Updated on 2024/04/25

写真a

 
LIU, Jiang
 
Affiliation
Faculty of Science and Engineering, Global Center for Science and Engineering
Job title
Professor
Degree
Master of Science in Global Information and. Telecommunication Studies ( Waseda University )
Doctor of Science in Global Information and Telecommunication Studies ( Waseda University )

Research Experience

  • 2024.04
    -
    Now

    Waseda University   Major in Computer Science and Communication Engineering, Global Center for Science and Engineering, Faculty of Science and Engineering   Professor

  • 2017.09
    -
    2024.03

    Waseda University   Major in Computer Science and Communications, Global Center for Science and Engineering, Faculty of Science and Engineering   Associate Professor

  • 2014.04
    -
    2017.08

    Waseda University   International Center For Science and Engineering   Assistant Professor

  • 2012.04
    -
    2014.03

    Waseda University   Waseda Research Institute for Science and Engineering (WISE)   Junior Researcher

  • 2009.04
    -
    2012.03

    Waseda University   Graduate School of Globe Information and Telecommunication Studies   Research Assistant

Education Background

  • 2006.04
    -
    2012.03

    Waseda University   Graduate School of Globe Information and Telecommunication Studies, Doctoral degree  

  • 2004.04
    -
    2006.03

    Waseda University   Graduate School of Globe Information and Telecommunication Studies, Master degree   Communication  

Professional Memberships

  •  
     
     

    IET

  •  
     
     

    Institute of Electrical and Electronics Engineers

  •  
     
     

    The institute of Electronics, Information and Communication Engineers (IEICE)

Research Areas

  • Information network

Research Interests

  • Wireless Communication and Sensing, Wireless Network Systems, Optical Wireless Communications

 

Papers

  • Interpretable building energy consumption forecasting using spectral clustering algorithm and temporal fusion transformers architecture

    Peijun Zheng, Heng Zhou, Jiang Liu, Yosuke Nakanishi

    Applied Energy   349  2023.11

     View Summary

    Accurate building energy consumption forecasting is crucial for developing efficient building energy management systems, improving energy efficiency, and local building energy supervision and management. However, short-term building energy consumption forecasting is challenging due to highly non-smooth and volatile trends. In this paper, we present a novel methodology that combines interpretable decomposition methods with an interpretable forecasting model. We first illustrate a daily energy consumption pattern recognition (DECPR) method, which decomposes daily energy consumption patterns into interpretable energy consumption subsequences. To achieve satisfactory forecasting performance, we design the vector representation of each subsequence as a static input to the temporal fusion transformers (TFT) model. This vector representation integrates the DECPR method into the TFT model. The TFT model produces interpretable outputs, such as the attention analysis of different step lengths and the visualization of the importance ranking of exogenous variables, including meteorological data, calendar information, and the vector representation. Empirical studies demonstrate that our proposed DECPR-TFT system outperforms comparable models with a mean absolute percentage error (MAPE) of 6.11%, which is significantly lower than other models. These interpretable outputs provide valuable insights for researchers seeking to develop energy-saving operation strategies in buildings. Overall, our methodology offers a promising solution for short-term building energy consumption forecasting that can contribute to more efficient building energy management and energy-saving operation strategies.

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    Scopus

    9
    Citation
    (Scopus)
  • An optimal operational scheduling model for energy-efficient building with dynamic heat loss prediction

    Peijun Zheng, Jiang Liu, Peng Liu, Yosuke Nakanishi

    Energy and Buildings   280  2023.02

     View Summary

    Building energy systems with circulation loops have high circulation heat loss, resulting in low energy utilization efficiency. It requires energy-saving operation strategies to eliminate unnecessary circulation heat loss, especially in domestic hot water (DHW) systems. The objective of this paper is to improve the energy efficiency of building energy systems and reduce operational costs. This is done by dynamically adjusting the target temperature set point. This is the first study to present a computationally inexpensive method for accurately predicting the temperature drop of hot water in environments with changing ambient temperatures. The outcome indicates that energy usage efficiency could be increased by approximately 16.42 %, while operational costs could be lowered by approximately 24.76 % for over 90 days in the fall. The proposed model is an implementable approach for predicting temperature drop and optimal operational scheduling as part of robust and reliable building energy management in real-world scenarios.

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    1
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  • Non-contact Blood Pressure Prediction Employing Microwave Reflection based on Machine Learning

    Hinako Ochi, Jiang Liu, Shigeru Shimamoto

    Proceedings - IEEE Consumer Communications and Networking Conference, CCNC   2023-January   696 - 697  2023

     View Summary

    The typical measurement method using a cuff is physiologically stressful for many, especially the elderly people. In order to eliminate the burden and realize comfortable measurements, a non-contact method for monitoring blood pressure is necessary. This paper proposes a non-contact method to detect the human pulse, acceleration pulse waveform and in turn, predict blood pressure. In the experiment, microwave signals were transmitted against, and reflected from the chest and wrist, upon which the time-varying Insertion loss of Scattering parameter(S21) was acquired. Pulse, respiration rate and Augmentation Index(AIx) are first estimated via postprocessing of acquired raw data. Further signal processing also detects the acceleration pulse waveform. Blood pressure is then predicted via Machine Learning (ML) methods with parameter values derived from the detected pulse waveform, respiration waveform and acceleration waveform. Our works indicate that our proposed non-contact method is practical and has great potential for future smart health solutions.

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    1
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  • Machine Learning based on Air-writing Recognition System

    Yuao Ye, Jiang Liu, Wen Zhao, Peng Liu, Shigeru Shimamoto

    Proceedings - 2023 International Conference on Intelligent Computing and Control, IC and C 2023     13 - 18  2023

     View Summary

    With the development of the Internet of Things, new devices need more diversified input methods. Gesture recognition has become a hot research field, and air-writing [1] is a significant part of the field of gesture recognition. In our previous air writing recognition system, we proposed an input system that measures dynamic data based on an inertial measurement unit that uses a dynamic time warping (DTW) algorithm for recognition. In this paper, cDTWw algorithm, KNN & DTW classification algorithm and fastDTW algorithm are used for comparative experiments. In order to improve the actual recognition ability of the air writing system, save the recognition time as much as possible , and optimize the recognition accuracy. We found that the cDTW w algorithm has a faster recognition speed than the fastdtw algorithm in the air writing recognition system. KNN & DTW class fication algorithm significantly improves the recognition accuracy in the air writing recognition system.

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  • D2D Communication-Based Salvage Transmission Scheme for Communication Disturbance in 5G Networks

    Megumi Saito, Liu Jiang, Pan Zhenni, Shigeru Shimamoto

    Proceedings - IEEE Consumer Communications and Networking Conference, CCNC   2023-January   997 - 998  2023

     View Summary

    This study proposes a salvage transmission (ST) scheme for 5G networks using device-to-device (D2D) communication. In mobile networks, communication is disabled when issues emerge in the core network or base station of the operator. To address this problem, the proposed scheme provides mobile communication services via D2D communication to user equipment (UE) that cannot use cellular networks. The users of an operator that is unable to provide service due to communication failure transmit signal using D2D communication with the closest UE of another operator. This ST scheme enables the mitigation of communication failures. In addition, this study introduced the basic protocols of ST with Wi-Fi Direct (IEEE 802.11) and 5G networks. Furthermore, we verified the effectiveness of the ST scheme in the case of communication failures via a simulation study.

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  • Performance Analysis of DSSS-PDMA with SIC in GEO Satellite-Terrestrial Uplink Networks

    Yosuke Higasa, Kazutoshi Yoshii, Megumi Saito, Jiang Liu, Shigeru Shimamoto, Takuya Okura, Naoko Yoshimura, Amane Miura, Hiroyuki Tsuji, Morio Toyoshima

    International Conference on Advanced Communication Technology, ICACT   2022-February   1 - 6  2022

     View Summary

    There is a growing trend to utilize satellite networks for the construction of 5G and Beyond 5G high-capacity systems. The power division scheme used in non-orthogonal multiple access (NOMA), which is a key technology for terrestrial networks, can contribute to improving the system capacity of satellite networks. In this paper, we propose a direct sequence spread spectrum-power level division multiple access (DSSS-PDMA) scheme that combines non-orthogonal PDMA with DSSS technology to mitigate the depletion of communication resources and interference to terrestrial terminals. Finally, simulation results with ETS-9 as the high throughput satellite (HTS) and active electronically scanned array (AESA) antenna as the earth station validate the effectiveness and superiority of the proposed schemes as compared with several existing schemes.

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    1
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  • Multi-layer Constellation based Is-OWC employing NOMA

    Wataru Tachikawa, Ajgaonkar Swarali Ashish, Kazutoshi Yoshii, Jiang Liu, Shigeru Shimamoto

    2022 IEEE International Conference on Space Optical Systems and Applications, ICSOS 2022     100 - 106  2022

     View Summary

    Inter-Satellite Optical Wireless Communication (Is-OWC) is regarded as the best choice for satellite communication because of its large throughput, low transmission power and high immunity to interference. To increase the availability of Is-OWC, it is required to implement a communication scheme that realizes lower latency and handles more traffic. In this paper, we propose a new Is-OWC system that uses multi-layer satellite constellation that applies uplink Non-Orthogonal Multiple Access (NOMA) to achieve delay suppression and increased throughput. In our proposed scheme, to distribute packets and reduce queue delay in each satellite, each communication path is adapted to the distance between the terrestrial transmitter and receiver. Simulation results validate the performance of our NOMA model is better than that of the conventional OMA model. Furthermore, the results showed that the BER of our model is improved by introducing the original algorithm to optimize the transmission power and the allocated sub-band of each satellite for the NOMA transmission. As a result, comparison of the latency between the proposed model using LEO and MEO satellites and the conventional model using only LEO satellites, the proposed model realizes delay suppression. The difference between the two models becomes more significant as the number of sessions in the entire network increases.

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    2
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  • Recognition of Japanese Sign Language by Sensor-Based Data Glove Employing Machine Learning

    Li Ji, Jiang Liu, Shigeru Shimamoto

    LifeTech 2022 - 2022 IEEE 4th Global Conference on Life Sciences and Technologies     256 - 258  2022

     View Summary

    This paper presents a sensor-based data acquisition glove for gesture recognition in Japanese Sign Language (JSL), which uses five flex sensors and an inertial measurement unit (IMU) to detect finger flexion and hand motion information. The detected data is sent from the Arduino Micro to a computer. We collected data from the "A"to "Ta"lines of the Japanese (kana) syllabary and using four different machine learning algorithms: Support Vector Machine (SVM), Decision Tree (DT), Random Forest (RF), and K-Nearest Neighbor (KNN) to recognize them. RF and KNN have the highest average accuracy, reaching 99.75%. Also, SVM and DT had an average accuracy of 99% and 94.25% respectively. The experimental results show that the proposed system has great potential for gesture recognition in Japanese Sign Language.

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    5
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  • Radio and Power over Double Clad Fiber System for 4K/8K Satellite Broadcasting

    Zixuan Guo, Jiang Liu, Shigeru Shimamoto

    Proceedings - IEEE Consumer Communications and Networking Conference, CCNC     507 - 508  2022

     View Summary

    With the increasing number of 4K/8K channels and the development of broadcasting technology, the frequency used for the intermediate frequency (IF) signal keeps increasing. Using fiber to replace cable is proved to achieve lower signal loss and reduces the noise sensitivity in 4k/8k broadcasting systems. Power-over-fiber (PoF) is chosen for the power supply. In this research, a 4K/8K broadcasting system using double-clad fiber (DCF) to maintain power and signal transfer simultaneously is proposed. DCF has three layers and can achieve Single-Mode and Multi-Mode transmission simultaneously. The breakthrough we make is using HPLD for energy supply to combine RoF and PoF together.

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  • Non-contact Blood Pressure Estimation By Microwave Reflection Employing Machine Learning

    Hinako Ochi, Jiang Liu, Shigeru Shimamoto

    Proceedings - IEEE Consumer Communications and Networking Conference, CCNC     889 - 892  2022

     View Summary

    In recent years, hypertension has become a leading cause of diseases worldwide. Despite the recommendation from medical experts to measure blood pressure on a daily basis, only a small few do so. The main reason for this is that the typical measurement method using a cuff is physiologically stressful for many, especially for physically handicapped people, and the elderly. In order to eliminate the burden during measurement, a non-contact method for monitoring blood pressure is necessary. This paper proposes a non-contact method to detect the human pulse and in turn, estimate blood pressure. In the experiment, 2.4GHz microwave signals were transmitted against, and reflected from the body, upon which the time-varying reflection intensity was acquired. Pulse rates are first estimated via post-processing of acquired raw data. Blood pressure is then estimated via Machine Learning (ML) methods with parameter values derived from the detected pulse waveform. Experiments indicate that our proposed method is practical and has great potential for future smart health solutions.

