis phenomenon and the factors contributing to its occurrence were also clarified. The results from this study would be useful for the development of a new model or improvement of existing wetting models, which can help improve the prediction and control of the heat and mass transfer performance in internally cooled/heated fin-tube contactors.

    DOI

    Scopus

    26
    Citation
    (Scopus)
  • Experimental investigation of the wetting characteristics of an aqueous ionic liquid solution on an aluminum fin-tube substrate

    Richard Jayson Varela, Niccolò Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Xin-Ming Wang, Hiroshi Nakayama

    International Journal of Refrigeration   88   472 - 482  2018.04  [Refereed]

     View Summary

    In falling film liquid desiccant systems, finding a suitable pair of liquid desiccant and contact surface is of primary engineering interest. This requires knowledge on the wetting characteristics of the liquid on the solid substrate, which consequently requires intensive experimental investigation. In this study, the wetting characteristics of a new ionic liquid aqueous solution in an aluminum fin-tube substrate were experimentally investigated. Then, a simple method for estimating the wetted area on the substrate through image processing was developed. Visual analysis of the surface wetting was also conducted, and three types of wetting patterns are discussed. Experimental results on the static contact angle and contact angle hysteresis suggest that the ionic liquid solution is mostly wetting, and the aluminum surface is slightly to moderately rough. It was found that the wettability of the ionic liquid solution increases as the ionic liquid mass fraction increases. The wetting hysteresis phenomenon and the factors contributing to its occurrence were also clarified. The results from this study would be useful for the development of a new model or improvement of existing wetting models, which can help improve the prediction and control of the heat and mass transfer performance in internally cooled/heated fin-tube contactors.

    DOI

    Scopus

    26
    Citation
    (Scopus)
  • Thermodynamic analysis of irreversible desiccant systems

    Giannetti, N., Yamaguchi, S., Rocchetti, A., Saito, K.

    Entropy   20 ( 8 )  2018  [Refereed]

    Authorship:Lead author, Corresponding author

    DOI

    Scopus

    5
    Citation
    (Scopus)
  • Performance evaluation method of heat pump driven refrigerated display cabinets

    Keisuke Ohno, Mark Anthony Redo, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    Refrigeration Science and Technology   2018-   294 - 301  2018  [Refereed]

     View Summary

    Annual heat load, energy consumption and COP of open refrigerated display cabinets (ORDC) driven by heat pump in supermarkets are assessed by means of a dedicated performance evaluation method. The system modelling approach is firstly presented, and subsequently fitted to experimental data measured within actual equipment working in a comprehensive range of operative conditions. The obtained characteristic equations for estimating the heat load of the ORDC and energy consumption of the condensing unit are employed for a first screening of the results with reference to the effect of the display cabinet set temperature, refrigerant evaporating temperature and supermarket room temperature. Seasonal temperature distributions of three representative locations are applied for the performance calculation of a selected arrangement of 5 different models of ORDCs in a store. This methodology is integrated in a dedicated software, with a user friendly interface, which is generally capable of predicting the annual performance of various combinations of different ORDCs and can therefore be used for benchmarking and identifying energy conservation opportunities.

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Annular flow stability within small-sized channels

    Niccolo Giannetti, Daisuke Kunita, Seiichi Yamaguchi, Kiyoshi Saito

    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER   116   1153 - 1162  2018.01  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    An analytical study based on a variational thermodynamic principle is presented to evaluate the influence of surface tension on the stability of annular flow within small-sized channels. The model introduces phenomenological assumptions in the interfacial structure of the flow regime and theoretically draws the equilibrium transition line from an annular regime to the initiation of the partial wetting condition on the inner surface. By including surface tension, this model expands previous theories and identifies the stable flow configuration in terms of void fraction and interfacial extension. The significant influence of a higher surface tension and smaller diameter (i.e. lower Weber number) are responsible for a lower stable void fraction and higher slip ratio. A complete screening of the main influential parameters is conducted to explore the descriptive ability of the model. This analysis aims at contributing to the understanding of the stability of two-phase flow regimes and can be extended to the transition between other neighbouring regimes, including wall friction as well as liquid entrainment phenomena. (C) 2017 Elsevier Ltd. All rights reserved.

    DOI

  • MODELLING OF WATER VAPOR ABSORPTION BY AQUEOUS IONIC LIQUID FLUIDS IN A VERTICAL-TUBE FALLING FILM ABSORBER

    Ariyadi Hifni Mukhtar, Giannetti Niccolò, Yamaguchi Seiichi, Saito Kiyoshi

    Grand Renewable Energy proceedings   1 ( 0 )  2018

     View Summary

    Due to their unique characteristics, recently ionic liquids have been proposed as a novel absorbent for absorption systems to eliminate the drawbacks of conventional water/LiBr working fluids, particularly crystallization and corrosion. Studies on the cycle performance of absorption cooling systems using water/ionic liquid working pairs have been published in many literatures. However, specific studies on the absorption characteristics of these new working pairs still remains open. Present study theoretically analyses the absorption characteristics of water vapor by aqueous ionic liquid solutions in a vertical tube falling film absorber. The model is developed by employing three ordinary differential equations describing the absorption process and is validated. The results are analyzed and the performances of water/ionic liquid are compared with those of conventional water/LiBr working fluid.

    CiNii

  • Cascade refrigeration system with inverse Brayton cycle on the cold side

    Niccolo Giannetti, Adriano Milazzo, Andrea Rocchetti, Kiyoshi Saito

    APPLIED THERMAL ENGINEERING   127   986 - 995  2017.12  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    temperature refrigeration of cold stores poses some specific issues: single stage, vapour compression cycles have modest COP at low evaporation temperature; cold evaporator surfaces require de-frosting and a fan for air circulation; a part of the refrigeration load may be delivered at intermediate temperature levels, e.g. for the cold store loading dock. Cascade system may improve the COP and add flexibility on the temperature levels and working fluids, but the problems related to the cold evaporator surface remain unsolved.
    The refrigeration system presented herein features a cascade configuration combining a vapour compression cycle and an inverse Brayton cycle. Both cycles use "natural" fluids, complying with strictest regulations. The top cycle uses Ammonia in order to increase efficiency, while the bottom cycle uses air, which directly circulates in the cold space and hence eliminates the cold heat exchanger. A detailed thermodynamic analysis allows a complete screening of the relevant design parameters for an overall system optimization.
    The results show that, notwithstanding the intrinsic gap of efficiency suffered by the Brayton cycle, the proposed system features an acceptable global performance and widens the implementation field of this technology. This system configuration shows a COP 50% higher than the corresponding simple Brayton cycle at temperatures of the refrigerated storage of -50 degrees C. (C) 2017 Elsevier Ltd. All rights reserved.

