Big Data Intelligence, Intelligent Networks and Applications, Machine Learning Theory and Applications

1. 201101-201312, “Research on Distributed Localization Technology in WSAN Network Based on Convex Optimization and Related Theory”（61071107）, National Natural Science Foundation General Project, Major Participant.

2. 202008-present, “Traffic Big Data Mining and Analysis”, Zhejiang Lab Start-Up Research Project, Project Director.

Big Data and Artificial Intelligence

[1]Yiling Zhang, Hao Wang, Yan Yang, Wei Zhou, Tianrui Li, Xiaocao Ouyang, Hongyang Chen, “Deep matrix factorization with knowledge transfer for lifelong clustering and semi-supervised clustering,” to appear, Information Sciences (CCF-B, JCR Q1)

[2]Kafeng Wang, Haoyi Xiong, Jie Zhang, Hongyang Chen, Dejing Dou, and Cheng-Zhong Xu, “SenseMag: Enabling Low-Cost Traffic Monitoringusing Non-invasive Magnetic Sensing,” to appear, IEEE Internet of Things Journal. 

[3]Zhu Xiao, Hui Xiao, Wenjie Chen, Hongyang Chen, Amelia C. Regan, and Hongbo Jiang,“Exploring Human Mobility Pattern and Travel Behavior: A Focus on Private Cars,” to appear, IEEE Intelligent Transportation Systems Magazine.

[4]Vincent Havyarimana, Zhu Xiao, Jing Bai, Pierre Claver Bizimana, Hongyang Chen, and Licheng Jiao, “Achieving Reliable Inter-Vehicle Positioning based on Redheffer Weighted Least Squares Model under Multi-GNSS Outages,” to appear, IEEE Transactions on Cybernetics 

[5]Zhu Xiao, Yanxun Chen, Mamoun Alazab, and Hongyang Chen, Trajectory Data Acquisition via Private Car Positioning Based on GPS/OBD Integration in Urban Environments, to appear, IEEE Transactions on Intelligent Transportation Systems

[6]Zhu Xiao, Yanxun Chen, Mamoun Alazab, and Hongyang Chen, Trajectory Data Acquisition via Private Car Positioning Based on Tightly-coupled GPS/OBD Integration in Urban Environments, to appear, IEEE Transactions on Intelligent Transportation Systems

[7]Zhu Xiao, Hui Fang, Hongbo Jiang, Jing Bai, Vincent Havyarimana, and Hongyang Chen. Understanding Urban Area Attractiveness Based on Private Car Trajectory Data Using a Deep Learning Approach. to appear, IEEE Transactions on Intelligent Transportation Systems, 2021.

[8]Yongnan Liu, Xin Guan, Yu Peng, Hongyang Chen, Tomoaki Ohtsuki, and Zhu Han, Based Task Offloading for Edge Computing on Low-Quality Data via Distributed Learning in the Internet of Energy, to appear, IEEE Journal on Selected Areas in Communications （CCF-A）

[9]Zhu Xiao, Hui Fang, Hongbo Jiang, Jing Bai, Vincent Havyarimana, and Hongyang Chen, Understanding Private Car Aggregation Effect via Spatio-temporal Analysis of Trajectory Data, to appear, IEEE Transactions on Cybernetics 

Network and Artificial Intelligence

[1]Dawei Fang, Xin Guan, Yu Peng, Hongyang Chen, Tomoaki Ohtsuki, and Zhu Han, “Distributed Deep Reinforcement Learning for Renewable Energy Accommodation Assessment with Communication Uncertainty in Internet of Energy,” IEEE Internet of Things Journal, Dec. 2020.

[2]Yan Huang, Xin Guan, Hongyang Chen, Yi Liang, Shanshan Yuan, Tomoaki Ohtsuki "Risk Estimation of Embedded Sensors Based Private Information Inference in the Era of Advanced Computational Intelligence," IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 4, no. 3, pp. 265-275, June 2020

[3]Zhengming Zhang, Hongyang Chen, Meng Hua, Chunguo Li, Yongming Huang, Luxi Yang, “Double Coded Caching in Ultra Dense Networks: Caching and Multicast Scheduling via Deep Reinforcement Learning,” IEEE Transactions on Communications, vol. 68, no. 2, pp. 1071-1086, Feb. 2020.

[4]Jinle Zhu, Qiang Li, Li Hu, Hongyang Chen, and Nirwan Ansari, “Machine Learning-based Signal Detection for PMH Signals in Load-modulated MIMO System,” IEEE Transactions on Wireless Communications, Feb. 2021.