    DOI

    Scopus

    3
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  • Economic Dispatch of Domestic Hot Water System Considering Heat Losses

    Peijun Zheng, Peng Liu, Jiang Liu, Yosuke Nakanishi

    2022 6th International Conference on Smart Grid and Smart Cities, ICSGSC 2022     166 - 170  2022

     View Summary

    The micro combined heat and power (micro-CHP) enhances the benefits of domestic hot water (DHW) systems. It can not only provide thermal energy but also minimize the need for electricity imports, cutting operating expenses. In DHW systems, the dynamic temperature difference between hot water and ambient causes heat loss in existing structures. However, the dynamic heat losses were ignored in the research on energy scheduling of DHW systems. The dynamic heat losses in a DHW system are calculated in this paper. A novel method for calculating dynamic DHW heat losses based on hot water circulation is proposed. The timetable was then designed to save the daily operation cost. This work shows that the total cost is reduced by 25.1% compared with the unmodified operation plan.

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  • Non-invasive Blood Glucose Measurement with Mid-infrared Signal by Machine Learning Schemes

    Jiang Liu, Yang Chen, Shirgeru Shimamoto

    2022 IEEE GLOBECOM Workshops, GC Wkshps 2022 - Proceedings     558 - 562  2022

     View Summary

    Non-invasive blood glucose measurement is a significant challenge in academia and industry. In this paper, we invent a non-invasive glucose monitoring system with Edge-AI for connected healthcare and help patients and normal people to achieve comfortable healthcare services. In this study, we use a self-made infrared experimental instrument with a peak wavenumber of 3448-1 (wavelength 2900 nm) to obtain the physical signal value and map the physical signal to the real blood glucose value with various predictive algorithm models. The transmittance signal and the reflectance signal are measured and analyzed separately. From the result, both the transmittance signal and the reflectance signal reach the performance expectation (R2=0.990, R2=0.984). Furthermore, Clarke Error Grid Analysis (EGA) is adopted to evaluate and present the results. The EGA results show that almost all predicted values are concentrated in region A and region B, which are clinically correct and uncritical decisions. It proves that our non-invasive blood glucose monitoring system with the convergence of smart devices and Edge-AI can provide good technical support to connected healthcare services.

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  • Performance Analysis of Intelligent Reflecting Surface-Assisted Orbital Angular Momentum-Based Communication Systems

    Kosei Ono, Kazutoshi Yoshii, Megumi Saito, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    International Conference on Advanced Communication Technology, ICACT   2022-February   7 - 12  2022

     View Summary

    Uniformed circular array antenna (UCA) based orbital angular momentum (OAM) communication system has some disadvantages, such as not being suitable for long-distance multiplexing and requiring a high degree of synchronization between the transmitting and receiving antennas. To achieve non-line-of-sight (NLoS) communication using OAM radio waves, we propose an inter-mode interference (IMI) cancellation method for intelligent reflecting surface (IRS)-Assisted OAM multiplexing to eliminate the IMI from all OAM modes. We also propose a L2-ba11 projection method to optimize the transmit power allocation for OAM modes to increase the system capacity of IRS-assisted OAM communication systems. The IMI cancellation method and the L2-ball projection method are shown to achieve increasing the maximum system capacity as compared to the L1-ball projection method when the IRS is located closer to the middle between the transmitter UCA and receiver UCA.

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    2
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  • Load Tracking Control Strategy for Virtual Power Plant Via Self-approaching Optimization

    Huan Zhou, Fen Wang, Zhiyong Li, Jiang Liu, Zuyi Li, Guangyu He

    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering   41 ( 24 ) 8334 - 8348  2021.12

     View Summary

    Essentially, the virtual power plant (VPP) is an aggregation unit of distributed energy resources (DERs) based on internet of things, which promotes the coordination and optimization of electric power, grid, load and storage by the exploiting the flexibility of distributed power, energy storage and flexible load. This paper proposed a novel load tracking control strategy for VPP. Based on self-approaching optimization theory, the VPP could realize automatic tracking control of the given target load curve and achieve effective utilization of massive flexible resources. The content mainly included three parts: Optimality, approaching optimization and self-approaching optimization. To assess the "optimality" of VPP, two indicators of load tracking error and incentive cost were established. In terms of how to "approaching optimization", an event-driven stimulus-feedback control scheme was proposed. The event was triggered by the deviation of load tracking error, initiating a process to guides the independent decision-making of DERs, and driving the overall optimization of VPP. To ensure the process of approaching optimization was automatic and autonomous, the response rules that match the stimulus-feedback scheme was built, and an end-to-end automatic response model of DERs was established to achieve the consistency between individual decisions and overall goals. The deep reinforcement learning algorithms was introduced to optimize the decision-making process of DERs. The numerical results show the proposed strategy can quickly assess the potential of VPP in complex environment, and accurately track the target load curve within its capability range. Moreover, it can effectively drive VPP approach to the theoretical optimal operation point, while the individual approach to the optimality as well. The paper provides a feasible scheme of how VPPs participate in the economic dispatch of power system.

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    10
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  • Sign language estimation scheme employing Wi-Fi signal

    Changhao Liu, Jiang Liu, Shigeru Shimamoto

    2021 IEEE Sensors Applications Symposium, SAS 2021 - Proceedings    2021.08

     View Summary

    The sign language recognition system plays an important role in the field of human-computer interaction. In the daily life of hearing-impaired people, sign language is used as the main tool to communicate with the world. Although sign language can satisfy simple conversation, it is difficult to deal with in some situations where a lot of conversation is required such as medical emergencies or educational consultation. This paper proposes a sign language recognition system based on Wi-Fi to improve the life of the disabled The proposed system collects the Channel State Information (CSI) due to the change of hand movement. Through the analysis of all subcarriers, the amplitude of CSI is determined to reflect the characteristics of different sign languages, some high-frequency noise is removed in the amplitude of CSI to obtain a smoother signal Gesture feature. We propose a gesture feature extraction method based on the variance of time series and DTW algorithm is used to recognize nine common Japanese sign language gestures. We set two daily conditions to test the system, and the experimental results show that the system performs well in different conditions.

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    2
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  • Non-contact Blood Pressure Estimation with Pulse Wave employing Microwave Reflection

    Hinako Ochi, Shigeru Shimamoto, Jiang Liu, Yukino Yamaoka

    2021 IEEE International Conference on Communications Workshops, ICC Workshops 2021 - Proceedings    2021.06

     View Summary

    Nowadays it is recommended to do blood pressure measurements on a daily basis at home to prevent diseases caused by high blood pressure. Blood pressure measurements methods using a cuff is most commonly used. However, it is a burden for hypertensive patients and the elderly to put on a blood pressure cuff repeatedly for the multi-metering of blood pressure. Non-contact measurement will provide a comfortable and easy method to monitor blood pressure and pulse rates continuously. This paper proposes a non-contact method to measure both pulse rates and blood pressure simultaneously. In the experiment, microwave signals were transmitted to the body and the reception intensity was measured. The microwave frequencies used in this experiment were 2.4GHz and 5.6GHz. The pulse rates and the blood pressure can be estimated by processing the data obtained from microwave reflection. The experiment results show that the 2.4GHz microwave signals have better estimation accuracy. It indicates that our proposed system is practical and has great potential for the future smart health monitoring system.

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    4
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  • A sensor-based hand gesture recognition system for Japanese sign language

    Xianzhi Chu, Jiang Liu, Shigeru Shimamoto

    LifeTech 2021 - 2021 IEEE 3rd Global Conference on Life Sciences and Technologies     311 - 312  2021.03

     View Summary

    In this paper, we propose a sensor-based data acquisition glove for Japanese Sign Language (JSL) hand gesture recognition. Five flex sensors, an Inertial Measurement Unit (IMU), and three Force Sensing Resistors (FSRs) are used to detect the bending degree of fingers and hand movement information. The detected data are transmitted to the computer by an Arduino Micro. The average accuracy of the hand gesture recognition for a single subject, using the Support Vector Machine (SVM) based and the Dynamic Time Wrapping (DTW) based algorithm are 96.9% and 94.5%, respectively. Our proposed system also achieves an average recognition accuracy of about 82.5% for the cross-recognition among three subjects. The experimental results indicate that our proposed system has great potential for JSL hand gesture recognition.

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    19
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  • Wearable Air-Writing Recognition System employing Dynamic Time Warping

    Yuqi Luo, Jiang Liu, Shigeru Shimamoto

    2021 IEEE 18th Annual Consumer Communications & Networking Conference (CCNC)    2021.01

     View Summary

    Gesture recognition has been a popular research field under the trend of IoT and intelligent devices. Air-writing is the most challenging and crucial topic in the gesture recognition field. In this paper, we propose a wearable air-writing system that makes users can write the English alphabet in the three-dimensional space without any write rules. The proposed system is based on the Inertial Measurement Unit (IMU), and it uses dynamic time warping (DTW) as the main recognition algorithm. In addition, to improve the recognition accuracy and take a better advantage of the DTW algorithm, we present an adjustment system that gives some new optimization methods to the application of IMU and DTW. In the experiment, the accuracy of recognition is 84.6% for the uppercase alphabet (from 'A' to 'Z') in user-dependent case. And we also confirmed that the recognition method only based on the DTW algorithm is one kind of user-dependent methods, which means this method is heavily dependent on personalization.

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  • Wireless Power Transmission Scheme Employing Phase Control for WSN

    Genta Ishii, Megumi Saito, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    2021 IEEE 18th Annual Consumer Communications & Networking Conference (CCNC)    2021.01

     View Summary

    Wireless power transmission via radio frequency (RF) attracts attention as a power source for small devices such as wireless sensor networks (WSN). Among these, the method using RF waves have the advantage that power can be transmitted over long distances about several meters. Because RF waves can transmit power from a single power supply over a wide area simultaneously. RF can also drive a wireless sensor network semi-permanently. However, simply transmitting radio waves will cause problems such as interference and reflection, then it will reduce efficiency. In this paper, we propose an efficient wireless power transmission scheme by controlling the phase using an all-pass filter (APF). APF is a filter that acts only on the phase of the signal and realizes interference mitigation by controlling the phase difference. Experimental results show that the application of APF to wireless power transfer increased the voltage across WSN devices.

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  • Energy Borrowing Transmission Scheme Based on D2D Communication for 5G Networks

    Megumi Saito, Takashi Koshimizu, Zhenni Pan, Jiang Liu, Hayato Nakazawa, Shigeru Shimamoto

    IEEE ACCESS   9   165841 - 165853  2021

     View Summary

    In our paper, we proposed an Energy Borrowing (EB) transmission scheme which is used to conserve the battery life of user equipment (UE), such as a mobile phone. EB is based on device-to-device (D2D) communication and cellular networks, particularly, on out-band D2D (Wi-Fi Direct, IEEE 802.11) and 5G networks. Since D2D offers higher energy efficiency than cellular networks, in this scheme, a UE with low remaining battery power establishes a D2D connection with a nearby UE, and the nearby UE transfers the low remaining battery UE's packets to/from gNB (5G-base station). As nearby UE plays an active role in the low remaining battery UE's connection with gNB. Therefore, we can rephrase that a UE with low battery power is virtually borrowing the battery resources of a nearby UE. This paper introduces the operation protocol and procedure followed by EB with the use of Wi-Fi Direct and 5G networks. Experiments and simulations demonstrate that EB can extend terminal battery lifetime (a valuable characteristic for long-lasting batteries), and it is more effective as compared with the existing scheme that uses only the cellular network.