    DOI

    Scopus

    28
    Citation
    (Scopus)
  • Experimental performance of a double-lift absorption heat transformer for manufacturing-process steam generation

    Arnas Lubis, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Naoyuki Inoue

    ENERGY CONVERSION AND MANAGEMENT   148   267 - 278  2017.09  [Refereed]

     View Summary

    As widely known, some industrial processes produce a large amount of waste heat while others require a large amount of steam to heat the process flow. The main difference involves the temperature level of these heat quantities. Absorption heat transformers play a strategic role in waste heat recovery and heat supply to manufacturing processes due to their ability to utilize heat at a certain temperature level and release the enthalpy of mixing of the refrigerant at a different temperature level with a negligible amount of mechanical work input. However, given the lack of examples that find application as operative plants, the feasibility of the technology is questioned in academic and technical domains. In this study, the operability of a double-lift absorption heat transformer that generates pressurized steam at 170 degrees C is studied across a full range of operative conditions. The results demonstrate and clarify the manner in which the system can operate steadily and efficiently when driven by hot water temperature at approximately 80 degrees C while safely generating steam at a temperature exceeding 170 degrees C. The conditions yielding maximum system efficiency and capacity are identified, and the obtained experimental results are used to define an optimal control strategy. (C) 2017 Elsevier Ltd. All rights reserved.

    DOI

    Scopus

    24
    Citation
    (Scopus)
  • Analytical solution of film mass-transfer on a partially wetted absorber tube

    Niccolo Giannetti, Andrea Rocchetti, Seiichi Yamaguchi, Kiyoshi Saito

    INTERNATIONAL JOURNAL OF THERMAL SCIENCES   118   176 - 186  2017.08  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    This work presents a two-dimensional analytical solution of the governing differential equation for falling film vapour-absorption around a plain horizontal tube. The solution of the species transport equation gives the LiBr mass fraction distribution within the liquid absorptive film flowing along the tube surface and can be used to characterize the mass transfer performance of falling film absorbers or generators. By means of the inclusion of partial wetting effects at reduced solution mass flowrates, this study obtains an analytical expression of the mass transfer coefficient of these devices applicable over an extended range of operative conditions. The hypotheses of small penetration for physical absorption and constant heat flux condition are applied at the film interface to reach a closed-form solution. Fourier method is used to solve the problem and the eigenvalues obtained from the characteristic equation depend on Lewis number, Biot number and the dimensionless heat of absorption. Given the boundary condition at the wall, the two-dimensional mass fraction field of the laminar film can be expressed analytically as a function of Schmidt, Reynolds numbers, the tube dimensionless diameter and the ratio of the wetted area to the total exchange surface. Finally, mass transfer coefficient and absorbed mass flux are locally and globally investigated as functions of the influent dimensionless groups to clarify their effects on the physical process and screen the potentiality of the model. Results show notable qualitative and quantitative agreement with previous numerical solutions and experimental results from previous literature. This model constitutes a widely applicable and time-saving tool for actual system simulations, design and control. (C) 2017 Elsevier Masson SAS. All rights reserved.

    DOI

    Scopus

    16
    Citation
    (Scopus)
  • Derivation and validation of dimensionless models for the heat and mass transfer coefficients of a structured packed bed dehumidifier

    Richard Jayson Varela, Seiichi Yamaguchi, Niccolo Giannetti, Kiyoshi Saito, Masatoshi Harada, Hikoo Miyauchi

    2nd International Conference on Energy and Indoor Environment for Hot Climates - ASHRAE, HotClimates 2017     247 - 254  2017

     View Summary

    This study presents the derivation of two general types of correlation for the heat and the mass transfer coefficients (inside an adiabatic structured packed bed of a liquid desiccant system, which uses aqueous lithium chloride as a solution) as expressions of Nusselt and Sherwood numbers, respectively. These general equations summarize the physical and thermophysical properties of the air, the solution, and the contactor, which make them capable to be used for any parametric study provided they are fitted in a wide range of experimental data that include all the properties involved. Specifically, in this study, the experimental data taken at various air superficial velocities and solution flow rates were fitted to the said correlations. Comparison between the predicted and experimental values shows very good agreement with deviations for both coefficients within ±10% and average errors of 4.58 and 2.79% for the heat and the mass transfer coefficients, respectively. In addition, the calculated outlet air humidity ratios and temperatures match closely the experimental data. The fitted correlations for the heat and the mass transfer coefficients can be used to perform parametric studies at different air superficial velocities and solution flow rates with very good accuracy.

  • Two-phase flow distribution of R410A within the vertical header of a microchannel heat exchanger

    REDO Mark Anthony, GIANNETTI Niccolo, JEONG Jongsoo, ENOKI Koji, OTA Ikuhide, SAITO Kiyoshi, KIM Hyunyoung

    The Proceedings of the Symposium on Environmental Engineering   2017.27   427  2017

     View Summary

    With an ultimate goal of enhancing the flow distribution within a microchannel heat exchanger, an experimental apparatus was designed and constructed. This study presented an initial evaluation and investigation of R410A distribution with mass flowrate of 40, 60, 80 kg/h or mass flux of 120, 180, 240 kg/m2s. The inlet vapor quality before the header was varied at 0.1, 0.2 and 0.6. The inlet flow entered at the bottom with a normal location towards the vertical header. 20 horizontal parallel flat tubes having microchannel holes were protruded half-width of the header where the flow was distributed. Individual pressure drop and flowrate were measured. Corresponding inlet vapor quality for each was calculated. Visualization was conducted for the observation of the flow behavior at the vertical header. Increase on the liquid level at higher mass flux and more homogeneous two-phase flow at lower quality were observed within the header, which yielded better distribution.

    DOI CiNii

  • EXPERIMENT AND VISUALIZATION OF R410A FLOW DISTRIBUTION WITHIN THE VERTICAL HEADER OF MICROCHANNEL HEAT EXCHANGER

    Mark Anthony Redo, Niccolo Giannetti, Jongsoo Jeong, Koji Enoki, Ikuhide Ota, Kiyoshi Saito, Hyunyoung Kim

    5TH IIR INTERNATIONAL CONFERENCE ON THERMOPHYSICAL PROPERTIES AND TRANSFER PROCESSES OF REFRIGERANTS (TPTPR)     236 - 243  2017

     View Summary

    This paper reports an initial step to obtain an equally distributed fluid flow in an evaporator heat exchanger and eventually increase its performance. Experiments are carried out for R410A, using a vertical header where 20 horizontal parallel flat tubes are connected and the protrusion depth is half of the header width. The flow enters the header from a bottom inlet port and there is no heat load applied on the flat tubes. Inlet vapor quality before the header is varied for a fixed total mass flow rate of 60 kg/h. For each set of conditions, the mass flow rate and quality at different vertical positions of the header are singularly measured. Visualization data and experimental results have shown that 0.6 vapor quality before the header produces a more even distribution having a more homogeneous two-phase flow compared to 0.2 where phases are distinctly separated yielding dryouts on the top channels.

    DOI

  • EXPERIMENT AND VISUALIZATION OF R410A FLOW DISTRIBUTION WITHIN THE VERTICAL HEADER OF MICROCHANNEL HEAT EXCHANGER

    Mark Anthony Redo, Niccolo Giannetti, Jongsoo Jeong, Koji Enoki, Ikuhide Ota, Kiyoshi Saito, Hyunyoung Kim

    5TH IIR INTERNATIONAL CONFERENCE ON THERMOPHYSICAL PROPERTIES AND TRANSFER PROCESSES OF REFRIGERANTS (TPTPR)     891 - 898  2017

     View Summary

    This paper reports an initial step to obtain an equally distributed fluid flow in an evaporator heat exchanger and eventually increase its performance. Experiments are carried out for R410A, using a vertical header where 20 horizontal parallel flat tubes are connected and the protrusion depth is half of the header width. The flow enters the header from a bottom inlet port and there is no heat load applied on the flat tubes. Inlet vapor quality before the header is varied for a fixed total mass flow rate of 60 kg/h. For each set of conditions, the mass flow rate and quality at different vertical positions of the header are singularly measured. Visualization data and experimental results have shown that 0.6 vapor quality before the header produces a more even distribution having a more homogeneous two-phase flow compared to 0.2 where phases are distinctly separated yielding dryouts on the top channels.