[5]Hongyang Chen, Fauzia Ahmad, Sergiy Vorobyov, and Fatih Porikli, “ Tensor Decompositions in Wireless Communications and MIMO Radar,” IEEE Journal of Selected Topics in Signal Processing, Feb. 2021

New-Generation Wireless Communication and Network Technology

[1]Chen Wang, Hongyang Chen, Qinye Yin, Ang Feng, and Andreas Molisch, “Multi-user Two-Way Relay Networks with Distributed Beamforming,” IEEE Transactions on Wireless Communications, Vol. 10. No. 10, pp. 3460-3471, Oct. 2011.

[2]Yubo Li, Qinye Yin, Li Sun, Hongyang Chen, and Huiming Wang, “A Channel Quality Metric in Opportunistic Selection with Outdated CSI over Nakagami-m Fading Channels,” IEEE Transactions on Vehicular Technology, vol. 61, no. 3, pp. 1427-1432, March. 2012.

[3]Jinle Zhu, Zhiqiang Wang, Qiang Li, Hongyang Chen, Nirwan Ansari, “Mitigating Intended Jamming in mmWave MIMO by Hybrid Beamforming,” IEEE Wireless Communications Letters, vol. 8, no. 6, pp. 1617-1620, Dec. 2019.

[4]Zhu Xiao, Xingxia Dai, Hongbo Jiang, Dong Wang, Hongyang Chen, Liang Yang, and Fanzi Zeng, “Vehicular Task Offloading via Heat-Aware MEC Cooperation Using Game-Theoretic Method,” IEEE Internet of Things Journal, vol. 7, no. 3, pp. 2038-2052, Mar. 2020.

[5]Li Chen, Wenwen Chen, Bin Wang, Xin Zhang, Hongyang Chen, and Dacheng Yang, “System-Level Simulation Methodology and Platform for Mobile Cellular Systems,” IEEE Communications Magazine, vol. 49, no. 7, pp. 148-155, Jul. 2011.

[6]Zhengmin Kong, Jing Song, Chao Wang, Hongyang Chen, Lajos Hanzo, “Hybrid Analog-Digital Precoder Design for Securing Cognitive Millimeter Wave Networks,” IEEE Transactions on Information Forensics and Security, Nov. 2020. 

[7]Bin Liu, Fengyuan Ren, Junyang Shen, and Hongyang Chen, “Advanced Self-Correcting Time Synchronization in Wireless Sensor Networks,” IEEE Communications Letters, vol. 14, no. 4, pp. 309-311, Apr. 2010.

[8]Gang Wang, Hongyang Chen, Youming Li, and Ming Jin, “On Received-Signal-Strength Based Localization with Unknown Transmit Power and Path Loss Exponent,” IEEE Wireless Communications Letters, vol. 1, no. 5, pp. 536-539, Oct. 2012.

[9]Chao Wang, Zan Li, Tong-Xing Zheng, Hongyang Chen, Gen-Xiang Xia, “Robust Hybrid Precoding Design for Securing Millimeter Wave IoT Networks Under Secrecy Outage Constraint,” IEEE Internet of Things Journal, Feb. 2021.

[10]Zhaoming Ding, Lianfeng Shen, Hongyang Chen, Feng Yan, Nirwan Ansari, “Energy-Efficient Relay Selection based Dynamic Routing Algorithm for IoT-Oriented Software-Defined WSNs,” IEEE Internet of Things Journal, vol. 7, no. 9, pp. 9050-9065, Sep. 2020.

[11]Pei Huang, Hongyang Chen, Guoliang Xing, and Yongdong Tan, “SGF: A State-Free Gradient-Based Forwarding Protocol for Wireless Sensor Networks,” ACM Transactions on Sensor Networks (TOSN), vol.5, no.2, pp. 1-25, Mar. 2009.

Signal Processing and Data Analysis

[1]Hongyang Chen, Qingjiang Shi, Rui Tan, Harold Vincent Poor, and Kaoru Sezaki, “Mobile Element Assisted Cooperative Localization for Wireless Sensor Networks with obstacles,” IEEE Transactions on Wireless Communications, vol. 9, no. 3, pp. 956-963, Mar. 2010.

[2]Qingjiang Shi, Chen He, Hongyang Chen, and Lingge Jiang, “Distributed Wireless Sensor Network Localization via Sequential Greedy Optimization Algorithm,” IEEE Transactions on Signal Processing, vol. 58, no. 6, pp. 3328-3340, Jun. 2010.