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    1
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  • Radio and Power over Fiber System for 4K/8K Satellite Antenna

    Ziyu Guo, Jiang Liu, Shigeru Shimamoto

    2020 IEEE International Conference on Communication, Networks and Satellite (Comnetsat)    2020.12

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  • Optimal coordination of virtual power plant with photovoltaics and electric vehicles: A temporally coupled distributed online algorithm

    Shuai Fan, Jiang Liu, Qing Wu, Mingjian Cui, Huan Zhou, Guangyu He

    Applied Energy   277   115583 - 115583  2020.11

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    67
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  • Noncontact Wrist Pulse Waveform Detection Using 24-GHz Continuous-Wave Radar Sensor for Blood Pressure Estimation

    Tzu-Jung Tseng, Chao-Hsiung Tseng

    2020 IEEE/MTT-S International Microwave Symposium (IMS)    2020.08

    DOI

  • Robotic inner signal propagation and random access over hybrid access scheme

    Md Abir Hossain, Zhenni Pan, Megumi Saito, Jiang Liu, Shigeru Shimamoto

    International Journal of Computer Networks and Communications   12 ( 4 ) 71 - 89  2020.07

     View Summary

    This paper proposes a Hybrid Access Scheme (HAS) aiming to convert a future robot's backend communication system by a finite number of sensors instead of using a lot of wires. To replace this communication, the HAS needs to assure higher reliability within stringent low latency packet transmission. In this paper, the HAS utilizes the packet diversity principle and forward multiple copies of the same packet over the massive number of subcarrier channels. The HAS assigns the random accessing to select a subcarrier channel for general packet transmitting sensors. The audio and video sensors transmit packets over the dedicated channels to avoid collisions. The HAS system allows transmitting audio, video and general sensors simultaneously. The minimum number of subcarriers to satisfy the URLLC reliability requirement of 99.999% is evaluated for different packet duplications over different arrival condition. The HAS system's reliability and collision probability are evaluated in MATLAB simulator for different packet duplication over different arrival condition. Moreover, the signal propagation expressions are captured using ANSYS HFSS software for rectangular and circular transmission medium over the 900 MHz, 2.4 GHz, 24 GHz, and 55 GHz frequency bands for different structural configurations.

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  • Power Control Based on Multi-Agent Deep Q Network for D2D Communication

    Shi Gengtian, Takashi Koshimizu, Megumi Saito, Pan Zhenni, Liu Jiang, Shigeru Shimamoto

    2020 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)     257 - 261  2020.02

     View Summary

    In device-to-device (D2D) communication under a cell with resource sharing mode the spectrum resource utilization of the system will be improved. However, if the interference generated by the D2D user is not controlled, the performance of the entire system and the quality of service (QOS) of the cellular user may be degraded. Power control is important because it helps to reduce interference in the system. In this paper, we propose a reinforcement learning algorithm for adaptive power control that helps reduce interference to increase system throughput. Simulation results show the proposed algorithm has better performance than traditional algorithm in LTE (Long Term Evolution).

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  • Phase Control Scheme to Reduce Ionospheric Fading for Long Distance HF Communication

    Kazutoshi Yoshii, Megumi Saito, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    12TH WIRELESS DAYS CONFERENCE (WD 2021)    2020

     View Summary

    The dynamic phase control system for the stable long distance high frequency (HF) communication is evaluated in this paper by the ionospheric propagation simulations. The radio wave in HF band reaches to the very far side on the Earth by ionospheric propagation. It is efficacious to low latency long distance communication and emergency communication, but the ionospheric propagation is the cause of a phase fluctuation and power attenuation, the affects lead to ionospheric fading that is the sharp drop of the received power. We have reproduced the HF band propagation in a computer simulation and calculated the received power at the receiving station. The results show the improvement of the received power and fading reduction by the appropriate phase control at transmission station.

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  • Non-invasive Blood Glucose Measurement Based on mid-Infrared Spectroscopy

    Yang Chen, Jiang Liu, Zhenni Pan, Shirgeru Shimamoto

    2020 IEEE 17th Annual Consumer Communications & Networking Conference (CCNC)    2020.01

     View Summary

    Non-invasive Blood Glucose Measurement (NGM) technology is a crucial challenge for not only academic communities but also industrial communities. Therefore, finding an applicable and accurate NGM technology is supportive and desired for patients with hyperglycemia or hypoglycemia. Among various NGM technologies, infrared is considered as the most popular and prospective method. In this paper, the mid-infrared spectroscope is used in the experiment, there are significant differences in transmittance in the range of 3000 similar to 3500 cm(-1) (3333 similar to 2857 nm). The association between mid-infrared spectroscopy transmittance and blood glucose concentration is presented. The infrared with a peak wavelength of 3000 similar to 3500 cm(-1) could be a good solution to measuring the physical signals in the experiment. Besides, an NGM prototype that aims to improve self-management motivation is designed and presented. Mid-infrared is very potential and prospective in NGM research. Also, further investigation and consideration ear needed in future work.

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  • A Triple-Band Antenna Loaded with Reflector Surface for WLAN and 5G Applications

    Tengfei Hu, Zhenni Pan, Megumi Saitou, Jiang Liu, Shigeru Shimamoto

    Journal of Communications   15 ( 10 ) 729 - 734  2020

     View Summary

    In this paper, a novel triple-band antenna with reflector surface which has the property of both artificial magnetic conductor (AMC) surface and perfect electric conductor (PEC) for WLAN and Sub-6G 5G applications is proposed. The presented antenna is composed of two parts: the AMC surface and the microstrip-fed printed dipole. Baluns are used to excite the dipoles. This antenna design combines the advantages of AMC and PEC. In lower band and middle band, the inserted board works as AMC surface. This AMC surface can help the antenna to achieve unidirectional radiation pattern and low-profile characteristics. While at upper band the antenna works as PEC surface. PEC surface increases the gain of the antenna in upper band. As a result, the proposed antenna can offer an impedance band from 2.39 GHz to 2.63 GHz and from 3.61 GHz to 3.72 GHz and from 5.61 GHz to 5.84 GHz when the S11 is less than - 10dB. Stable radiation patterns with peak gain of 5.6 dBi, 6.5 dBi and 9.6 dBi are obtained in lower band, middle band and upper band, respectively. The proposed antenna can be used for multiband base stations for WLAN and 5G applications.

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  • Multi-Dimensional Affinity Propagation Clustering Applying a Machine Learning in 5G-Cellular V2X

    Takashi Koshimizu, Shi Gengtian, Huan Wang, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEEE Access   8   94560 - 94574  2020

     View Summary

    Cellular systems are facing the ever-increasing demand for vehicular communication aimed at applications such as advanced driving assistance and ultimately fully autonomous driving. Cellular Vehicle to Anything (C-V2X) has become more applicable with the release of the first sets of 5G (5(th) Generation) system specifications. The highly capable 5G systems will therefore support even a larger number of moving objects. This study aims to present a sophisticated clustering mechanism that enables cellular systems to accommodate a massive number of moving Machine Type Communication (MTC) objects with a minimum set of connections while maintaining system scalability. Specifically, we proposed Normalized Multi Dimension-Affinity Propagation Clustering (NMDP-APC) scheme and applied it for Vehicular Ad hoc Network (VANET) clustering. For VANET clustering formation, our study employed Machine Learning (ML) to determine the granularity, i.e., the size and span of clusters desirable for use in dynamic motion environments. The study achieved a sufficient level of prediction accuracy with fewer training data through a learned prediction function based on the selected key criteria. This paper also proposes a system sequence designed with a series of procedures fully compliant with C-V2X systems. We demonstrated substantial simulations and numerical experiments with theoretical analysis, specifically applying soft-margin-based Support Vector Machine (SVM) algorithm. The simulation results confirmed that the granularity parameter we applied fairly controls the size of VANET clusters although vehicles are in motion and that the prediction performance has been adjusted through controlling of key SVM parameters.

    DOI

  • Multiband Massive Channel Random Access in Ultra-Reliable Low-Latency Communication

    Abir Hossain, Zhenni Pan, Megumi Saito, Jiang Liu, Shigeru Shimamoto

    IEEE Access   8   81492 - 81505  2020

     View Summary

    Ultra-Reliable Low-Latency Communication (URLLC) is challenging due to its extremely higher reliability requirement with stringent short latency packet transmission. In order to overcome this reliability and latency bound, a communication access scheme needs to assure almost error-free and high speed packet transmission. In this paper, a new multiple-access scheme-Orthogonal Frequency-Subcarrier-based Multiple Access (OFSMA)-is proposed with URLLC's high requirement adaptation. In this scheme, the packet diversity concept is incorporated to achieve the expected packet transmission reliability and a diverse number of the duplicated packet are processed with a set of operations and transmitted over randomly selected orthogonal subcarrier frequency channels. Performances of the OFSMA system are measured in terms of applying several numbers of frequency bands, a massive number of subcarrier channels, a different number of packet duplications, and a diverse rate of traffic arrival conditions. We determined the minimum number of subcarrier channels requirement to satisfy the reliability of 99.999% for different packet duplication in presence of different frequency bands. The reliability response for a fixed number of subcarrier channels is evaluated for different frequency band conditions. Finally, the air interface latency of the OFSMA system is measured for single packet uplink transmission and compared with that of a traditional OFDMA system. The performance results in terms of reliability and latency express that the OFSMA scheme can assure the expected reliability and latency defined by URLLC.

    DOI

  • Design of Ultrasonic Wireless Power Transfer System

    Kensuke Nagaya, Jiang Liu, Shigeru Shimamoto

    2019 IEEE Globecom Workshops (GC Wkshps)    2019.12

    DOI

  • Prediction of Ionospheric Fading for Long Distance Emergency Communication

    Kazutoshi Yoshii, Megumi Saitou, Jiang Liu, Shigeru Shimamoto

    2019 IEEE International Conference on Communications Workshops (ICC Workshops)    2019.05

    DOI

  • PPCS: A Progressive Popularity-Aware Caching Scheme for Edge-Based Cache Redundancy Avoidance in Information-Centric Networks.

    Quang Ngoc Nguyen, Jiang Liu, Zhenni Pan, Ilias Benkacem, Toshitaka Tsuda, Tarik Taleb, Shigeru Shimamoto, Takuro Sato

    Sensors (Basel, Switzerland)   19 ( 3 ) 694 - 694  2019.02  [International journal]

     View Summary

    This article proposes a novel chunk-based caching scheme known as the Progressive Popularity-Aware Caching Scheme (PPCS) to improve content availability and eliminate the cache redundancy issue of Information-Centric Networking (ICN). Particularly, the proposal considers both entire-object caching and partial-progressive caching for popular and non-popular content objects, respectively. In the case that the content is not popular enough, PPCS first caches initial chunks of the content at the edge node and then progressively continues caching subsequent chunks at upstream Content Nodes (CNs) along the delivery path over time, according to the content popularity and each CN position. Therefore, PPCS efficiently avoids wasting cache space for storing on-path content duplicates and improves cache diversity by allowing no more than one replica of a specified content to be cached. To enable a complete ICN caching solution for communication networks, we also propose an autonomous replacement policy to optimize the cache utilization by maximizing the utility of each CN from caching content items. By simulation, we show that PPCS, utilizing edge-computing for the joint optimization of caching decision and replacement policies, considerably outperforms relevant existing ICN caching strategies in terms of latency (number of hops), cache redundancy, and content availability (hit rate), especially when the CN's cache size is small.

    DOI PubMed

    Scopus

    35
    Citation
    (Scopus)
  • Non-invasive Glucose Measurement Based on Ultrasonic Transducer and Near IR Spectrometer

    Yanan Gao, Yukino Yamaoka, Yoshimitsu Nagao, Jiang Liu, Shigeru Shimamoto

    Lecture Notes in Electrical Engineering     33 - 40  2019

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Detections of pulse and blood pressure employing 5G millimeter wave signal

    Yukino Yamaoka, Jiang Liu, Shirgeru Shimamoto

    2019 16th IEEE Annual Consumer Communications & Networking Conference (CCNC)    2019.01

    DOI

  • $P$ -Persistent Energy-Aware Handover Decisions Employing RF Fingerprint for Adaptive-Sized Heterogeneous Cellular Networks

    Zhenni Pan, Megumi Saito, Jiang Liu, Shigeru Shimamoto

    IEEE Access   7   52929 - 52944  2019

     View Summary

    The diverse architectural evolution and intensive data explosion in the forthcoming 5G will have severe impacts on providing seamless and robust mobility management. In this paper, P-persistent energy-aware handover (HO) decision strategies with mobility robustness are proposed both for intra-handover cases while a femto user equipment (FUE) roams into another femto access point (FAP) and for cross-tier handover cases while a macro user equipment (MUE)/FUE roams into/out of the FAP in a dynamic cell sizing involving macro-femto two-tier networks. To approximate the densely deployed small-cells, a unique RF fingerprint (RFF)-based localization is employed to enable efficient small-cell detection by an RFF matching mechanism. The prediction of the HO trigger is jointly determined by a P-persistent decision mechanism that formulates the specific HO behaviors when an MUE/FUE roams into (HO-in) and out of (HO-out) a femtocell in terms of the correlated coverage variance and UE trajectory features, whereas the target selection follows a utility function in consideration of the UE traveling time and the achievable throughput. The closed-form stationary probabilities of the proposed VHO/HHO decisions are analyzed by a Semi-Markov-based framework. In addition, an adjustable sensing mechanism with dynamic intervals is proposed when UE is located far from the RFF matching region, which can have a positive influence on reducing unnecessary UE energy consumption. Numerical results are presented for the decision accuracy analyses (too early, too late, and ping-pong HOs), energy-efficiency, and resource utilization of the two-tier system. The comprehensive evaluations indicate that the proposed scheme can enhance the mobility robustness and enable an optimal trade-off between the energy efficiency (EE) and system capacity while eliminating the architectural impacts caused by the dynamic topology and the dense deployment for the next-generation macro-femto two-tier networks.

