K.B. Huang
B.Eng., M.Eng. (National University of Singapore), Ph.D. (UT Austin).Email:
Web: https://www.eee.hku.hk/~wirelesslab/
Tel.: 3917 8026
Office: CB 611
K.B. Huang
Associate ProfessorAssociate Head (Teaching and Learning)
Research Interests
Machine Learning and?Wireless CommunicationsEdge Learning
Mobile Edge Computing
Wireless Power Transfer
MIMO communications
Biography
Kaibin Huang received the B.Eng. and M.Eng. degrees from the National University of Singapore, and the Ph.D. degree from The University of Texas at Austin, all in electrical engineering. Presently, he is an Associate Professor and an Associate Head in the Dept. of Electrical and Electronic Engineering at The University of Hong Kong, Hong Kong. He used to be a faculty member in the Dept. of Applied Mathematics (AMA) at the Hong Kong Polytechnic University and the Dept. of EEE at Yonsei University, S. Korea. He received the IEEE Communication Society’s 2021 Best Survey Paper, 2019 Best Tutorial Paper, 2019 Asia–Pacific Outstanding Paper, 2015 Asia–Pacific Best Paper Award, and the best paper awards at IEEE GLOBECOM 2006 and IEEE/CIC ICCC 2018. He received the Outstanding Teaching Award from Yonsei University, South Korea, in 2011. He serves/served as the Publicity Co-chair for the IEEE Intl. Conference on Communications (ICC) 2023, the Lead Chair for the Wireless Communications Symposium of IEEE Globecom 2017 and the Communication Theory Symposium of IEEE GLOBECOM 2014, and the TPC Co-chair for IEEE PIMRC 2017 and IEEE CTW 2013. He is also an Executive Editor for IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, an Associate Editor for IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (JSAC), and an Area Editor for IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING. Previously, he served on the Editorial Board for IEEE WIRELESS COMMUNICATIONS LETTERS. He has guest edited special issues of IEEE JSAC, IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, and IEEE COMMUNICATIONS MAGAZINE. He is also a Distinguished Lecturer of both the IEEE Communications Society and IEEE Vehicular Technology Society. He has been named as a Highly Cited Researcher by the Clarivate Analytics in 2019-2021. He is an IEEE Fellow and a Research Fellow of Hong Kong Research Grants Council.
?
Selected Publications
2017-2021M. Chen, D. Gündüz, K. Huang, W. Saad, M. Bennis, A. V. Feljan, V. Poor, “Distributed Learning in Wireless Networks: Recent Progress and Future Challenges,” to appear in IEEE IEEE J. of Sel. Topics in Communications.
Z. Lin, X. Li, Y. Gong, V. K. N. Lau, and K. Huang, ”Deploying Federated Learning in Large-Scale Cellular Networks: Spatial Convergence Analysis,” to appear in IEEE Trans. on Wireless Communications.
B. Clerckx, K. Huang, L. R. Varshney, S. Ulukus, and M.-S. Alouini, “Wireless Power Transfer for Future Networks: Signal Processing, Machine Learning, Computing, and Sensing,” to appear in IEEE J. of Sel. Topics in Signal Processing.
Q. Zeng, Y. Du, and K. Huang, “Wirelessly Powered Federated Edge Learning: Optimal Tradeoffs Between Convergence and Power Transfer,” to appear in IEEE Trans. on Wireless Communications.
D. Wen, K. Jeon, M. Bennis, and K. Huang, “Adaptive Subcarrier, Parameter, and Power Allocation for Partitioned Edge Learning Over Broadband Channels,” to appear in IEEE Trans. on Wireless Communications.
Q. Zeng, Y. Du, K. Huang, and K. K. Leung, “Energy-Efficient Resource Management for Federated Edge Learning with CPU-GPU Heterogeneous Computing,” to appear in IEEE Trans. on Wireless Communications.
G. Zhu, J. Xu, K. Huang, S. Cui, “Over-the-Air Computing for Wireless Data Aggregation in Massive IoT”, to appear in IEEE Wireless Communications Magazine.
Q. Lan, Y. Du, P. Popovski and K. Huang, “Capacity of Remote Classification over Wireless Channels,” to appear in IEEE Trans. Commun.
Z. Liang, Y. Liu, T.-M. Lok, and K. Huang, “Multi-Cell Mobile Edge Computing: Joint Service Migration and Resource Allocation,” IEEE Trans. on Wireless Comm., 69, no. 7, pp. 4489-4503, July 2021
Z. Zhang, S.- Ko, R. Wang, and K. Huang, “Cooperative Multi-Point Vehicular Positioning Using Millimeter-Wave Surface Reflection”, IEEE Trans. on Wireless Comm., vol. 20, no. 4, pp. 2221-2236, Apr. 2021.