  • Solar-assisted single-double-effect absorption chiller for use in Asian tropical climates

    Arnas Lubis, Jongsoo Jeong, Kiyoshi Saito, Niccolo Giannetti, Hajime Yabase, Muhammad Idrus Alhamid, Nasruddin

    RENEWABLE ENERGY   99   825 - 835  2016.12  [Refereed]

     View Summary

    Solar energy is accessible throughout the year in tropical regions. The latest development of absorption chillers has demonstrated that these systems are suitable for effective use of solar energy. The utilisation of solar energy for heat-driven cooling systems has significant advantages. Without a doubt, solar energy represents a clean energy source that is available without any additional fuel cost, and that can be proportionally accessible when the cooling load increases during the middle hours of the day. This study focuses on a single-double-effect absorption chiller machine that was installed in Indonesia. The system is driven by a dual-heat source that combines gas and solar energy. This system is characterised by simulating its performance in various conditions in terms of the cooling water (28-34 degrees C) and the hot water (75-90 degrees C) inlet temperatures. The reference operating condition of this system is 239 kW of cooling capacity. The mathematical model is validated and shows a good agreement with experimental data. In the operative range considered, simulation results yield a coefficient of performance between 1.4 and 3.3, and a gas reduction ratio from 7 to 58% when compared to a double-effect absorption chiller driven by gas. Based on the simulation results, this system is expected to have a good potential for widespread use in tropical Asia regions. (C) 2016 Elsevier Ltd. All rights reserved.

    DOI

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  • Wetting behavior of a liquid film on an internally-cooled desiccant contactor

    Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER   101   958 - 969  2016.10  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    Heat and mass transfer processes performed by using thin liquid films are recurrent in a series of technical applications. The circumstances under which dry spots appear on the exchange surface for the film breakage, as well as the extent of the wetted part of the surface and the liquid vapor interface, are critical to predict and control the performances of these devices. To characterize the wetting behavior of liquid films on internally-cooled desiccant contactors, this paper originates from an experimental study and, adopting a standpoint useful for a practical interpretation of wettability measurements, introduces a corresponding theoretical model based on the principle of minimum energy. Both the estimation of the wetted area by image processing of the test section and the theoretical model highlight a hysteresis phenomenon of the film wetting behavior for gradually increasing and decreasing liquid flowrates. The modeling approach, experimental results and a first comparison are hereby presented and discussed. Quantitative and qualitative agreement appears promising for a further employment of the model in actual system design and control. (C) 2016 Elsevier Ltd. All rights reserved.

    DOI

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    29
    Citation
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  • Optimization of a cascade refrigeration system using refrigerant C3H8 in high temperature circuits (HTC) and a mixture of C2H6/CO2 in low temperature circuits (LTC)

    Nasruddin, S. Sholahudin, N. Giannetti, Arnas

    APPLIED THERMAL ENGINEERING   104   96 - 103  2016.07  [Refereed]

     View Summary

    This paper discusses the multi-objectives optimization of a cascade refrigeration system using refrigerant C3H8 in high temperature circuits (HTC) and a mixture of C2H6/CO2 in low temperature circuits (LTC). The evaporator temperature, condenser temperature, C2H6/CO2 mixture condensation temperature, cascade temperature differences, and the CO2 mass fraction are chosen as the decision variables. Whereas cooling capacity, cold space temperature, and ambient temperature are taken as the constraints. The purpose of this research is to design a cascade refrigeration system whose optimum performance are defined in terms of economics and thermodynamics. Accordingly, there are two objective functions that should be simultaneously optimized including the total annual cost which consists of the capital and operational cost and the total exergy destruction of the system. To this aim, the optimum operating temperature of the system and CO2 fraction should be determined so that the system has minimum exergy destruction and annual cost. Results show that, the optimum value of the decision variables for this system can be determined by trade-off between annual cost and exergy destruction. (C) 2016 Elsevier Ltd. All rights reserved.

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    Citation
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  • Thermodynamic optimization of three-thermal irreversible systems

    Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito

    International Journal of Heat and Technology   34   S83 - S90  2016.01  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    Multi-temperature-level systems enlarge the prospects and degrees of freedom for an effective design and an environment-friendly use of energy. Based on a general thermodynamic model of three-thermal cycles and finite thermal capacity of the heat sources, this paper aims at the analysis and the performance optimization of these systems by considering the influence of irreversibility. Suitable dimensionless parameters for an overall optimization are introduced and their influence on the cycle efficiency is investigated. This approach identifies the limitations imposed to the physical processes by accounting for the inevitable dissipation due to their constrained duration and intensity, and constitutes a general thermodynamic criterion for the optimization of three-thermal irreversible systems. Dependence on the main factors is highlighted in a way that shows how to change them in order to improve the overall efficiency. Under this point of view, the analysis evaluates COP improvements and can be used to perform plant diagnostics, besides predicting the system performance. The use of this criterion is exemplified for the absorption chiller application case.

    DOI

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    15
    Citation
    (Scopus)
  • Entropy parameters for falling film absorber optimization

    Niccolo Giannetti, Andrea Rocchetti, Arnas Lubis, Kiyoshi Saito, Seiichi Yamaguchi

    APPLIED THERMAL ENGINEERING   93   750 - 762  2016.01  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    A local entropy generation analysis, for water vapor absorption in LiBr-H2O solution, is performed referring to velocity, temperature and concentration fields obtained from the numerical solution of mass and energy transport equations. The hydrodynamic description is based on Nusselt boundary layer assumption and the actual amount of irreversibility introduced is determined for an absorptive falling film over a cooled horizontal tube inside the absorber. Results are explored in different operative conditions in order to examine the impact of the various irreversibility sources in a wide operative range. A least irreversible solution mass flow-rate can always be identified. Furthermore, a simple and general thermodynamic analysis, carried out regarding a refrigerating and a heat boosting applications, makes evidence of a dimensionless group "Q/sigma T" that separates the weight of the irreversibilities and gives the way to an optimization criterion applied to the absorber in order to improve the whole system efficiency. Both thermodynamic equilibrium and sub-cooling conditions of the solution at the inlet are considered for typical temperature and concentration of refrigerators' absorbers and heat transformers' absorbers. Results suggest the importance to work at reduced mass flow-rates with a thin uniform film. In practice, tension-active additives are required to realize this condition. Also, it is highlighted that the two parameters defined with reference to the dimensionless group "Q/sigma T" can be maximized by specific values of the tube radius, operative Reynolds number, solution sub-cooling and temperature difference between the wall and the inlet solution. (C) 2015 Elsevier Ltd. All rights reserved.