    DOI

  • MMLPA: Multilayered Metamaterial Low Profile Antenna for IoT Applications

    Tojoarisoa Rakotoaritina, Megumi Saito, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    Journal of Advanced Simulation in Science and Engineering   6 ( 1 ) 273 - 281  2019

     View Summary

    Nowadays, within the concept of Internet of Things (IoT), smart homes, smart factory, intelligent transportation among others are infrastructure systems that connect our world to the Internet. However, wireless communications technology are considerably constrained by complicated structures, and lossy media in complex environments. Fundamental limitations on the transmission range have been treated to connect IoT devices in such Radio Frequency (RF) challenging environments. In order to extend the transmission range in complex environments, Magnetic Induction (MI) communication has been proved to be an efficient solution. In this paper, a Multilayered Metamaterial low profile antenna (MMLPA) using Magnetic Induction communication scheme is proposed for IoT applications. The system model of the MMLPA is analyzed. Then an MMLPA system is designed by using a circular loop antenna backed with isotropic metamaterial which is considered as a Defected Ground Structure (DGS) as well as with anisotropic metamaterial for the purpose of a dielectric uniaxial metamaterial. By using a full-wave finite-element method, the proposed analysis is supported with simulation results where good agreement is achieved compared to the measurement results after realizing four prototypes of the MMLPA antennas. The effect of the presence of metal in the vicinity of the transceivers is also analyzed.

    DOI CiNii

  • Energy splitting for swipt in Qos-constraint MTC network: A non-cooperative game theoretic approach

    Kang Kang, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    International Journal of Computer Networks and Communications   10 ( 5 ) 105 - 116  2018.09

     View Summary

    This paper studies the emerging wireless energy harvesting algorithm dedicated for machine type communication (MTC) in a typical cellular network where one transmitter (e.g. the base station, a hybrid access point) with constant power supply communicates with a set of users (e.g. wearable devices, sensors). In the downlink direction, the information transmission and power transfer are conducted simultaneously by the base station. Since MTC only transmits several bits control signal in the downlink direction, the received signal power can be split into two parts at the receiver side. One is used for information decoding and the other part is used for energy harvesting. Since we assume that the users are without power supply or battery, the uplink transmission power is totally from the energy harvesting. Then, the users are able to transmit their measured or collected data to the base station in the uplink direction. Game theory is used in this paper to exploit the optimal ratio for energy harvesting of each user since power splitting scheme is adopted. The results show that this proposed algorithm is capable of modifying dynamically to achieve the prescribed target downlink decoding signal-to-noise plus interference ratio (SINR) which ensures the high reliability of MTC while maximizing the uplink throughput.

    DOI

    Scopus

  • Wearable Devices Downlink and Uplink Transmission in Multi-hop HetNet based on Full-Duplex Cooperative Network

    Rong Ye, Kang Kang, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    International Conference on Mobile and Wireless Technology     74 - 86  2018.06  [Refereed]

  • Traffic-Aware Energy Optimizing Strategies for Multi-Cell Coordinated Green Cellular Networks

    Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEEE Transactions on Green Communications and Networking   2 ( 2 ) 418 - 431  2018.06

     View Summary

    The ongoing 5G cellular networks are expected to meet the demands posed by the energy and radio resource crises, especially exploiting flexible management for the traffic in idle zone. In this paper, two energy optimizing solutions are proposed for macro-tier with the tradeoff consideration regarding spectrum efficiency and quality of service (QoS), which adapt to the instantaneous traffic variance based upon dynamic cell configuration. To characterize the optimal energy savings for base stations (BSs), an active cell rotation (ACR) scheme is cyclic activated to control the number of active BSs by appropriately scheduling different work patterns in the cell group, and hence, guarantee QoS requirement of the user equipment by a recovery mechanism. An improved cooperative ACR scheme is also proposed, which enables BSs to achieve better spectrum utilization while pursuing energy efficiency in terms of traffic load. In addition, closed-form stationary results as well as asymptotic analysis are also derived for formulating the traffic variance and state transitions by a Markov-based framework. The numerical performances indicate that the proposed methodologies can have positive effects on addressing greenness in both energy and spectrum domains while meeting the upcoming intense traffic and QoS requirements.

    DOI

  • Normalized multi-dimensional parameter based affinity propagation clustering for cellular V2X

    Takashi Koshimizu, Huan Wang, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    2018 IEEE Wireless Communications and Networking Conference (WCNC)    2018.04

     View Summary

    This paper introduces a novel Vehicular Ad Hoc Networks (VANET) clustering scheme, titled "Normalized Multi-Dimensional Parameter based Affinity Propagation Clustering (NMDP-APC)." The similarity function of NMPD-APC consists of normalized multi-dimensional parameters in order to represent VANET's motion dynamics. This similarity function is the key in the Affinity Propagation Clustering (APC) scheme to adequately representing the homogeneity of traffic dynamics of VANET. In contrast to the previous research on APC scheme for VANET, our proposal does not associate any un-stable future prediction term. We also applied recently introduced Cellular V2X radio capability in this study, which significantly contributed to the reduction of communication latency. In conducting simulations, Gazis-Herman-Rothery (GHR) car following model was applied on the real sampled traffic data. The simulation resulted remarkable effects on the normalized multidimensional parameters along with successful VANET clustering. The simulation also demonstrated required minimum number of iterations for the clustering and controllability of clustering granularity in the proposed NMDP-APC scheme on the real traffic data.

    DOI

  • 2層フェムトセルにおけるニューロン制御に基づく位置情報を用いた自己エネルギー構成方式

    Jiang Liu

    日本シミュレーション学会論文誌    2018

    DOI

  • Using light sensing to acquire SpO<inf>2</inf>biological information via a non-contact approach

    Nagao, Y., Hatsuda, M., Liu, J., Shimamoto, S.

    Lecture Notes in Electrical Engineering   425   259 - 268  2018

    DOI

    Scopus

  • Fairness-aware hybrid resource allocation with cross-carrier scheduling for LTE-U system

    Yupu Dong, Zhenni Pan, Kang Kang, Jiang Liu, Shigeru Shimamoto, Ragil Putro Wicaksono, Seiji Kunishige, Kwangrok Chang

    Lecture Notes in Electrical Engineering   425   114 - 128  2018

     View Summary

    Recently, the 3rd Generation Partnership Project (3GPP) proposes to extend the Long Term Evolution Advanced (LTE-A) to the unlicensed spectrum, named Long Term Evolution Unlicensed (LTE-U), which enables LTE to operate in both the licensed band and the unlicensed band. In this paper, we consider how to make LTE-U get even higher throughput in the high traffic unlicensed band. In order to achieve this target, there is a big challenge to make LTE-U a good neighbor to the existing wireless communication technologies in the unlicensed band, such as WIFI system in the 5 GHz band. In our research, we assume two carriers aggregated, one is from licensed band, and the other is from unlicensed. We also define two kinds of frequency resources in the unlicensed band. One is the normal frequency resource that has not been utilized by the WIFI systems, and the other is the special frequency resource that has been utilized by the WIFI systems already. We propose a novel hybrid resource allocation algorithm by combining two different frequency sharing schemes (Underlay and Interweave) and apply different resource allocation algorithm to achieve higher throughput for all kinds of user equipment (UE) from LTE-U when the WIFI system’s traffic is heavy. We also consider the fairness for all UEs from LTE-U system and guarantee that the interference to the WIFI UEs (WUEs) is acceptable.

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Novel UE RF condition estimation algorithm by integrating machine learning

    Yupu Dong, Zhenni Pan, Mohamad Erick Ernawan, Jiang Liu, Shigeru Shimamoto, Ragil Putro Wicaksono, Seiji Kunishige, Kwangrok Chang

    Lecture Notes in Electrical Engineering   425   102 - 113  2018

     View Summary

    By 2020, 5G era will be commercially available. The smart city construction will also make great progress. Compared to current situation, more than thousand times of devices will connect to the cellular networks. For the operators, in order to analyze overall network performance, it is a key factor to estimate the user equipment (UE) radio frequency (RF) condition. However, practical RF estimation scheme is based on UE data log which can only observe UE that is at the top-serving cell with good RF condition. However, according to the comparison of actual UE data log and the scanner data log, potential RF problems may still exist since the UE will not always be served by the top-1 cell. In this paper, we propose a novel estimation scheme by integrating machine learning (ML) algorithm to analyze the scanner data logs from the target estimation zones where the mobility problems may occur. A hypothesis is obtained from learning step by various kinds of RF condition as input features. The numerical results show that the proposed estimation algorithm integrated ML can estimate probability of the potential mobility problems accurately.

    DOI

    Scopus

  • Full-Duplex Wireless Powered IoT Networks

    Kang Kang, Rong Ye, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEEE ACCESS   6   53546 - 53556  2018

     View Summary

    This paper studies the emerging wireless power transfer for the Internet-of-Things (IoT) network, where one hybrid access point (H-AP) with constant power supply communicates with a set of IoT devices. This H-AP is assumed to work in a full-duplex mode, which transmits/receives signals to/from these IoT devices simultaneously during the whole frame. The IoT devices are capable of harvesting energy from the received signals broadcast by the H-AP. And the harvested energy is used to support the uplink transmission. Since time-division multiple access is used in uplink transmission, one IoT device keeps harvesting energy till its own uplink time slot. The objective of this paper is to maximize the total surplus energy, which is defined as the gap between available energy and consumed energy for uplink transmissions, by exploiting the optimal time allocation scheme for each device. A distributed non-cooperative and a bargaining cooperative game-based algorithms are proposed to solve this problem. In addition, the well-known KKT condition approach is adopted as a comparison. The numerical results show that the bargaining cooperative algorithm outperforms the distributed non-cooperative algorithm (DNCA) and KKT algorithm (KKTA) in terms of total surplus energy and fairness index. The performance of DNCA is better than that of KKTA in terms of total surplus energy while KKTA is fairer than DNCA.

    DOI

    Scopus

    4
    Citation
    (Scopus)
  • 3D radio signal visualization employing drone

    Ryota Hagiwara, Hikari Inata, Yukihiko Okouchi, Jiang Liu, Shigeru Shimamoto

    2018 15th IEEE Annual Consumer Communications & Networking Conference (CCNC)    2018.01

    DOI

  • A Game Theory Based Power Control Algorithm for Future MTC NOMA Networks

    Kang Kang, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    2017 14TH IEEE ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC)     203 - 208  2017

     View Summary

    In this paper, we propose a power control algorithm dedicated for machine type communications (MTC) in future non-orthogonal multiple access (NOMA) networks employing game theory. In MTC networks, communication reliability should be considered prior to power consumption or energy efficiency. Once the reliability is satisfied, discussions about power consumption makes sense. We build a cost function for each device based on a non-cooperative game model. The cost function reflects the power consumption as well as received signal-to-interference plus noise ratio (SINR) of each device. Since we assume the devices are battery-driven, the objective is to minimize the power consumption as much as possible provided that the received SINR of each device is kept beyond an acceptable level so that the reliability can be guaranteed. We derive the power control algorithm function and prove the convergence of this iteration algorithm and the unique existence of Nash equilibrium as well. The simulation results show that under the same constraints of maximum power consumption and minimum acceptable SINR, the proposed algorithm outperforms the conventional algorithms in terms of power consumption and power efficiency.