[3]Chen Wang, Qinye Yin, and Hongyang Chen, “Robust Chinese Remainder Theorem Ranging Method Based on Dual-Frequency Measurements,” IEEE Transactions on Vehicular Technology, Vol. 60. No. 8, pp. 4094-4099, Oct. 2011.

[4]Weile Zhang, Qinye Yin, Hongyang Chen, Feifei Gao, and Nirwan Ansari, “Distributed Angle Estimation for Localization in Wireless Sensor Networks”, IEEE Transactions on Wireless Communications, vol. 12, No. 2, pp. 527-537, Feb. 2013.

[5]Bin Liu, Hongyang Chen, Ziguo Zhong, and Harold Vincent Poor, “Asymmetrical Round Trip Based Synchronization-free Localization in Large-scale Underwater Sensor Networks,” IEEE Transactions on Wireless Communications, vol. 9, no. 11, pp 3532-3542, Nov. 2010.

[6]Dong Wang, Jiaojiao Fan, Zhu Xiao, Hongbo Jiang, Hongyang Chen, Fanzi Zeng, Keqin Li, “Stop-and-Wait: Discover Aggregation Effect Based on Private Car Trajectory Data,” IEEE Transactions on Intelligent Transportation Systems, vol. 20, no. 10, pp. 3623-3633, Oct. 2019.

[7]Jie Chen, Zhu Xiao, Dong Wang, Daiwu Chen, Vincent Havyarimana, Jing Bai, and Hongyang Chen, “Towards Opportunistic Compression and Transmission for Private Car Trajectory Data Collection,” IEEE Sensors Journal, vol. 19, no. 5, pp. 1925-1935, 2019

[8]Zhu Xiao, Shenyuan Xu, Tao Li, Hongbo Jiang, Rui Zhang, Amelia Regan, and Hongyang Chen, “On Extracting Regular Travel Behavior of Private Cars Based on Trajectory Data Analysis,” IEEE Transactions on Vehicular Technology, vol. 69, no. 12, pp. 14537-14549, Dec. 2020.

[9]Zichao Dai, Gang Wang, and Hongyang Chen, “Sensor Selection for TDOA-Based Source Localization Using Angle and Range Information,” to appear, IEEE Transactions on Aerospace and Electronic Systems.

[10]Gang Wang, Hongyang Chen, Youming Li, Nirwan Ansari, “NLOS Error Mitigation for TOA-Based Localization via Convex Relaxation,” IEEE Transactions on Wireless Communications, vol. 13, no. 8, pp. 4119-4131, Aug. 2014.

[11]Sangsha Fang, Hongyang Chen, Zahid Khan, and Pingzhi Fan, “On the Content Delivery Efficiency of NOMA Assisted Vehicular Communication Networks with Delay Constraints,” IEEE Wireless Communications Letters, vol. 9, no. 6, pp. 847-850, Jun. 2020.

[12]Sangsha Fang, Hongyang Chen, Zahid Khan, and Pingzhi Fan, “Stochastic Delay Guarantee of Wireless Dual-Hop Networks with Interference-Limited Relay,” IEEE Wireless Communications Letters, vol. 10, no. 1, pp. 68-71, Jan. 2021.

[13]Yinghao Sun, Shuli Yang, Gang Wang, and Hongyang Chen, “Robust RSS-Based Source Localization with Unknown Model Parameters in Mixed LOS/NLOS Environments”, to appear, IEEE Transactions on Vehicular Technology.

[14]Hongyang Chen, Gang Wang, Zizuo Wang, Hing-Cheung So, and Harold Vincent Poor, “Non-line-of-sight Node Localization Based on Semi-Definite Programming in Wireless Sensor Networks,” IEEE Transactions on Wireless Communications, vol.11, no. 1, pp. 108-116, Jan. 2011.

[15]Fuyi Huang, Jiashu Zhang, Sheng Zhang, Hongyang Chen, and H. Vincent Poor, “Diffusion Bayesian Subband Adaptive Filters for Distributed Estimation Over Sensor Networks,” to appear, IEEE Transactions on Communications. 

[16]Sheng Zhang, Fenglian Zhang, Hongyang Chen, Ricardo Merched, and Ali H. Sayed, Frequency-Domain Diffusion Adaptation over Networks, to appear, IEEE Transactions on Signal Processing.