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    19
    Citation
    (Scopus)
  • Analytical description of falling film absorption

    Giannetti N, Rocchetti A, Saito K, Yamaguchi S

    ACRA 2016 - 8th Asian Conference on Refrigeration and Air-Conditioning    2016  [Refereed]

    Authorship:Lead author, Corresponding author

  • Irreversibility analysis of falling film absorption over a cooled horizontal tube

    Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito, Seiichi Yamaguchi

    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER   88   755 - 765  2015.09  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    Based on a numerical study of the water vapour absorption process in LiBr-H2O solution, for a laminar, gravity driven, viscous, incompressible liquid film, flowing over a horizontal cooled tube, irreversibilities related to fluid friction, heat transfer, mass transfer and their coupling effects have been locally and globally examined. The hydrodynamic description is based on Nusselt boundary layer assumptions. The tangential and normal velocity components, respectively obtained from momentum and continuity equations, have been used for the numerical solution of mass and energy transport equations in the two-dimensional domain defined by the film thickness and the position along the tube surface. Local entropy generation calculation can be performed referring to the calculated velocity, temperature and concentration fields. Results have been explored in different operative conditions, in order to examine comprehensively the impact of the various irreversibility sources and to identify the least irreversible solution mass flow-rate for the absorber. As a parallel, a refined understanding of the absorption process can be obtained. Considering absorption at the film interface and cooling effect at the tube wall, the analysis thermodynamically characterises the absorption process which occurs inside actual falling film heat exchangers and establishes a criterion for their thermodynamic optimisation. Results suggest the importance to operate at reduced mass flow rates with a thin uniform film. Meanwhile, tension-active additives are required to realise this condition. (C) 2015 Elsevier Ltd. All rights reserved.

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    16
    Citation
    (Scopus)
  • Thermodynamic Analysis of Irreversible Heat-transformers

    Niccolo Giannetti, Arnas, Andrea Rocchetti, Kiyoshi Saito

    MAKARA JOURNAL OF TECHNOLOGY   19 ( 2 ) 90 - 96  2015.08  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    Absorption heat transformers extend the possibilities for efficient and environment-friendly energy conversion processes. Based on a general thermodynamic model of three-thermal cycles with finite thermal capacity of the heat sources, this paper is intent upon analyzing and optimizing the performance of absorption heat transformers, by including the influence of irreversibility in the analytical expression of the system efficiency. Dimensionless parameters for an overall optimization are defined and a first screening is performed to clarify their influence. Dependence on the main factors is highlighted to suggest how to change them in order to enhance the whole system performance. Under this point of view, the analysis evaluates coefficient of performance (COP) improvements and can be used to perform existing plant diagnostics, besides predicting the system performance. The use of this criterion is exemplified for specific heat transformers data from literature. This approach identifies the limitations imposed to the physical processes by accounting for the inevitable dissipation due to their constrained duration and intensity, and constitutes a general thermodynamic criterion for the optimization of three-thermal irreversible systems.

    DOI

  • Local entropy generation analysis of water vapour absorption in a LiBr-H2O solution film, over a horizontal cooled tube

    Niccolò Giannetti, Andrea Rocchetti, Kiyoshi Saito, Seiichi Yamaguchi

    Refrigeration Science and Technology     786 - 793  2015  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    This study is based on a numerical analysis of water vapour absorption in a laminar, gravity driven, viscous, incompressible liquid film of LiBr-H2O solution, flowing over a horizontal cooled tube. The hydrodynamic description is based on Nusselt boundary layer assumptions. A local entropy generation calculation can be performed referring to velocity, temperature and concentration fields. From a general form of volumetric entropy generation, a suitable expression for the absorption process has been obtained and different irreversibility sources have been highlighted. The impact of each term (fluid friction, heat transfer, mass transfer and their coupling effects) has been locally examined. Results have been explored for different tube radii, wall temperatures and operative conditions (representing both chiller and heat transformer configurations), in order to characterise the process from a second law point of view and establish a criterion for the optimisation of the absorber.

    DOI

    Scopus

  • Cascade refrigeration system with inverse Brayton cycle on the cold side

    Niccolò Giannetti, Adriano Milazzo, Andrea Rocchetti

    Refrigeration Science and Technology     2846 - 2853  2015  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    The cold store refrigeration system proposed herein features a cascade configuration which has a vapour compression cycle as the top cycle and an inverse Brayton as the bottom cycle. The cold store air is used as working fluid in the Brayton cycle. Therefore, the cold side heat exchanger (that would be the evaporator in a vapour compression cycle) is replaced by a cold air inlet. Frost formation inside the cold store, as well as the heat load due to the air circulation fan, are hence eliminated. On the other hand, the Brayton cycle has lower efficiency when compared to vapour compression cycles. This gap may be reduced once the temperature range is lowered by the cascade configuration. The top vapour compression cycle may also refrigerate the loading dock. This paper describes a first screening of the relevant design parameters for an overall system optimization.

    DOI

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  • Entropy parameters for desiccant wheel design

    Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito, Seiichi Yamaguchi

    APPLIED THERMAL ENGINEERING   75   826 - 838  2015.01  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    In this work a thermodynamic analysis of a desiccant wheel is proposed to investigate and identify the optimum size and operating regime of this device. A steady state entropy generation expression, based on effectiveness parameters suitable for desiccant wheels operability, is obtained applying a control volume approach and assuming perfect gas behaviour of the binary air-vapour mixture. A new entropy generation number N-L, is defined using a minimum indicative value of the entropy generation S-L,S-min and investigated in order to obtain useful criteria for desiccant wheels optimization. The effectiveness-NTU design method is employed by combining solution of thermal exchange efficiency for rotary heat exchanger with the characteristic potential method, under the conditions of heat and mass transfer analogy. The analysis is applied to a specific desiccant wheel and N-L, variation with NTU is explored under various operative conditions and wheels characteristics in terms of dimensionless velocity and flow unbalance ratio. (C) 2014 Elsevier Ltd. All rights reserved.

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    17
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  • Thermodynamic analysis of regenerated air-cycle refrigeration in high and low pressure configuration

    N. Giannetti, A. Milazzo

    INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID   40   97 - 110  2014.04  [Refereed]

    Authorship:Lead author, Corresponding author

     View Summary

    A thermodynamic analysis is performed on open, regenerated, inverse air-cycles, focussing on low temperature refrigeration, in order to provide general optimization criteria, support for a rational configuration choice and potential performance improvement for this specific application. The effect of high regenerator effectiveness (0.95) is explored, showing that it may double the air cycle COP in the case at hand. Low and high pressure configurations (i.e. featuring only one heat exchanger on the cold or hot cycle side) are compared. High pressure configuration, normally preferred in the field of low temperature refrigeration, has a lower efficiency, but the gap reduces as regenerator effectiveness increases. Avoidance of a cold heat exchanger eliminates frosting problems and power input for the circulation fan, so that the small COP decrease suffered by the high pressure cycle can easily be compensated for and eventually yield higher average plant efficiency. The feasibility of such a highly effective regenerator, already reported in the literature, is demonstrated using classic Kays and London (1964) data. (C) 2013 Elsevier Ltd and IIR. All rights reserved.