  • Game-Theory-Based Distributed Power Splitting for Future Wireless Powered MTC Networks

    Kang Kang, Rong Ye, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEEE ACCESS   5   20124 - 20134  2017

     View Summary

    This paper studies the emerging wireless power transfer for machine type communication (MTC) network, where one hybrid access point (AP) with constant power supply communicates with a set of users (i.e., wearable devices and sensors) without power supply. The information and energy are transferred simultaneously in downlink direction. For MTC networks, most devices only receive several bits control data from AP in downlink transmission. So it is possible to utilize part of the received power to execute energy harvesting provided that the transmission reliability is guaranteed. Since we assume that all devices are without power supply or battery, the power of uplink transmission is entirely from energy harvesting. After converting electromagnetic wave to electricity, the devices are able to transmit their measured and collected data in uplink. Based on these considerations, a non-cooperative game model is formulated and a utility function involving both downlink decoding signal to noise ratio (SNR) and uplink throughput is established. The existence of Nash equilibrium (NE) in the formulated game model is proved. The uniqueness of NE is discussed and the expected NE is selected based on fairness equilibrium selection mechanism. The optimal splitting ratio within the feasible set, which maximizes the utility function, is obtained by an iterative function derived from this utility function. The numerical results show that in addition to ensuring the downlink decoding SNR and maximizing uplink throughput of an individual device, our proposed algorithm outperforms the conventional algorithm in terms of system performance.

    DOI

    Scopus

    5
    Citation
    (Scopus)
  • Cooperative Traffic Light Controlling Based on Machine Learning and a Genetic Algorithm

    Huan Wang, Jiang Liu, Zhenni Pan, Koshimizu Takashi, Shigeru Shimamoto

    2017 23RD ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS (APCC): BRIDGING THE METROPOLITAN AND THE REMOTE     258 - 263  2017

     View Summary

    In this paper, a cooperative traffic light controlling algorithm for urban road network aiming at reducing traffic congestion is proposed. Dedicated Short Range Communications (DSRC) is applied to detect the real time traffic flow. Based on the traffic flow at the current traffic light cycle and the historical data, we use machine learning technique to predict the variation of the traffic flow at the next traffic light cycle. With the purpose of reducing the road network's average waiting time and balancing the traffic pressure between different intersections, the traffic light control system adjusts the timing plan cooperatively. The genetic algorithm is used to calculate the optimum traffic light timing plan. In addition, a novel state transition model of the road network for dynamic numerical simulation is utilized to verify the effectiveness of the proposed algorithm. According to a 4-nodes road network simulation result, the vehicles in the traffic flow with congestion problems will have a shorter waiting time while the vehicle in the other traffic flows will have an increased waiting time. More importantly, the average waiting time of the road network declines.

  • Partnership and Data Forwarding Model for Data Acquisition in UAV-aided Sensor Networks

    Sotheara Say, Hikari Inata, Mohamad Erick Ernawan, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    2017 14TH IEEE ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC)     933 - 938  2017  [Refereed]

     View Summary

    This paper explores a cooperative partnership and data forwarding model in wireless sensor networks using unmanned aerial vehicle (UAV) with the goal of enhancing the data collection efforts. A UAV-based data acquisition architecture is presented to suppress the limitations of the traditional wireless sensor network. For this, we introduce a flexible and fast approach to collect data by taking into consideration the mobility of the mobile sink (UAV) and sensor nodes in the network. In other words, leveraging the mobility of the UAV and the location of sensor nodes, we adopt a novel frame selection technique that classifies sensor nodes into different frames. Then we present a cooperative partnership model that allows sensor nodes in the network to individually pair with their peers and thus transmitting data simultaneously. We also aim to alleviate the packet loss originated from certain sensor nodes located in the rear edge-side of the UAV's coverage area. This situation happens when the UAV is moving in the forward direction while collecting data. Thus, to alleviate these packet losses while guaranteeing a higher success rate of packet reception ratio, we propose a novel data forwarding scheme to closely integrate with the aforementioned partnership model. We conduct simulations to verify our proposed framework, and results show huge performance gain is obtained over the traditional data collection technique.

  • Priority-Based Data Gathering Framework in UAV-Assisted Wireless Sensor Networks

    Sotheara Say, Hikari Inata, Jiang Liu, Shigeru Shimamoto

    IEEE SENSORS JOURNAL   16 ( 14 ) 5785 - 5794  2016.07  [Refereed]

     View Summary

    This paper proposes a novel data acquisition framework in sensor networks using an unmanned aerial vehicle (UAV) with the goal of increasing the efficiency of the data gathering efforts. To maximize the system throughput, we introduce a priority-based frame selection scheme to suppress the number of redundant data transmissions between sensor nodes and the UAV. Toward this goal, we classify the nodes inside the UAV's coverage area into different frames according to their locations. Taking advantage of the mobility of the UAV, we assign different transmission priorities to nodes in different frames. To do that, we introduce an adjustment to the contention window value used in IEEE 802.11 MAC, thereby defining a lower contention window range to the frame with higher priority ( urgent area) and a higher contention window range to the frame with lower priority ( less important area). The proposed framework leads to a reduction in packet collisions and, at the same time, minimizes the packet loss originated from nodes in the rear-side of the UAV when the UAV moves in the forward direction. To optimize the networks' energy consumption, we present a novel routing protocol based on the aforementioned framework. By leveraging the proposed framework and routing algorithm, we aim to reduce the transmission distances between senders and receivers. A shorter distance leads to better channel quality and energy savings, as is verified by our simulation studies and results.

    DOI

    Scopus

    151
    Citation
    (Scopus)
  • 2
    Citation
    (Scopus)
  • Train Ticket Gate System employing Optical Wireless Communications

    Khourn Khemry, Liu Jiang, Shigeru Shimamoto

    2016 13TH IEEE ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC)    2016  [Refereed]

     View Summary

    This paper presents a novel ticket gate system employing optical wireless communication used at a train station in Japan. The proposed system needs two optical wireless card readers attached to two inner sides of the gate. According to our study, we found that the proposed system has higher received power compared to the conventional train ticket gate system. It also has higher probability of success as long as the communication distance is less than 0.28 meters. As a result, the proposed system has a better performance compared to the conventional one and its availability is guaranteed.

  • BS-6-24 POSITION ACCURACY FOR INDOOR LOCALIZATION SYSTEM EMPLOYING VISIBLE LIGHT COMMUNICATION(BS-6.Network and service Design, Control and Management)

    Khourn Khemry, Liu Jiang, Shimamoto Shigeru

    Proceedings of the Society Conference of IEICE   2015 ( 2 ) "S - 61"-"S-62"  2015.08

    CiNii

  • Adjustable Energy Consumption Access Scheme for Satellite Cluster Networks

    Lilian del Consuelo Hernandez Ruiz Gaytan, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEICE TRANSACTIONS ON COMMUNICATIONS   E98B ( 5 ) 949 - 961  2015.05  [Refereed]

     View Summary

    Satellite clusters have been satisfactorily implemented in a number of applications, such as positioning and sensor networks, with the purpose of improving communication system capabilities. However, because the use of clusters requires good management of the resources, those solutions imply new challenges for communication systems. This paper focuses on improving the data management between network elements by considering a network formed by satellite clusters. Satellite clusters work in cooperation to provide real-time and non-real-time services in different footprint areas. This study proposes the adjustable energy consumption access scheme (AECS) as one possible solution response to particular necessities of communication and at the same time, as a way of decreasing the system energy consumption. Energy consumption is a key issue that concerns green network operations and it is directly linked to the cooperation and coordination between network elements. On the other hand, we support the implementation of Optical Inter-Satellite Links (OISL) for communication between cluster elements. The analysis involves the study of energy consumption, transmission delay, specific link margins, bit error rate (BER) and QoS.

    DOI CiNii

    Scopus

  • (21) A Fellowship Experience in Japan : An island nation 3,600 km away from home(RIKEJO, Be Radiant!; Rooters' songs for science/engineering girls)

    Liu Jiang

    The journal of the Institute of Image Information and Television Engineers   69 ( 5 ) 462 - 463  2015.05

    CiNii

  • BS-3-34 Off Loading based Global LEO Satellite Network employing Adaptive Beam Forming(BS-3. Advanced Technologies in the Design, Management and Control for Future Innovative Communication Network)

    Numakami Akira, Gaytan Lilian del Consuelo Hernandez Ruiz, Nuon Chandarong, Liu Jiang, Shimamoto Shigeru

    Proceedings of the IEICE General Conference   2015 ( 2 ) "S - 72"-"S-73"  2015.02

    CiNii

  • Study of Rule-based Autonomous Control Method for M2M Gateway Collaboration

    IPSJ SIG Notes   2015 ( 36 ) 1 - 5  2015.02

     View Summary

    The traditional feedback control method of server-centric M2M system, comprising a massive number of sensors and actuators, faces some issues on control delay and control conflict. In this paper, we propose a rule-based autonomous control method for solving these problems. The proposed method controls the actuator autonomously to avoid the control delay and control conflict based on the control rules composed of the triggers and actions. By employing this method, M2M gateways can be cooperated with each other autonomously, without the server controls. We build a prototype of autonomous distributed cooperative M2M system based on the proposed method. The result shows that the proposed method is effective and practical for the large-scale M2M systems.

    CiNii

  • BS-1-4 Unmanned Aerial Vehicle based Missing People Detection System employing Phased Array Antenna

    Ando Taisuke, Aomi Naoto, Inata Hikari, Liu Jiang, Shimamoto Shigeru

    Proceedings of the IEICE General Conference   2015 ( 1 ) "S - 7"-"S-8"  2015.02

    CiNii

  • Study of Event-driven Data Collection Method for M2M Distributed Cooperative M2M System

    IPSJ SIG Notes   2015 ( 35 ) 1 - 5  2015.02

     View Summary

    The data collection over the traditional server-centric M2M systems face issues on its network load and cost of data storage. Besides, collision of data access to the same sensor among multiple applications must be avoided. To solve above problems, we propose a data collection method based on event driven architecture. This method limits the data uploads which are triggered only by pre-defined events such as overly large values and/or immediate changes detected on M2M gateways. Moreover, the collision of data access is resolved by integrating of data collection rules. The prototype of autonomous distributed system of cooperative M2M has been developed and tested. It is demonstrated that the proposed method is effective and practical for the large-scale M2M systems.

    CiNii

  • Dynamic Scheduling for High Throughput Satellites Employing Priority Code Scheme

    Lilian Del Consuelo Hernandez Ruiz Gaytan, Zhenni Pan, Jiang Liu, Shigeru Shimamoto

    IEEE ACCESS   3   2044 - 2054  2015

     View Summary

    Based on the use of multi-beams, high throughput satellites (HTSs) provide high data rates to a large number of users. In this context, the distribution of frequency resources among multi-beams plays an important role. This is because unsuitable distributions might cause the wastage or the starvation of frequencies and bring about low throughput rates. This paper proposes a solution to mitigate the unsuitable allocations of frequency resources in an HTS. The solution is the priority code scheme (PCS), which seeks to respond to users' demands by dynamically scheduling frequency resources for precise satellite footprint areas. The key is to assign a priority code and an efficiency indicator to every multi-beam deployed on the system. The PCS algorithm involves the association of the efficiency indicator with the bandwidth utilization per beam to detect and correct arbitrary bandwidth allocations among the beams. Due to the PCS's cyclical repetition of its algorithm, the concurrence time of the scheme and the tardiness of the algorithm form part of the evaluation of the PCS. Furthermore, we support the implementation of the frequency-reuse process to enhance the exploitation of frequency resources. To evaluate the PCS performance, the analysis delves into the study of the bandwidth utilization, the interference among beams, the concurrence time, and the algorithm tardiness.

    DOI

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    14
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    (Scopus)
  • Cooperative Access among UEs in Cellular Networks

    Megumi Saito, Li Xiwen, Zhenni Pan, Liu Jiang, Shigeru Shimamoto

    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COLLABORATION TECHNOLOGIES AND SYSTEMS     434 - 440  2015  [Refereed]

     View Summary

    This paper proposes the Piggyback schemes between each User Equipment (UE) in cellular networks. This scheme is able to reduce a communication traffic volume of base station by each UE cooperates with other one. Therefore, it can make a smaller load in base station. Each UE establishes an independent connection and communication in current mobile network. When a UE accesses a base station, the UE receive data from other UEs nearby by device-to-device communication and the UE sends its own uplink data with the received data in this proposed method. We name the method a "Piggyback scheme". Here we introduce two methods; one is "real-time active calling based piggyback scheme". The calling UE receives uplink data from other UEs and the UE sends the data in free white space of its own real-time active call channel while using call function in this scheme. The second one is "Data aggregation piggyback scheme". In this scheme, when the UE sends its own uplink data to base station, the UE informs that it can piggyback execute for nearby UEs, and the UE receives data from the nearby UEs. And the UE sends data that includes its own and other's data. And piggyback request UEs use broadcast scheme in searching piggyback execution UE and it choice the best condition piggyback execution UE every time with plural evaluation criteria. In this paper, we confirm that performances of the proposed schemes have an effect on the load reduction of cellular network as it has been shown in the simulations.