G. Zhu, Y. Du, D. Gunduz, and K. Huang, ”One-Bit Over-the-Air Aggregation for Communication-Efficient Federated Edge Learning: Design and Convergence Analysis”, IEEE Trans. on Wireless Comm., vol. 20, no. 3, pp. 2120-2135, Mar. 2021.
D. Liu, G. Zhu, J. Zhang, and K. Huang, “Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission,” IEEE Trans. on Wireless Comm., vol. 20, no. 1, pp. 406-420, Jan. 2021.
D. Liu, G. Zhu, J. Zhang, and K. Huang, “Data-Importance Aware User Scheduling for Communication-Efficient Edge Machine Learning”,EEE Trans. on Cognitive Commun. and Networking., vol. 7, no. 1, pp. 265-278, Mar. 2021.
X. Cao, G. Zhu, J. Xu, and K. Huang, “Optimal Power Control for Over-the-Air Computation in Fading Channels,” IEEE Trans. on Wireless Comm., vol. 19, no. 11, pp. 7498-7513, Nov. 2020.
J. Ren, Y. He, D. Wen, G. Yu, K. Huang, and D. Guo, “Scheduling for Cellular Federated Edge Learning with Importance and Channel Awareness,” IEEE Trans. on Wireless Comm., 19, no. 11, pp. 7690-7703, Nov. 2020.
D. Wen, M. Bennis, and K. Huang, ”Joint Parameter-and-Bandwidth Allocation for Improving the Efficiency of Partitioned Edge Learning,” IEEE Trans. on Wireless Comm., vol. 19, no. 12, pp. 8272-8286, 2020.
Y. Du, S. Yang, and K. Huang, ”High-Dimensional Stochastic Gradient Quantization for Communication-Efficient Edge Learning”, IEEE Trans. on Signal Processing, vol. 68, pp. 2128-2142, Mar. 2020.
G. Zhu, D. Liu, Y, Du, C. You, J. Zhang, and K. Huang, “Toward an Intelligent Edge: Wireless Communication Meets Machine Learning”,IEEE Communications Magazine, vol. 58, no. 1, pp. 19-25, Jan. 2020.
G. Zhu and K. Huang, “Broadband Analog Aggregation for Low-Latency Federated Edge Learning,” IEEE Trans. on Wireless Comm., vol. 19, no. 1, pp. 491-506, Jan. 2020.
S. Huang, S. Wang, R. Wang, M. Wen, and K. Huang, ”Reconfigurable Intelligent Surface Assisted Mobile Edge Computing with Heterogeneous Learning Tasks,” IEEE Trans. on Cognitive Commun. and Networking, vol. 7, no. 2, pp. 369-382, June 2021.
S.-W. Ko, H. Chae, K. Han, S. Lee, D.-W., Seo, and K. Huang, “V2X-Based Vehicular Positioning: Opportunities, Challenges, and Future Directions,” IEEE Wireless Communications, vol. 28, no. 2, pp. 144-151, April 2021.
X. Cao, G. Zhu, J. Xu, K. Huang, “Cooperative Interference Management for Over-the-Air Computation Networks,” IEEE Trans. on Wireless Comm., vol. 20, no. 4, pp. 2634-2651, Apr. 2021.
J. Shiraishi, H. Yomo, K. Huang, C. Stefanovic, and P. Popovski, “Content-based Wake-up for Top-k Query in Wireless Sensor Networks”, IEEE Trans. on Green Comm. and Networking, no. 1, vol. 5, pp. 362-377, Mar. 2021
Juan Wen, Min Sheng, Jiandong Li, Kaibin Huang, “Assisting for Intelligent Wireless Networks with Traffic Prediction: Exploring and Exploiting Predictive Causality in Wireless Traffic,” IEEE Commun. Magazine, 58, no. 6, pp. 26-31, June 2020.
X. Li, G. Zhu, K. Shen, Y. Wei, Y. Gong, and K. Huang, “Joint Annotator-and-Spectrum Allocation in Wireless Networks for Crowd Labelling,” IEEE Trans. on Wireless Comm., no. 9, vol. 19, pp. 6116-6129, Sep. 2020.
Q. Lan, B. Lv, R. Wang, K. Huang, and Y. Gong, “Adaptive Video Streaming for Massive MIMO Networks via Approximate MDP and Reinforcement Learning,” IEEE Trans. on Wireless Comm., no. 9, vol. 19, pp. 5716-5731, Sep. 2020.