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▼display all

Presentations

  • Artificial intelligence and machine learning for the design and control of next-generation thermal systems

    Niccolo Giannetti  [Invited]

    技術セミナー(西日本地区) 次世代冷凍空調技術に向けたAI,IoTの活用 

    Presentation date: 2024.02

  • Dynamic performance characterization of air conditioners with emulator-type load-based tests

    Niccolo Giannetti  [Invited]

    International Symposium on New Refrigerants and Environmental Technology 2023 

    Presentation date: 2023.11

  • Evolutionary optimization of heat exchanger refrigerant circuitry,

    Niccolo Giannetti  [Invited]

    International Symposium on New Refrigerants and Environmental Technology 2023 

    Presentation date: 2023.11

  • New characteristics and temperature limitations of surfactant-induced Marangoni convection

    Niccolo Giannetti

    26TH INTERNATIONAL CONGRESS OF REFRIGERATION 

    Presentation date: 2023.08

  • Evolutionary optimization of heat exchanger circuitries for the advancement of next-generation refrigerants

    Niccolo Giannetti

    26TH INTERNATIONAL CONGRESS OF REFRIGERATION 

    Presentation date: 2023.08

  • Emulator-type load-based testing methodology for air-to-air heat pumps

    Niccolo Giannetti  [Invited]

    Consultation conference on Building Issues, Berlin-Dessau 

    Presentation date: 2023.07

  • A Variational Framework for the Theoretical Modelling of Thermal Systems

    Niccolo Giannetti  [Invited]

    Mini-Workshop on Applied and Mathematical Sciences for Nonlinear Phenomena: Modeling, Analysis and Computation 

    Presentation date: 2023.03

  • Genetic refrigerant path-algorithm ~ Evolutionary optimization of heat exchanger circuitries for the advancement of next generation refrigerants

    Niccolo Giannetti  [Invited]

    Thermoinformatics 5th research meeting 

    Presentation date: 2023.03

  • Novel Technique for the Performance Assessment of Next-Generation Refrigerants ― Thermo-Genetic Path-Algorithm for Refrigerant Circuitry Optimization in Finned-Tube Heat Exchangers ―

    Niccolo Giannetti  [Invited]

    日本冷凍空調学会調査研究プロジェクト「カーボンニュートラルに向けた先進熱交換技術に関する調査研究」第8期 第3回委員会, 山梨大学 

    Presentation date: 2022.12

  • Optimization of refrigerant circuitry within finned-tube heat exchangers using thermo-genetic path-algorithm

    Niccolo Giannetti

    JSRAE Annual Conference 2022 

    Presentation date: 2022.09

  • Development of an Emulator-Based Assessment Method for Representative Evaluation of the Dynamic Performance of Air Conditioners

    Niccolo Giannetti

    International Refrigeration and Air Conditioning Conference 

    Presentation date: 2022.07

  • Development of a Standardized Refrigerant Evaluation Tool for Air Conditioning and Refrigeration Equipment Using a General-Purpose Energy-Analysis Simulator

    Niccolo Giannetti

    International Refrigeration and Air Conditioning Conference 

    Presentation date: 2022.07

  • Variational Framework for the Theoretical Modelling of Thermal Systems

     [Invited]

    WOI(Waseda Open Innovation Forum) 

    Presentation date: 2022.03

    Event date:
    2022.03
     
     
  • Characterization and Freezing Prediction of Supercooled Water Droplets Formed on Solid Surface

    Yuta SAKAI, Niccolo GIANNETTI, Jongsoo JEONG, Kiyoshi SAITO

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Development of Assessment Techniques for Next-Generation Refrigerant with Low GWP Values 6th report: Efforts and outcomes on simulator development in FY2020

    Jongsoo Jeong, Giannetti Niccolo, Yoichi Miyaoka, Kiyoshi Saito

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Efficiency Improvement of Liquid Desiccant Air Conditioning System

    Tatsuki HOSHO, Richard Jayson VARELA, Niccolo GIANNETTI, Jongsoo JEONG, Kiyoshi SAITO

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Assessment of Marangoni convection and partial wetting in falling film absorbers

    Niccolo Giannetti

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Development of Assessment Techniques for Next-Generation Refrigerant with Low GWP Values Fifth report: Efforts and outcomes on development of dynamic performance evaluation equipment

    Yoichi MIYAOKA, Niccolo GIANNETTI, Jongsoo JEONG, Kiyoshi SAITO

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Development of Assessment Techniques for Next-Generation Refrigerants with Low GWP Values Fourth report: Efforts and outcomes on heat exchanger optimization in FY 2020

    Niccolo GIANNETTI, John Carlo, GARCIA, Richard, Jayson VARELA, Yuichi SEI, Koji ENOKI, Jongsoo JEONG, Kiyoshi SAITO

    JSRAE Annual Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Numerically Trained Artificial Neural Network for Experimental Performance Prediction of Air Conditioning Systems

    Sholahudin, Giannetti N, Miyaoka Y, Jeong J, Saito K

    2021 60th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Digital Cloning of Air-Conditioners: Scalable and generalizable system identification method using Artificial Neural Network

    Niccolo Giannetti  [Invited]

    Environmental Engineering Division, Japan Society of Mechanical Engineers 'Thermoinformatics Research Group', 2nd meeting. 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Non-Equilibrium Formulation of Void Fraction in Two-Phase Flows

    Niccolo GIANNETTI, Moojoong KIM, Hiroaki YOSHIMURA, Kiyoshi SAITO

    Thermophysical properties and Transfer Processes of Refrigerants Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • CFD investigation of the wetting characteristics of aqueous ionic liquid solution on an aluminum fin-tube substrate

    Richard Jayson VARELA, Hifni ARIYADI, Niccolo GIANNETTI, Kiyoshi SAITO

    Thermophysical properties and Transfer Processes of Refrigerants Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Modeling of Flow Distribution in Multi-Branch Channels using the Second Law of Thermodynamics

    Mark Anthony REDO, Niccolo GIANNETTI, Hiroaki YOSHIMURA, Kiyoshi SAITO

    Thermophysical properties and Transfer Processes of Refrigerants Conference 2021 

    Presentation date: 2021.09

    Event date:
    2021.09
     
     
  • Design optimization of three-fluid desiccant contactor using genetic algorithm

    Hosho Tatsuki, Varela Richard Jayson, Giannetti Niccolo, Jeong Jongsoo, Miyaoka Yoichi, Saito Kiyoshi

    ISHPC2021 

    Presentation date: 2021.08

    Event date:
    2021.08
     
     
  • The Influence of Temperature on Marangoni Convection during Vapor Absorption

    Giannetti Niccolo, Fukui Ryota, Fleßner Christian, Meyer Thomas, Saito Kiyoshi

    ISHPC2021 

    Presentation date: 2021.08

    Event date:
    2021.08
     
     
  • Scalability and generalization in HVAC performance prediction using Artificial Neural Network

    Damiano DONDINI, SHOLAHUDIN, Niccolo GIANNETTI, Yoichi MIYAOKA, Kiyoshi SAITO

    第31回 環境工学総合シンポジウム2021 

    Presentation date: 2021.07

    Event date:
    2021.07
     
     
  • Assessment of surfactant-induced Marangoni convection within high-temperature aqueous Lithium-Bromide solution