  • Adjustable Energy Consumption Access Scheme for Satellite Cluster Networks

    HERNANDEZ RUIZ GAYTAN Lilian, del Consuelo, PAN Zhenni, LIU Jiang, SHIMAMOTO Shigeru

    IEICE Trans. Commun.   98 ( 5 ) 949 - 961  2015

     View Summary

    Satellite clusters have been satisfactorily implemented in a number of applications, such as positioning and sensor networks, with the purpose of improving communication system capabilities. However, because the use of clusters requires good management of the resources, those solutions imply new challenges for communication systems. This paper focuses on improving the data management between network elements by considering a network formed by satellite clusters. Satellite clusters work in cooperation to provide real-time and non-real-time services in different footprint areas. This study proposes the adjustable energy consumption access scheme (AECS) as one possible solution response to particular necessities of communication and at the same time, as a way of decreasing the system energy consumption. Energy consumption is a key issue that concerns green network operations and it is directly linked to the cooperation and coordination between network elements. On the other hand, we support the implementation of Optical Inter-Satellite Links (OISL) for communication between cluster elements. The analysis involves the study of energy consumption, transmission delay, specific link margins, bit error rate (BER) and QoS.

    CiNii

  • Investigation on visible light communication system using OLED with dimming support

    Pham Quang Thai, Nguyen Xu Lin, Shimamoto Shigeru, Jiang Liu, Zhong Wende

    2015 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC)   2016-January   434 - 438  2015  [Refereed]

     View Summary

    In this paper, a visible light communications (VLC) system prototype using organic light emitting diode (OLED) with dimming support was realized and tested. Frequency response and driving range of OLED were measured and discussed. Considering practical applications of OLED, variable pulse position modulation (VPPM) signal was used to support data transmission under dimming condition. Our prototype was able to transmit up to 85 kbps data rate using an OLED with only 7 kHz 3 dB modulation bandwidth. For the target BER = 10(-3) with FEC, the luminous flux could be varied within 5-8 lm.

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • 127.5 kbps transmission using OLED with 7 kHz 3dB modulation bandwidth in visible light communication system

    Pham Quang Thai, Nguyen Trung Thanh, Shimamoto Shigeru, Jiang Liu, Zhong Wende

    2015 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC)   2016-January   389 - 393  2015  [Refereed]

     View Summary

    In this paper, a visible light communications (VLC) system prototype using OLED was realized and tested. Using simple DPPM technique and comparator, our prototype was able to transmit up to 127.5 kbps data rate using an OLED with only 7 kHz 3 dB modulation bandwidth. Exploiting the frequency response of OLED, we were able to achieve a better data rate to modulation bandwidth ratio than other recent reports using OLED for VLC.

    DOI

    Scopus

    1
    Citation
    (Scopus)
  • Energy-sensitive Handoff Scheme Employing RF Fingerprint For Cell Sizing Based Heterogeneous Cellular Networks

    Pan Zhenni, Saito Megumi, Liu Jiang, Shimamoto Shigeru

    Technical report of IEICE. RCS   113 ( 456 ) 145 - 150  2014.02

     View Summary

    The energy optimization in small cell involved heterogeneous networks has been considered as an emerging topic which enables a balance between the power consumption and capacity issues. In this paper, we propose an energy-sensitive handoff scheme for mobile macro user equipment (MUE) in the sleep mode involved cell sizing based macro-femto two-tier networks. The proposed scheme aims at achieving high handoff stability with low MUE power consumption by dynamically scheduling the mobile MUEs switch to the expandable indoor femto access point (FAP) and active macro base station (MBS) with a variable probability. The unique RF fingerprint (RFF) based localization is employed to provide energy-efficient small-cell detection with a flexible matching region. The transmit power of the MUEs for FAP sensing can be adaptively adjusted refer to the instantaneous traffic loads and reference location. Comprehensive evaluations are conducted with a tradeoff and show our proposed scheme has a positive influence on obtaining energy-efficient and QoS satisfiable handoff strategy in the macro-femto two-tier scenarios.

    CiNii

  • Neuron Control-Based Power Adjustment Scheme for Sleep Two-tier Cellular Networks

    Zhenni Pan, Megumi Saitou, Jiang Liu, Shigeru Shimamoto

    2014 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC)     3201 - 3206  2014

     View Summary

    This paper proposes a self-optimizing based energy efficient scheme with a dynamic coverage expansion of femtocells in the macro-femto two-tier networks. High SINR and low power consumption can be benefited by coordinating downlink cross tier interference and intra-interference with a neuron control based adaptive power adjustment when sleep mode is involved in the macro base station (MBS). Moreover, by allowing open access in the hybrid femtocells, more near-indoor macro user equipments (MUEs), especially located around the edge of the macrocell can be served by indoor femto access point (FAP), which results in MBS having more of a probability to maintain sleep mode when the traffic is low. Many related performances are evaluated with a comparison of utility-based power control (UBPC) scheme, the energy impact of both MBS and FAP can be largely improved with optimal transmit power, which means the sleep mode technology can be enhanced, as shown in the simulation.

  • A subcarrier modulation based optical wireless communication system employing transmission diversity

    Jiang Liu, Mianxiong Dong, Laurence T. Yang, Shigeru Shimamoto

    JOURNAL OF SUPERCOMPUTING   66 ( 3 ) 1306 - 1319  2013.12  [Refereed]

     View Summary

    In this paper, we propose an optical wireless communication service for indoor environment. To seamlessly cover the target area and keep the received signal power strength at an acceptable level, we send the signal from multiple diffused optical emitters and achieve possible transmit diversity. With the proposed diversity scheme, the effective coverage range of the proposed system can be significantly enlarged with a guaranteed BER performance. Simulation results show a 13.4 m(2) area can be effectively covered by two optical emitters with optical emitter spacing of 3 m and average transmit optical power of 28 dBm.

    DOI

    Scopus

  • BI-2-13 The Study of Missing People Detection System employing UAV

    Oh Woojin, Aso Kento, Zhou Muye, David Donald Mrema, Liu Jiang, Shimamoto Shigeru

    Proceedings of the IEICE General Conference   2013 ( 1 ) "SS - 83"-"SS-84"  2013.03

    CiNii

  • A cross-layer security scheme of web-services-based communications for IEEE 1451 sensor and actuator networks

    Jun Wu, Ming Zhan, Bin Duan, Jiang Liu

    International Journal of Distributed Sensor Networks   2013  2013

     View Summary

    IEEE 1451 standard has been proposed to provide a common communication interface and transducer electric data sheet format for wired and wireless distributed applications in smart transducers (sensors and actuators). Currently, a unified Web service for IEEE 1451 smart transducers is a must. However, ensuring the security of web-services-based communications for IEEE 1451 smart transducers is an unsolved problem. In this paper, we proposed a cross-layer security mechanism that deals with the requirements of authentication, integrity, confidentiality, and availability across the communication process in IEEE 1451 smart transducers. The scheme contains three cross-layer components logically, including XML Encryption and Signature, SOAP Security Extension, and Web Services Description Language (WSDL) Security Checking. The former two components satisfy the requirements of confidentiality, availability, integrity, authentication, nonrepudiation, and freshness. The third component satisfies the requirement of availability, which can protect the system against denial-of-service (DoS) attack. The three cross-layer security components are integrated seamlessly in our scheme. To evaluate the overhead, we perform tests to evaluate the effect of message size on the performance of the access inquiry web service. The result supports the usefulness and feasibility of our scheme. © 2013 Jun Wu et al.

    DOI

    Scopus

    2
    Citation
    (Scopus)
  • Impact of Light Reflection on Indoor Wireless Optical CDMA Systems

    Jiang Liu, Zhenni Pan, Wasinee Noonpakdee, Shigeru Shimamoto

    JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING   4 ( 12 ) 989 - 996  2012.12  [Refereed]

     View Summary

    We present a study on evaluating the effects of multipath dispersion on indoor optical code division multiple access (CDMA) systems over optical wireless communication. The indoor propagation channel model which takes multiple reflecting surfaces into account is addressed. Theoretical analysis of the pulse response of direct light and reflected light is given. The bit error rate (BER) of this system is analyzed considering reflected light, background light, avalanche photo-diode noise, thermal noise, and multi-user interference. The results prove that the BER of the system is influenced by reflected light and that the effect of reflected light is related to room size and receiver position. With an increase in the number of users, the effect of reflected light becomes stronger and is a significant source of inter-symbol interference. It becomes clear that when optical CDMA is used in an indoor optical wireless system, the effect of reflected light is a key issue to be considered.

    DOI

    Scopus

    10
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  • Performance analysis of image sensor communication over free space optical channel

    Jiang Liu, Zhenni Pan, Shigeru Shimamoto

    IST 2012 - 2012 IEEE International Conference on Imaging Systems and Techniques, Proceedings     627 - 632  2012

     View Summary

    This paper presents a free space visible light communication (VLC) system using an image sensor as a receiver to acquire position related timely information. Since the atmospheric turbulence affects the communication quality, the analysis of atmospheric turbulence is very important for designing a practical communication system. In this paper, the atmospheric turbulence channel is analyzed. The method of characterizing and quantifying the influence of atmospheric effect to image sensor communication is presented. The noise model of the system using CMOS image sensor as a receiver is given. Furthermore, the bit error probability of the system using OOK modulation considering atmospheric turbulence is studied. © 2012 IEEE.

    DOI

    Scopus

    4
    Citation
    (Scopus)
  • Experiment on Space and Time Division Multiple Access Scheme over Free Space Optical Communication

    Jiang Liu, Jin Sando, Shigeru Shimamoto, Chiemi Fujikawa, Kashiko Kodate

    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS   57 ( 4 ) 1571 - 1578  2011.11  [Refereed]

     View Summary

    Developments in outdoor free space optical (FSO) communication between buildings using rooftop-mounted units are limited by Point-to-Point wireless links. We propose a space and time division multiple access scheme to perform Point-to-Multi-Point communication employing reflectors. A single reflector controlled by a stepping motor and an array of fixed reflectors are used. The reflection characteristics of the reflector are measured. The relationship characteristics between the static angle error of the stepping motor, the beam fluctuation, and the communication distance are demonstrated. The received optical powers are compared on using one or two reflectors while considering the angle of incidence at the surface of the reflector. Moreover, the received power, the bit error rate and the throughput of the experiment system are measured. In addition, the throughput characteristics of the proposal scheme are made clear by experiments. The result of the experiment shows that the new scheme can provide a low-cost and efficient method for Point-to-Multi-Point FSO communication(1).

  • Position-Based Diversity Transmission Scheme Employing Optical Wireless Communication

    Wasinee Noonpakdee, Jiang Liu, Shigeru Shimamoto

    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS   57 ( 3 ) 1071 - 1078  2011.08  [Refereed]

     View Summary

    We propose a position-based diversity transmission scheme for indoor optical wireless communication. In our scheme, the I (in-phase) and Q (Quadrature) signal of QPSK (quaternary phase-shift keying) modulation are transmitted separately to obtain a secure position-based transmission. We analyze probability of error with different mode numbers of the radiation lobe of Lambertian source, and position of the transmitters to attain single or multiple secure area(s). To obtain different secured areas, TDMA (time-division multiple access) with adaptive transmitted power for each time slot is applied. According to analytical results, the signal can be demodulated correctly only in the specific area and high-level security for optical wireless communication systems can then be achieved. In our scheme, the probability that the intruders can get the correct signal is decreased 90%, compared to conventional QPSK.(1)

  • Evaluation of Reflected Light Effect for Indoor Wireless Optical CDMA System

    Jiang Liu, Wasinee Noonpakdee, Hiroshi Takano, Shigeru Shimamoto

    2011 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC)     1688 - 1693  2011  [Refereed]

     View Summary

    This is a study on the effect of reflected light on optical code-division multiple-access (CDMA) system over indoor optical wireless communication (OWC). The indoor propagation channel model which takes multiple reflecting surfaces into account was addressed. Theoretical analysis of the pulse response of direct light and reflected light is given. Bit error rate (BER) of this system is analyzed considering reflected light, background light, avalanche photo-diode (APD) noise, thermal noise, and multi-user interference. The results prove that the BER of the system is influenced by the reflected light and the effect of reflected light is related to the room size and receiver position. With the increase of user number, the effect of reflected light becomes stronger and it is a significant source of inter-symbol interference. It becomes clear that when OCDMA is used to an indoor optical wireless system, the effect of reflected light is a key issue to be considered.