Q. L, H. S. Kang, and K. Huang, “Simultaneous Signal-and-Interference Alignment for Two-Cell Over-the-Air Computation”, IEEE Wireless Communications Letters, 9, no. 9, pp. 1342-1345, Sept. 2020.
S. Huang, B. J. Lyu, R. Wang, and K. Huang, “Scheduling for Mobile Edge Computing with Random User Arrivals – An Approximate MDP and Reinforcement Learning Approach”, IEEE Trans. on Veh. Technology, vol. 69, no. 7, pp. 7735-7750, July 2020.
S. Ko, K. Han, and K. Huang, “Wireless Networks for Mobile Edge Computing: Spatial Modelling and Latency Analysis”, IEEE Trans. on Wireless Commun., vol. 17, no. 8, pp. 5225-5240, 2018.
S. Wang, M. Xia, K. Huang and Y.-C. Wu, “Wirelessly Powered Two-Way Communication With Nonlinear Energy Harvesting Model: Rate Regions Under Fixed and Mobile Relay,” IEEE Trans. on Wireless Commun., no. 12, vol. 16, pp. 8190-8204, 2017.
J. Wen, K. Huang, Y. Sheng, and V. Li “Cache-Enabled Heterogeneous Cellular Networks: Optimal Tier-Level Content Placement”, vol. 16, no. 9, pp. 5939-5952, IEEE Trans. on Wireless Commun, 2017.
C. You, K. Huang, H. Chae and B. Kim, “Energy-Efficient Resource Allocation for Mobile-Edge Computation Offloading”, vol. 16, no. 3, pp. 1397-1411, IEEE Trans. on Wireless Commun., 2017.
M. Chen, Y. Hao, K. Huang, V. K. N. Lau, S. Mao, and J. Song, “Green and Mobility-aware Caching in 5G Networks”, IEEE Trans. on Wireless Commun., no. 12, vol. 16, pp. 8347-8361, 2017.
Y. Mao, C. You, J. Zhang, K. Huang, K. B. Letaief, “A Survey on Mobile Edge Computing: The Communication Perspective”, IEEE Commun. Surveys & Tutorials, vol. 19, no. 4, pp. 2322-2358, 2017.
K. Han and K. Huang, “Wirelessly Powered Backscatter Communication Networks: Modeling, Coverage and Capacity”, IEEE Trans. on Wireless Commun., vol. 16, no. 4, pp. 2548-2561, 2017.
C. You, K. Huang and H. Chae, “Energy Efficient Mobile Cloud Computing Powered by Wireless Energy Transfer”, IEEE J. Sel. Areas in Commun., vol. 34, no. 5, pp 1757-1771, May 2016.
K. Huang and Xiangyun Zhou, “Cutting Last Wires for Mobile Communication by Microwave Power Transfer”, IEEE Communications Magazine, vol. 53, no. 6, pp. 86-93, June 2015.
K. Huang and V. K. N. Lau, “Enabling Wireless Power Transfer in Cellular Networks: Architecture, Modeling and Deployment”, IEEE Trans. on Wireless Comm., vol. 13, no. 2, pp. 902-912, 2014.
D. Wen and Kaibin Huang, “Reduced-Dimension Design of MIMO Over-the-Air Computing for Data Aggregation in Clustered IoT Networks”, IEEE Trans. on Wireless Comm., vol. 18, no. 11, pp. 5255-5268, Nov. 2019.
Zezu Liang, Yuan Liu, Tat-Ming Lok, K. Huang, “Multiuser Computation Offloading and Downloading for Edge Computing with Virtualization”, IEEE Trans. on Wireless Comm., vol. 18, no. 9, pp. 4298-4311, 2019.
G. Zhu and K. Huang, “MIMO Over-the-Air Computation for High-Mobility Multi-Modal Sensing”, IEEE Internet of Things Journal, vol.6, no. 4, pp. 6089 – 6103, Aug. 2019.
X. Li, G. Zhu, Y. Gong, and K. Huang, “Wirelessly Powered Data Aggregation for IoT via Over-the-Air Functional Computation: Beamforming and Power Control,” IEEE Trans. on Wireless Comm., vol. 18, no. 7, pp. 3437 – 3452, July 2019.
Z. Zhang, Y. Li, R. Wang, and K. Huang, “Rate Adaptation for Downlink Massive MIMO Networks and Underlaid D2D Links: A Reinforcement Learning Approach,” IEEE Trans. on Wireless Commun., vol. 18 , no. 3 , pp. 1819 – 1833, Mar. 2019.
Y. Du and K. Huang, “Fast Analog Transmission for High-Mobility Wireless Data Acquisition in Edge Learning”, IEEE Wireless Comm. Letters, vol. 8 , no. 2 , pp. 468 – 471, April 2019.