    N. Giannetti

    The 14th IIR Gustav Lorentzen Conference on Natural refrigerants 

    Presentation date: 2020.12

    Event date:
    2020.12
     
     
  • Numerical Investigation of CO2 Heat Pump Water Heater Performance

    M. Yulianto, N. Giannetti, co-auth

    The 14th IIR Gustav Lorentzen Conference on Natural refrigerants 

    Event date:
    2020.12
     
     
  • Experimental performance analysis and simulation of an internally cooled liquid desiccant air conditioning system using a novel ionic liquid

    R.J. Varela, N. Giannetti (co-author)

    The 14th IIR Gustav Lorentzen Conference on Natural refrigerants 

    Event date:
    2020.12
     
     
  • Thermodynamic investigation of asynchronous open inverse air cycle integrated with compressed air energy storage

    A. Milazzo, N. Giannetti, K. Saito

    The 14th IIR Gustav Lorentzen Conference on Natural refrigerants 

    Event date:
    2020.12
     
     
  • Semi-Theoretical Formulation of Annular Flow Void-Fraction

    Niccolo Giannetti

    The 11th International Meeting on Advances in Thermofluids 

    Presentation date: 2019.11

    Event date:
    2019.11
     
     
  • Numerical investigation of mixed refrigerants flow in the expansion valve

    INOUE Yohei, MINATO Akihiko, SEI Yuichi, SEKIGUCHI Michie, SAITO Kiyoshi, YAMAGUCHI Seiichi, GIANNETTI Niccolo, MIYAOKA Yoichi

    JSRAE Annual Conference 

    Presentation date: 2019.09

  • Development of Assessment Techniques for Next Generation Refrigerant with Low GWP Values

    MIYAOKA Yoichi, GIANNETTI Niccolo, YAMAGUCHI Seiichi, SAITO Kiyoshi, ENOKI Koji, INOUE Yohei, SEI Yuichi, MINATO Akihiko, SEKIGUCHI Michie

    JSRAE Annual Conference 

    Presentation date: 2019.09

  • Semi-theoretical model of ionic liquid wetting characteristics on a gas-liquid finned-tube contactor

    Niccolo Giannetti, Richard Varela, Hifni Ariyadi, Seiichi Yamaguchi, Kiyoshi Saito, Xin-Ming Wang, Hiroshi Nakayama

    25th IIR International Congress of Refrigeration 

    Presentation date: 2019.08

  • A practical heat and mass transfer model between air and ionic liquid solution in an internally cooled dehumidifier with partial wetting

    Richard Jayson Varela, Niccolo Giannetti, Hifni Ariyadi, Seiichi Yamaguchi, Kiyoshi Saito, Xin-Ming Wang, Hiroshi Nakayama

    25th IIR International Congress of Refrigeration 

    Presentation date: 2019.08

  • Comparative analysis of ionic liquids as sorptive media for absorption cooling systems

    Hifni Ariyadi, Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito

    25th IIIR International Congress of Refrigeration 

    Presentation date: 2019.08

  • Development of Finned-Tube Heat Exchanger Simulator for Heat Pumps

    S. Yamaguchi, J.C. Garcia, N. Giannetti, K. Saito

    International Workshop on Environmental Engineering 

    Presentation date: 2019.06

  • Theoretical Formulation of Two-phase Flow Distribution in Microchannel Heat Exchangers using Electric Circuit Analogy

    Niccolo Giannetti, M.A. Redo, J. Jeong, S. Yamaguchi, K. Saito, H. Kim

    International Workshop on Environmental Engineering 

    Presentation date: 2019.06

  • Numerical Simulation of Falling-Film Absorbers at High Temperature

    Y. Ohashi, R. Moriwaki, N. Giannetti, S. Yamaguchi, K. Saito

    International Workshop on Environmental Engineering 

    Presentation date: 2019.06

  • Numerical simulations of finned-tube heat exchangers with arbitrary connectivity and flexible set of input conditions

    The 5th International Symposium on Innovative Materials and Processes in Energy Systems 

    Event date:
    2018.10
     
     
  • Theoretical prediction of the wetting characteristics of aqueous ionic liquid on a finned-tube desiccant contactor

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2018.09

  • Annual performance evaluation of CO2 refrigerated display cabinets relative to geographical location

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2018.09

  • Influence of the Fluid Distribution Width on the Wettability of Rivulet Flow over Vertical Flat Surfaces

    Niccolo Giannetti

    17th International Refrigeration and Air Conditioning Conference at Purdue 

    Presentation date: 2018.07

  • Film Rupture and Partial Wetting over Flat Surfaces

    Niccolo Giannetti

    17th International Refrigeration and Air Conditioning Conference at Purdue 

    Presentation date: 2018.07

  • Modelling of water vapor absorption by aqueous ionic liquid fluids in a vertical-tube falling film absorber

    Niccolo Giannetti

    Grand Renewable Energy 2018 

    Presentation date: 2018.06

  • MULTISTAGE TYPE-II ABSORPTION HEAT PUMP FOR STEAM GENERATION UP TO 180°C; Development and Performance Demonstration

    Niccolo Giannetti  [Invited]

    9th Asian Conference on Refrigeration and Air Conditioning 

    Presentation date: 2018.06

  • Thermodynamic analysis of irreversible desiccant systems

    Niccolo Giannetti

    Entropy 2018: From Physics to Information Sciences and Geometry 

    Presentation date: 2018.05

  • Performance evaluation method of heat pump driven refrigerated display cabinets

    Niccolo Giannetti

    5th IIR Conference on Sustainability and the Cold Chain 

    Presentation date: 2018.04

  • Thermodynamic modelling of Two-Phase Flow within Heat Pump systems

    Niccolo Giannetti  [Invited]

    International Workshop on The Multi-phase Flow 

    Presentation date: 2017.12

  • Two-phase Flow Distribution at Wider Flow Range within the Vertical Header of Microchannel Heat Exchanger

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2017.09

  • Annual Performance Evaluation of Refrigerated Display Cabinets

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2017.09

  • Simple expressions of the heat and mass transfer coefficients for horizontal-tube falling film absorbers

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2017.09

  • Wetting Characteristics of falling films on a fin-tube contactor

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2017.09

  • Numerical simulation of Marangoni convection within horizontal tube falling film absorbers

    Niccolo Giannetti

    28th International Symposium on Transport Phenomena 

    Presentation date: 2017.09

  • Numerical simulation of Marangoni convection within absorptive aqueous Li-Br

    Niccolo Giannetti

    International Sorption Heat Pump Conference 

    Presentation date: 2017.08

  • Simplified expressions of the transfer coefficients on a partially wet absorber tube

    Niccolo Giannetti

    International Sorption Heat Pump Conference 

    Presentation date: 2017.08

  • Correlations for the Heat and Mass Transfer Coefficients in a Structured Packed Bed Regenerator

    Niccolo Giannetti

    International Sorption Heat Pump Conference 

    Presentation date: 2017.08

  • Two-phase flow distribution of R410A within the vertical header of a microchannel heat exchanger

    Niccolo Giannetti

    27th Symposium on Environmental Engineering 

    Presentation date: 2017.07

  • Thermodynamic modelling of humid-air expansion within an R717/R729 cascade refrigeration system for cold store applications

    Niccolo Giannetti

    5th IIR International Conference on Thermophysical Properties and Transfer Processes of Refrigerants 