  • An Optical IM/DD Channel Based Relay Scheme for Indoor Healthcare Communication System

    Jiang Liu, Hiroshi Takano, Shigeru Shimamoto

    2009 6TH IEEE CONSUMER COMMUNICATIONS AND NETWORKING CONFERENCE, VOLS 1 AND 2     808 - 812  2009  [Refereed]

     View Summary

    This paper presents a wireless relay scheme for indoor healthcare communication system, in which an optical relay link, instead of a traditional Radio Frequency (RF) relay link, is established between the relay station (RS) and the mobile terminal (MT). To simplify the structures of RS and the additional optical parts that shall be installed in the MT, the subcarrier-modulation based intensity-modulated direct-detection (IM/DD) is also adopted for both the up-link and the down-link. The proposed relay scheme not only enhances the transmission power, but also creates safe signal propagation environment, which is much meaningful for wireless and pervasive healthcare communication. Simulation results show that the proposed interference-reduced relay scheme provides a stable and high quality communication link when the average optical receiving power is larger than -25dBm.

  • An Optical IM/DD Based Spatial Transmission Diversity Achievable Relay Scheme

    Jiang Liu, Hiroshi Takano, Shigeru Shimamoto

    2009 IEEE WIRELESS COMMUNICATIONS & NETWORKING CONFERENCE, VOLS 1-5     1097 - 1102  2009  [Refereed]

     View Summary

    This paper presents an optical intensity-modulated direct-detection (IM/DD) based relay scheme for indoor optical wireless communication system. Multiple distributed optical relay links are set up between relay stations (RS) and mobile terminals (MT) to create multiple safe signal propagation links for wireless communication so that at least one link is available for data streaming. Different from conventional relay scheme, the phase shift of RF signals is pre-adjusted based on maximum ratio transmission (MRT) technique, and then relayed from multiple distributed optical transmitters which are set up in different places. The proposed relay scheme not only enhances signal power and achieves diversity, but also avoids possible obstruction of line-of-sight (LOS) signal. Furthermore since propagation phase variation of incoherent optical signal can be neglected, the propagation space becomes a non-directional scalar space, resulting in a much simpler system structure, where multiple optical antenna elements can be freely arranged, phase shift due to different transmitting paths is solely decided by the distance between transmitter and receiver, etc. The paper presents these features and also provides computer simulation results to demonstrate the performance. Simulation results show that the proposed relay system is much feasible and attractive, and it would be one of the promising candidates for future wireless and pervasive healthcare communication systems.

  • Ultrasonic diagnosis of cirrhosis based on preprocessing using pyramid recurrent neural network

    Lu, J., Liu, J., Zhao, X., Yahagi, T.

    Electronics and Communications in Japan, Part II: Electronics (English translation of Denshi Tsushin Gakkai Ronbunshi)   91 ( 7 )  2008

    DOI

    Scopus

    1
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  • Ultrasonographic diagnosis of cirrhosis based on preprocessing using pyramid recurrent neural network

    Lu, J., Liu, J., Zhao, X., Yahagi, T.

    IEEJ Transactions on Electronics, Information and Systems   127 ( 9 )  2007

    DOI

    Scopus

  • Long distance optical wireless network employing multiple access scheme

    Jiang Liu, Jin Sando, Wei Li, Hiroshi Takano, Shigeru Shimamoto, Chiemi Fujikawa, Kashiko Kodate

    GLOBECOM - IEEE Global Telecommunications Conference     2258 - 2262  2007

     View Summary

    There has been many developments in long distance optical wireless communication between buildings using rooftop-mounted units over Point-to-Point wireless links. We propose an Angle Division/Time Division Multiple Access scheme to perform Point-to-Multi-Point communication employing reflectors. A single reflector controlled by a stepping motor and an array of fixed reflectors were used. The width of the beam of the infrared rays is measured and the relationship between the width and the stepping angle deviation of the motor are demonstrated. Moreover, the received power, the bit error rate, and throughput of the proposal scheme are measured. The angle of the reflector and the reflection characteristics when using one or two reflectors were compared. In addition, the throughput characteristics of the proposal scheme were made clear by experiments.

    DOI

    Scopus

    3
    Citation
    (Scopus)

▼display all

Presentations

  • An Optical IM/DD Based Spatial Transmission Diversity Achievable Relay Scheme

    IEEE Wireless Communications &amp; Networking Conference (WCNC) 2009 

    Presentation date: 2009.04

  • An Optical IM/DD Channel Based Relay Scheme for Indoor Healthcare Communication System

    IEEE Consumer Communications and Networking Conference (CCNC) 2009 

    Presentation date: 2009.01

  • A Study on RF Signal Relay System employing Optical Wireless Communication

    Technical Committee on Optical Communication Systems (OCS) Conference, Japan 

    Presentation date: 2008.10

  • Long Distance Optical Wireless Network Employing Multiple Access Scheme

    GLOBECOM '07. IEEE 

    Presentation date: 2007.11

  • A Proposal of Interference Cancellation Scheme Based on IQ-Balanced Transmission

    2006 IEICE General Conference 

    Presentation date: 2006.03

  • A Proposal of IQ-Balanced Transmission Scheme

    Presentation date: 2005.11

  • A Study on Medium-long Distance Optical Wireless Communication Network Employing Reflectors

    Presentation date: 2005.09

▼display all

Research Projects

  • Proposal and Evaluation of Ultra Reliable Low Latency Communication

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research

    Project Year :

    2019.04
    -
    2022.03
     

    Shimamoto Shigeru

     View Summary

    The research was mainly concerned with the proposal and evaluation of wireless communication within robots. It was found that the propagation of radio waves in robot arms and legs depends greatly on the frequency, and that there are some frequencies that are very difficult to propagate. We constructed an environment that simulates the actual robot as much as possible and succeeded in acquiring the propagation in a more realistic environment. The research was accepted for publication in IEEE journals and international conferences, received the Best Presentation Award at international conferences, and was highly evaluated both domestically and internationally.

Misc

  • Minimization of Energy Consumption in TDMA-Based Wireless-Powered Multi-Access Edge Computing Networks

    CHEN Xi, JIANG Guodong, CHI Kaikai, ZHANG Shubin, CHEN Gang, LIU Jiang

    IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences   E106.A ( 12 ) 1544 - 1554  2023.12

     View Summary

    Many nodes in Internet of Things (IoT) rely on batteries for power. Additionally, the demand for executing compute-intensive and latency-sensitive tasks is increasing for IoT nodes. In some practical scenarios, the computation tasks of WDs have the non-separable characteristic, that is, binary offloading strategies should be used. In this paper, we focus on the design of an efficient binary offloading algorithm that minimizes system energy consumption (EC) for TDMA-based wireless-powered multi-access edge computing networks, where WDs either compute tasks locally or offload them to hybrid access points (H-APs). We formulate the EC minimization problem which is a non-convex problem and decompose it into a master problem optimizing binary offloading decision and a subproblem optimizing WPT duration and task offloading transmission durations. For the master problem, a DRL based method is applied to obtain the near-optimal offloading decision. For the subproblem, we firstly consider the scenario where the nodes do not have completion time constraints and obtain the optimal analytical solution. Then we consider the scenario with the constraints. By jointly using the Golden Section Method and bisection method, the optimal solution can be obtained due to the convexity of the constraint function. Simulation results show that the proposed offloading algorithm based on DRL can achieve the near-minimal EC.

    DOI

  • State-of-Art Review on Chemical Indicators for Monitoring the Aging Status of Oil-Immersed Transformer Paper Insulation

    Enze Zhang, Jiang Liu, Chaohai Zhang, Peijun Zheng, Yosuke Nakanishi, Thomas Wu

    Energies   16 ( 3 )  2023.02

     View Summary

    Chemical compounds dissolved in insulating oil, as indicators can excellently monitor the paper aging condition, which has attracted increasing interest in areas of transformer condition monitoring and fault diagnosis. Because of their outstanding features, such as good correlation with the degree of polymerization of cellulose paper and the aid of non-destructive online monitoring, chemical indicators have been effectively used for transformer condition assessment. In this study, a comprehensive, in-depth insight into the indicators of the aging of insulating paper from aging characteristics, physico-chemical characteristics, shortcomings of various compounds, generation pathways and mechanisms, and monitoring technologies are provided. It is expected that these chemical indicators can provide better guidance for the evaluation of paper insulation performance and transformer aging. In addition, the latest research progress, as well as current challenges and future prospects are also outlined. This study provides a theoretical basis and reference for chemical indicators in the fields of microscopic formation mechanism, diffusion equilibrium phenomenon, and insulation aging state assessment.

    DOI

  • Value Estimation of SpO2 Using a Non-Contact Method

    NAGAO Yoshimitsu, GAO Yanan, LIU Jiang, SHIMAMOTO Shigeru

    The Journal of the Institute of Image Electronics Engineers of Japan   50 ( 3 ) 439 - 443  2021

    DOI

  • Satellite-Terrestrial Cooperation System Based on Relaying through Mobile Vehicle Base Stations and Traffic Signal Base Stations

    松藤謙太, LIU Xuanning, 吉井一駿, ZHENNI Pan, 齋藤恵, LIU Jiang, 嶋本薫, 大倉拓也, 三浦周, 辻宏之, 吉村直子, 豊嶋守生

    電子情報通信学会技術研究報告(Web)   120 ( 404(RCS2020 203-261) )  2021

    J-GLOBAL

  • Value Estimation of SpO2 Using a Non-Contact Method : Comparison with a Contact Method

    NAGAO Yoshimitsu, GAO Yanan, LIU Jiang, SHIMAMOTO Shigeru

    IIEEJ Transactions on Image Electronics and Visual Computing   7 ( 2 ) 142 - 150  2019.12

     View Summary

    It is impossible to estimate arterial oxygen saturation (i.e., SpO2) for individuals by using conventional approaches unless the given sensor of the pulse oximeter is attached to an individual’s finger. This study introduces a novel method to solve this problem. This study has focused on realizing SpO2 measurements by using non-contact space measurements, and the success of the approach is validated through experiments. Finally, despite a few problems including the susceptibility of the proposed approach to other light interference, the study offers an initial method to utilize laser wavelengths for the fore-mentioned purposes. As the characteristic of elderly individuals involves the hardening of the fingertips’ skin, it is difficult for the light of a probe to enter the same. Therefore this study can be applied to medical care, elder care, and other related fields. .Additionally, there are cases that symptoms are unmeasurable. The light receiving property to other light interference in space constitutes a problem for the fore-mentioned method.

    DOI CiNii

  • 揚中知能電気研究センターのクラスター型マイクログリッドにおける コジェネレーション運転方式と蓄電池容量の選定

    劉 江, 劉 鵬, 兪 石洪, 横山 隆一

    画像電子学会年次大会予稿集   47   51 - 51  2019

    DOI CiNii

  • 揚中市における再生可能エネルギーとコジェネレーションを活用した 地域自律型マイクログリッドの構築-効率的地域電熱供給のためのエネルギー設備構成の決定とEMS の開発-

    劉 江, 劉 鵬, 劉 松, 横山 隆一

    画像電子学会年次大会予稿集   46   55 - 55  2018

    DOI CiNii

  • Dynamic Power Allocation in Parallel Interference Cancellation based NOMA Receiver

    DAWADI Bikash, ERNAWAN Mohamad Erick, PAN Zhenni, LIU Jiang, SHIMAMOTO Shigeru

    電子情報通信学会技術研究報告   117 ( 456(RCS2017 317-406) )  2018

    J-GLOBAL

  • Cooperative Traffic Light Control Approach for Reducing Traffic Congestion with V2I Network

    WANG Huan, LIU Jiang, PAN Zhenni, KOSHIMIZU Takashi, SHIMAMOTO Shigeru

    電子情報通信学会大会講演論文集(CD-ROM)   2017  2017

    J-GLOBAL

  • Exploring applications of visible light communication for the fields of architecture and medicine

    Liu Jiang, Nagao Yosimitsu

    Proceedings of the Annual Conference of the Institute of Image Electronics Engineers of Japan   44   53 - 53  2016

     View Summary

    In recent years, with the wireless communication becomes more and more necessary in people's lives, there is a growing demands for wireless communication in radiosensitive area such as hospitals. Since Visible Light Communication (VLC) can avoid harmful effects on human health and does not interfere to medical electric equipment, it becomes a good candidate for indoor wireless communication in radiosensitive area. In addition, compare to radio signal, which has been widely used, visible light has good directivity. Moreover, LEDs can be used for both lighting and communication in the same time, and visible light can be received by image sensors in all kind of cameras. Consequently, besides medicine filed, VLC is a good choice in the architecture industry. For example, a home network system can be constructed with power line communications (PLC) and VLC without adding new communication cables. Moreover, positioning system, three-dimensional measurement of architecture can be conducted utilizing VLC and image-processing technology. This talk covers the VLC history, the modulation method, the application of VLC for the fields of architecture and medicine. The latest research results will be introduced related to the research of improving efficiency of these applications.