K. Han, K. Huang, R. W. Heath Jr., “Connectivity and Blockage Effects in Millimeter-Wave Air-To-Everything Networks”, IEEE Wireless Comm. Letters, vol. 8 , no. 2, pp. 388 – 391, April 2019.
S. Andreev, V. Petrov, K. Huang, M. A. Lema, and M. Dohler, “Dense Moving Fog for Intelligent IoT: Key Challenges and Opportunities,” IEEE Commun. Magazine, vol. 57 , no. 5, pp. 34 – 41, May 2019.
Y. Tao, C. You, P. Zhang, and K. Huang, ”Stochastic Control of Computation Offloading to a Helper with a Dynamically loaded CPU.” IEEE Trans. on Wireless Commun., vol. 18, no. 2, pp. 1247-1262, Feb. 2019.
Y. Du, G. Zhu, J. Zhang, and K. Huang, “Automatic Recognition of Space-Time Constellation by Learning on the Grassmann Manifold”, IEEE Trans. on Signal Processing, vol. 66, no. 22, pp. 6031-6046, 2018.
X. Li, C. You, S. Andreev, Y. Gong, and K. Huang, “Wirelessly Powered Crowd Sensing: Joint Power Transfer, Sensing, Compression, and Transmission”, IEEE J. Sel. Areas in Commun., vol. 37, no. 2, pp. 391 – 406, 2019.
C. You, Y. Zeng, R. Zhang and and K. Huang, “Asynchronous Computation Offloading: Energy Efficient Resource Management”, IEEE Trans. on Wireless Commun., vol. 17, no. 11, pp. 7590-7605, 2018.
C. You and K. Huang, “Exploiting Non-Causal CPU-State Information for Energy-Efficient Mobile Cooperative Computing,” IEEE Trans. on Wireless Commun., vol. 17, no. 6, pp. 4104 – 4117, 2018.
K. Han, K. Huang, Y. Cui, and Y. Wu “The Connectivity of Millimeter-Wave Networks in Urban Environments Modeled Using Random Lattices”, IEEE Trans. on Wireless Commun., vol. 17, no. 5, pp. 3357-3372, 2018.
G. Zhu, S. Ko, K. Huang, “Inference from Randomized Transmissions by Many Backscatter Sensors”, IEEE Trans. on Wireless Commun., vol. 17, no. 5, pp. 3111-3127, 2018.
J. Wen, M. Sheng, K. Huang, J. Li, “Effects of Base-Station Spatial Interdependence on Interference Correlation and Network Performance” IEEE Trans. on Commun., Vol. 66, No. 7, pp. 3092 – 3107, 2018.
D. Liu and K. Huang, “Mitigating Interference in Content Delivery Networks by Spatial Signal Alignment: The Approach of Shot-Noise Ratio,” IEEE Trans. on Wireless Commun., vol. 17, no. 4, pp. 2305-2318, 2018.
C. Yang, B. Xia, W. Xie, K. Huang, Y. Yao, and Y. Zhao, “Interference Cancellation at Receivers in Cache-Enabled Wireless Networks,” IEEE Trans. Vehicular Tech., no. 1, vol. 67, pp. 842-846, 2018.
O. Galinina, K. Mikhaylov, K. Huang, S. Andreev, and Y. Koucheryavy, “Wirelessly Powered Urban Crowd Sensing over Wearables: Trading Energy for Data”, IEEE Wireless Communizations, vol. 25, no. 2, pp. 120-149, 2018.
G. Zhu, K. Huang, V. Lau, B. Xia, X. Li and S. Zhang, “Hybrid beamforming via the kronecker decomposition for the millimeter-wave massive MIMO systems”, IEEE J. Sel. Areas in Comm., vol. 35, no. 9, pp. 2097-2114, 2017.
W. Liu, K. Huang, X. Zhou, and S. Durrani “Full-Duplex Backscatter Interference Networks Based on Time-Hopping Spreading Spectrum”, IEEE Trans. on Wireless Commun., vol. 16, no. 7, 2017.
L. Mucchi, L. Ronga, X. Zhou, K. Huang, Y. Chen, and R. Wang, “A New Metric for Measuring the Security of an Environment: The Secrecy Pressure”, IEEE Trans. on Wireless Commun., vol. 16, no. 5, pp. 3416-3430, 2017.
S. Ko, K. Huang, S.-L. Kim and H. Chae, “Live Prefetching for Mobile Computation Offloading”, IEEE Trans. on Wireless Commun., vol. 16, no. 5, pp. 3057-3071, 2017.