    Presentation date: 2017.04

  • Experiment and Visualization of R410A Flow Distribution within the Vertical Header of Microchannel Heat Exchanger

    Niccolo Giannetti

    5th IIR Int. Conference on Thermodynamics and Transport Processes 

    Presentation date: 2017.04

  • Derivation and Validation of Dimensionless Models for the Heat and Mass Transfer Coefficients of a Structured Packed Bed Dehumidifier

    Niccolo Giannetti

    2nd International Conference on Energy and Indoor Environment for Hot Climates 

    Presentation date: 2017.02

  • Effect of internal and external wetting on the global transfer coefficients inside high temperature absorbers

    Niccolo Giannetti

    27th International Symposium on Transport Phenomena 

    Presentation date: 2016.09

  • Marangoni convection within absorptive falling films over an inclined wall, Modelling and numerical simulations

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2016.09

  • Experimental study on absorption phenomenon of a falling film absorber

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2016.09

  • Analytical description of falling film absorption

    Niccolo Giannetti

    8th Asian Conference on Refrigeration and Air Conditioning 

    Presentation date: 2016.05

  • Energy-based criterion for annular two-phase flow stability in mini- and micro-channels

    Niccolo Giannetti

    50th Joint Meeting on Air-Conditioning and Refrigeration 

    Presentation date: 2016.04

  • Energy-based model for the prediction of mini-channels dry-out condition

    Niccolo Giannetti

    9th International Conference on Multiphase Flow 

    Presentation date: 2016.04

  • Analytical expression of heat and mass transfer coefficients on a partially wetted horizontal tube of falling film absorber

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2015.10

  • Analytical study of falling film absorption on a partially wetted horizontal tube

    Niccolo Giannetti

    26th International Symposium on Transport Phenomena 

    Presentation date: 2015.10

  • Local entropy generation analysis of water vapour absorption in a LiBr-H2O solution film, over a horizontal cooled tube

    Niccolo Giannetti

    24th IIR International Congress of Refrigeration 

    Presentation date: 2015.08

  • Cascade refrigeration system with inverse Bryton cycle on the cold side

    Niccolo Giannetti

    24th IIR International Congress of Refrigeration 

    Presentation date: 2015.08

  • Thermodynamic optimization of three-thermal irreversible systems

    Niccolo Giannetti

    Constructal Law & Second Law Conference 

    Presentation date: 2015.05

  • A new model for partial wetting of inclined surfaces

    Niccolo Giannetti

    49th Joint Meeting on Air-Conditioning and Refrigeration 

    Presentation date: 2015.04

  • Heat and mass transfer characteristics of falling film on a partially-wetted horizontal tube

    Niccolo Giannetti

    JSRAE Annual Conference 

    Presentation date: 2014.09

  • Semi-theoretical wettability model for falling film heat exchangers

    Niccolo Giannetti

    48th Joint Meeting on Air-Conditioning and Refrigeration 

    Presentation date: 2014.04

  • Hysteresis phenomena of annular flow dryout within small-size channels, Development of a thermodynamic model

    Niccolo Giannetti

    JSRAE Annual Conference 

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Research Projects

  • Construction of a macro unified theory of frost formation process

    Japan Society for the Promotion of Science (JSPS) 

    Project Year :

    2024.04
    -
    2027.03
     

  • Study on Unsteady Analysis of Two-Stage Turbo Chiller

    Mitsubishi Heavy Industries Thermal Systems 

    Project Year :

    2021.04
    -
    2024.03
     

    Niccolo Giannetti

  • Lagrange-Dirac Systems and Applications

    Japan Science and Technology Agency (JST) 

    Project Year :

    2019.04
    -
    2024.03
     

  • Development of Assessment Techniques for Next-Generation Refrigerants with Low GWP Values

    New Energy and Industrial Technology Development Organization (NEDO) 

    Project Year :

    2018.04
    -
    2023.03
     

  • Research on Capacity Estimation Method of Multi-Air Conditioners for Buildings by Machine Learning

    Tokyo Electric Power Company Holdings 

    Project Year :

    2020.04
    -
    2022.03
     

  • Collaborative research on solar cooling absorption technologies in sub-tropical countries

    Project Year :

    2021.04
    -
     
     

    Lubis Arnas, Giannetti Niccolo

  • Research and development of technology for innovative use of unused heat energy / Research and development of technology for innovative use of unused heat energy

    New Energy and Industrial Technology Development Organization (NEDO) 

    Project Year :

    2015.04
    -
    2021.03
     

  • Analysis of inverse air cycle refrigeration systems for low temperature applications with particular regard to the problem of frost formation

    Research grant service, biomedical and technological center of the University of Florence  Post-graduate research grant, Call for proposal no. 185 of December 17th, 2012

    Project Year :

    2013.03
    -
    2013.08
     

    Niccolo Giannetti

  • Study on Marangoni convection within high temperature absorbers for heat transformer applications

    Waseda University  2017 B - 122 Specific assignment B, Specific subject research grant

    Niccolo Giannetti

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Misc

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Industrial Property Rights

  • 空調機の性能測定方法、空調機の性能測定装置、及び、条件発生器の制御方法

    Niccolo Giannetti, Kiyoshi Saito

    Patent

  • 空調機のモニタリングシステム及びモニタリング装置

    Niccolo Giannetti, Kiyoshi Saito, Yoichi Miyaoka

    Patent

 

Teaching Experience

  • Dynamics B

    Waseda University  

    2020.04
    -
    Now
     

  • Dynamics A

    Waseda University  

    2020.04
    -
    Now
     

  • Thermodynamics B

    Waseda University  

    2019.09
    -
    Now
     

  • Thermodynamics A

    Waseda University  

    2019.09
    -
    Now
     

  • Heat Transfer (伝熱工学)

    School of Fundamental Science and Engineering  

  • Control Engineering (制御工学)

    School of Fundamental Science and Engineering  

  • Dynamics of Engineering Systems 1 (工学系の解析設計演習)

    School of Fundamental Science and Engineering  

  • IPSE Science and Engineering Laboratory 2A (Applied physics)

    School of Fundamental Science and Engineering  

  • IPSE Science and Engineering Laboratory 1B (Applied physics)

    School of Fundamental Science and Engineering  

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Internal Special Research Projects

  • New characteristics and temperature limitations of surfactant-induced Marangoni convection

    2023  

     View Summary

    Thisresearch was able to confirm the existence of a temperature limitation ofsurfactant-induced Marangoni convection by performing surface tensionmeasurements, numerical simulations and constructing a dedicated experimentalapparatus for recreating and visualizing the phenomenon in a temperature andpressure controlled environment. Results obtained for a 1-mm thick aqueousLithium Bromide solution with initial 60% mass fraction 80 ppm of 1-Octanol demonstratesthat the sorption enhancement related to Marangoni convection decreases byapproximately 33% as the solution temperature increases from 30°C to 80°C. Theoutcomes of this research expands the limited theoretical and experimental understandingof the phenomenon and will be critical for developing advanced design of heat amplifiers and heat transformers operating in high temperaturerange.