    DOI CiNii

  • BS-1-7 ENERGY HARVESTING BASED OPTICAL WIRELESS IDENTIFICATION SCHEME EMPLOYING THINFILM CORNER CUBE RETROREFLECTOR

    Khoum Khemry, Liu Jiang, Noonpakdee Wasinee, Shimamoto Shigeru

    Proceedings of the IEICE General Conference   2013 ( 2 ) "S - 13"-"S-14"  2013.03

    CiNii

  • A Study on RF Signal Relay System employing Optical Wireless Communication

    LIU Jiang, TAKANO Hiroshi, SHIMAMOTO Shigeru

    Technical report of IEICE. LQE   108 ( 261 ) 23 - 28  2008.10

     View Summary

    This paper studies an effective relay system based on optical wireless communication between the mobile terminal (MT) and the relay station to eliminate the drawback of electromagnetic wave interference to electro-medical apparatus in indoor communication system. RF subcarrier optical communication system using Intensity-modulated Direct-detection (IM/DD) is adopted and its transmission performance is evaluated by simulation. Moreover, optical signal and RF signal diversity receiving method is proposed and quantitatively evaluated in downlink. An optical spatial transmit diversity scheme based on subcarrier phase control is also studied in downlink.

    CiNii

  • B-5-2 A Proposal of Interference Cancellation Scheme Based on IQ-Balanced Transmission

    Liu Jiang, Shimamoto Shigeru

    Proceedings of the IEICE General Conference   2006 ( 1 ) 354 - 354  2006.03

    CiNii

  • B-10-68 A Study on Medium-long Distance Optical Wireless Communication Network Employing Reflectors

    Liu Jiang, Li Wei, Sando Jin, Shimamoto Shigeru, Shimizu Kayo, Fujikawa Chiemi, Kodate Kashiko

    Proceedings of the Society Conference of IEICE   2005 ( 2 ) 286 - 286  2005.09

    CiNii

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Syllabus

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Sub-affiliation

  • Faculty of Science and Engineering   Graduate School of Fundamental Science and Engineering

Research Institute

  • 2022
    -
    2024

    Waseda Research Institute for Science and Engineering   Concurrent Researcher

  • 2022
    -
    2024

    Global Information and Telecommunication Institute   Concurrent Researcher

Internal Special Research Projects

  • Non-contacted glucose sensing platform utilizing Machine Learning Techniques

    2022  

     View Summary

    Non-invasive blood glucose measurement technology has gained significant attention. In this project, we&nbsp;developed a non-contact system for measuring blood glucose information using mid-infrared light. &nbsp;In this academic year, the following work was contacted.&nbsp;(1) An infrared light spectrometer was used to measure and collect physical signals linked to glucose. Then the appropriate light frequency is determined by comparing different spectral results. The relationship between mid-infrared transmittance and blood glucose concentration is studied.(2) The experiment equipment was made, and the data collection was conducted. In the experiment, we used a self-made infrared experimental instrument to obtain the physical signal value and an invasive blood glucose meter available in the market to get the real blood glucose value.&nbsp;(3) The machine learning algorithms were used as predictors for non-contact measurement modeling. Furthermore, Clarke Error Grid Analysis (EGA) is adopted to evaluate and present the results. The EGA results show that our predicted values are almost concentrated in regions A and B, which are clinically correct and uncritical decisions. It proves that our non-invasive blood glucose monitoring system, with the convergence of smart devices and AI technology, can provide good technical support to healthcare services.

  • Non-invasive Healthcare Monitoring System using Wireless Technologies

    2019  

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    Diseases such as diabetes, hypertension, etc. are progressing without the patient’s awareness. Without the early noticeable symptoms, a lot of people missed the opportunities in early diagnosis. A system that can provide vital data acquirement, analysis, and management support is desired. As the first step of our final target, in this academic year, the non-contact pulse, blood pressure, and glucose monitoring system are studies.&nbsp;The following works have been conducted1)&nbsp;&nbsp;&nbsp;&nbsp;Non-contact pulse and blood pressure acquisition systemIn this research, a non-contact pulse and blood pressure monitoring system is designed. The frequencies used in this experiment are 28GHz and 32GHz, which are the same as 5G millimeter-wave signal. In the experiment, the relationship between the value of blood pressure and the shape of the waveform is analyzed. The experiment results have shown that the pulse and blood pressure can be detected by using millimeter waves.&nbsp;2) &nbsp;Glucose acquisition systemAmong various NGM technologies, infrared is considered as the most popular and prospective method. In this research, the mid-infrared spectroscope is used in the experiment. The association between mid-infrared transmittance and blood glucose concentration is studied. It is found that the infrared with a peak wavelength of 3333 ~2857 nm is a good solution for glucose measurement.

  • Non-invasive Monitoring System for Ubiquitous Healthcare using Optical Wireless Technologies

    2018  

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    The aging population and a lack of recourses such asworkers, places in Japan become a serious concern. Miniature body sensors canperform long-term and ambulatory health monitoring, such as heart rate andblood pressure monitoring. However, technology, healthcare, and easy userinterface have not yet been collaborating deeply and much research is underway.This research uses light sensing to acquire biological information such asSpO2, blood pressure via a non-invasive approach. In this research, a cheap,easy to use, and low power consumption device prototype used to obtain SpO2related information is designed. The proper light wavelength for light sensingin our device is discussed and related experiments are carried out and the datais analyzed. The experiment and data analyzing results show that the proposedSpO2 evaluation method is useful and practical. In future work, the bloodpressure data processing method will be studied.

  • Indoor Positioning System Utilizing Visible Light Communication

    2017  

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    Indoor positioning system has gaining lots of attention forindoor navigation recently since the GlobalPositioning System (GPS) hasvery low accuracy indoor. In the same time, Light-emitting Diodes (LEDs) havebecome the future generation of light source over the traditional one becauseof its various promising advantages such as low energy consumption,environmental friendliness, high luminous efficiency, low cost etc. Thisproject studied a positioningsystem utilizing Visible Light Communication (VLC). There are several otherexisting technologies which have been studied and used for indoor position suchas ultrasound, magnetic, Wi-Fi, Blue tooth technology and so on. However, thereare still have some problems related to the accuracy and high cost. In thisproject, an indoor positioning system using VLC is proposed. It provides higherposition accuracy within centimeter in low cost. Received Signal StrengthIndicator (RSSI) algorithm is used to estimate the coordination of the receiver.The position accuracy is analyzed by using a derived Cramer-Rao Bound (CRB).Moreover, several important factors for indoor localization such as incidentangles, LEDs layouts (square and triangular LED arrays), LEDs numbers and totalnoise has been considered.

  • RF and OWC access system empowered heterogeneous network

    2016  

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    &nbsp; The mobile terminal has become anintegral device to society, enabling nearly ubiquitous communication of voiceand data. However, in some densely area, the limited bandwidth of radiocommunication can not satisfy each user with the increasing needs of amounts ofdata. In densely populated areas such as railway stations, current wirelesssystems such as Wi-Fi and LTE networks face great challenges or even fail todeliver high capacity and high quality-of-experience (QoE) broadband servicesto mobile users. This is mainly because current systems on one side are shortof radio bandwidth and lacking of synergy when conducting radio resourceoptimization. Optical wireless communication (OWC) can provide a high-speedcommunication. It combines the large bandwidth of optical fiber and themobility of current wireless communications using radio waves. However, opticalwireless communication also has some drawback such as the shadow issues. On theother hand, radio has the advantage of being available ubiquitously indoors andoutdoors, with the possibility of a seamless system infrastructure that allowsusers to move. This project is to design a hybrid radio frequency (RF) OWCsystem for providing high-speed broadband multimedia services in denselypopulated local areas.

  • Hybrid RF and Optical Wireless Access System

    2015  

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    This research project aims to provide an indoor service using hybrid optical wireless and radio communication. In this project, the optical communication is used to get the position information and control channel signal of the mobile terminal. Normally, photo diode is used for VLC system. In this project, instead of using photo diode, image sensor is chosen for receiving light signal since image sensor is able to spatially separate optical signals and other light noise. LED arrays, which can enable optical MIMO schemes, are used to increase the data rate. Experiments are carried out to demonstrate this MIMO system using 6×6 LEDS and COMS image sensor as a receiver. In order to detect LED array from the serial photos taken by image sensor, two algorithms are proposed: Connected Component Labeling based LED array detection (CCLD) and Hough Transform based LED array Detection (HTD). In the LED array, 4 LEDs are Flag-LEDs, which are used for finding the start LED and decoding the LED array. CCLD and HTD algorithms are compared and the results show that CCLD is more suitable for our system. Moreover, an efficient data-traffic scheduling and radio resource allocation scheme is studied in this project.&nbsp;

  • Hybrid Visible Light and Radio Communication for Location-specific Services in Intelligent Transportation System

    2014  

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    &nbsp; In this research project, a hybridvisible light and radio communication for location-specific services inintelligent transportation system is studied. This location-specificcommunication using visible light allows the receiver at the vehicle to displayto the driver only that traffic information which is relevant to the location, whichthe vehicle is. Moreover, the drivers will not be bothered with trafficinformation irrelevant to them (e.g. those only relevant to neighboring lanes)and the user experience is improved. Nevertheless, it is well known that VLCcannot compete with radio frequency (RF) systems when it comes to long-distancetransmission. A hybrid system that makes use of VLC and RF communication is proposedto solve the above problem. In the proposed hybrid system, the transmittedinformation is divided between the VLC channel and the RF channel. VLC channelis used to maintain the positioning capability and RF channel is used to sendmost of the information. The theoretical work and simulation have been done toshow the effective communication area and the receivable information can beincreased by using the proposed system compared with a pure VLC system.&nbsp;

  • 光無線通信における副搬送波ビームフォーミングに関する研究

    2009  

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    光無線通信は,低コスト,電波と干渉しない、法規制を受けにくい,低消費電力を実現可能といった特徴から,データ通信の一手法として注目されてきた。一方で、電波通信とは異なる、いくつの技術的な困難を伴う。その中でも特に困難な問題として、ビームの幅と到達距離のトレードオフが挙げられる。具体的には、光ビームの幅を狭めることにより電力を集中すれば、伝播損失が少なくなり、誤り率特性の劣化を小さくできる。しかし、光は直線で伝搬するため、送信器ビームと受信器の位置を合わせなければ通信ができないため、ビームが狭くなればなるほど、通信可能な範囲が狭くなる。最も容易な解決方法はビームフォーミング方式を利用することであるが、光は周波数が非常に高いため、RFと同様に光信号の位相を調整する方法を用いたビームフォーミング方式は適さない。この問題を解消するため、著者らは、拡散した光ビームを使いながら移動端末が存在する場所に目的とする副搬送波のみをビームフォーミングにより効率良く伝送する、RF副搬送波ビームフォーミング方式を提案する。本研究では光無線通信を移動体通信に適用した場合について考察を行った。著者は以下の手順で進んでいた。まず、光チャンネルとして、外部の背景光雑音やその他のノイズの影響を考慮し、シミュレーションを行い、通信BER(Bit error rate)と光受信電力の関係を明らかにした。結果から、光受信電力が一定の閾値を超えると、良い性能の光無線通信ができることを証明した。次に、閾値以上の電力を達するため、送信機の配置位置、距離などをシミュレーションで考察した。また、ビームパターンを設計し、ビームの電力分布様子を明らかにした。ビームの電力分布を分析した結果、RF副搬送波ビームフォーミング方式が有効であると証明した。

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