  • New characteristics and temperature limitations of surfactant-induced Marangoni convection

    2022  

     View Summary

    Starting from the prototype constructedthe previous year and the preliminary results gathered, numerical simulations havebeen conducted to investigate the research hypothesis of weaker Marangoniconvection at higher absorption temperatures and the existence of a possible temperaturelimitation where the phenomenon is not observable. Additionally, the design andassembling of an advanced test section where an extended temperature range canbe tested and real time absorption rate can be measured from high precision initialtemperature and concentration conditions while performing direct visualobservations of the interfacial turbulence as well as the internal velocityfield using UV-light-irradiated fluorescent uranine and Particle ImageVelocimetry measurements, respectively. The numerical model is referred fordynamic simulation published in the journal Applied thermal Engineering [1] andnumerical results are summarized in a conference paper [2] to be presented inAugust 2023 at the 26TH INTERNATIONAL CONGRESS OF REFRIGERATION, in Paris (France).These results confirm the research hypothesis and were used for guiding thedesign of the testing equipment that is presently being assembled by showingthat, contrarily to common absorption, higher solution temperatures yield areduction of the absorption rate of approximately 33% as the temperatureincreases from 30°C to 80°C. Following experimental measurements of theabsorbed mass and numerical simulations will be performed to support, argue andquantify the suggested conclusions. Finally, the physical understanding gainedin this study will be used to guide the design and control of absorption heatpumps (heat amplifiers and heat transformers).

  • New characteristics and temperature limitations of surfactant-induced Marangoni convection

    2022  

     View Summary

    Apartfrom a relation with surface tension gradients, the knowledge of Marangoniconvection remains incomplete, especially in the operative range ofhigh-temperature absorption cycles. Preliminary surface tension measurementshave shown weaker surface tension gradients at higher temperatures.Consistently, this research demonstrates that the intensity of Marangoni convectionweakens in the temperature range of absorption heat transformers and heatamplifiers, and suggests that, owing to the higher surfactant solubility athigher solution temperature, a temperature-limitation of the phenomenon may be identified.A dedicated experimental equipment was constructedto test this research hypothesis. Tests are conducted to induce, quantify, andvisualize Marangoni convection in a temperature- and pressure-controlledenvironment. Fluorescent uranine and measurements of the absorption rate areused, respectively, to clarify the intensity of the phenomenon qualitativelyand quantitatively in a range of solution temperatures between 30°C and 80°C. Initialtemperature and mass fraction of the Lithium-Bromide solution are generatedwith a thermal bath and a pressure-controlled vapor environment, respectively.Subsequently, absorption is initiated by releasing vapour at higher pressurethan equilibrium. Finally, the intensity of Marangoni convection is measured bycomparing average absorption mass flux from tests without surfactants toresults obtained at corresponding conditions with 80 ppm of 1-Octanol.

  • The Influence of Temperature on Marangoni Convection during Vapor Absorption

    2021   Thomas Meyer, Kiyoshi Saito

     View Summary

    A dedicated experimental facility was designedfor reproducing and visualizing Marangoni convection in a wide range ofsolution temperatures representative of the operative conditions of differentabsorption systems. Experimental measurements of the absorbed vapour mass were conducted with and without surfactant additives, which trigger Marangoni convection. A methodology was devised for ensuringcoherence in the mass fraction condition of the solution while generating differentsolution temperatures. Parallel visualization of the phenomenon withfluorescent uranine and UV lights enabled the observation of the intensity ofthe interfacial turbulence and thickness variations due to Marangoni convection.The study has newly demonstrated and quantified the research hypothesis thatthe intensity of Marangoni convection weakens at higher operative temperatureand suggest the existence of a temperature limitation where the interfacialturbulence does not occur. Correspondingly, a 2-dimensional numerical modelable to reproduce the characteristics of the phenomenon in the same range wasconstructed and validated. These finding are critical for the scientificclarification of Marangoni convection phenomenon and for its technicalapplication within absorption thermal systems. The developed model may accordingly guide the design of these systems for taking maximum advantage from this phenomenon.

  • Modelling thermal engineering processes with variational principle of non equilibrium thermodynamics

    2020  

     View Summary

    A generalizable understanding of the fundamental transportphenomena occurring within thermal systems is necessary to keep up with theirfast-paced technological progress, which is evolving towards advancedconfigurations and new working substances. Accordingly, this research targetsthe generalized modeling of interfacial multiphase processes for thermalsystems optimization and control through an interdisciplinary effort clusteringengineering experiments, artificial intelligence AI, and physical modeling. Research outcomes resulted into general formulations ofinterfacial multiphase processes (surface wetting, flow pattern transition,void fraction arrangement of two-phase flows, and two-phase flow separation) atsteady-state within the theory of nonequilibrium thermodynamics while providingcorresponding experimental validations. The above-mentioned formulation is thenused as the basis for a variational representation which extends the classicalLagrangian formulation in mechanics to nonequilibrium thermodynamic systemsincluding irreversible processes.The theoretical framework consequently obtained is combinedto corrective coefficients from computational fluid dynamics and experimentaldata to achieve phenomenon representations with higher accuracy. The use of machine learning tools is then guided by thegained theoretical understanding of the process to select the essentialtraining parameters for generalizing the applicability of such tool, whiletaking advantage of the powerful ability of AI to reconstruct complexintercorrelations between input and output quantities.

  • Interdisciplinary Theory of Interfacial Multiphase Processes for Advanced Modelling and Control of Engineering Thermal Systems

    2019  

     View Summary

    The first outcomes of this research project cover the application of variational principle for the mathematical formulations ofengineering phenomena recurrent in thermal systems, development of semi-theoretical phenomena combining the above-said mathematical formulations with collected experimental data, in parallel to the investigation of Artificial Intelligence approach for device optimisation procedures . Specifically, the Principleof minimum energy and Prigogine’s Theorem of minimum entropy generation have been applied tofalling-film wetting and two-phase refrigerant distribution in microchannelheat exchangers, respectively, along with the construction of a Lagrangian formulation able to include time evolution and unify different variational approaches.  A simplified formulation through Taylor series approximation was implemented as the mathematical framework for modelling open refrigerated display cabinets in combination with the representation given by collected experimental data. Other semi-theoretical models were obtained for desiccant wetting and two-phase flow void fraction. Genetic Algorithm has beenimplemented for circuitry optimisation in finned-tube heat exchangers andsystem-scale optimal operation. 

  • Study on Marangoni convection within high temperature absorbers for heat transformer applications

    2017  

     View Summary

    Absorption heat pumps and low exergy heat recovery have been named as keytechnologies for contributing to the solution of energy provision problems andrelated environmental issues. In order to achieve a better understanding and predictive models for thephenomena occurring in high temperature absorption heat transformers thisproject focus on Marangoni convection and high temperature absorption phenomenaas critical aspects yet to be clarified.To achieve this goal, experimental investigations at high temperatureoperability and direct visualization of falling film absorbers have beencarried out as terms of comparison for refining and validate the developednumerical models. Preliminary results have been summarized into papers,presented to domestic and international conferences and submitted tointernational journals.Finally, the equipment for the fundamental characterization and PIVmeasurement of Marangoni convection in a nearly-bi-dimensional space wasdesigned, constructed and instrumented for investigating the driving force ofthis phenomenon, the most suitable surfactant characteristics and theabsorption performance enhancement with respect to pure aqueous Lithium-Bromidemixtures.

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