夏隽娟老师的研究方向为人工智能与泛在计算。主持了国家自然科学青年、广东省自然科学面上项目、广州市科技计划基础研究等课题，还主持了教育部重点实验室开放基金等课题，并参与了国家自然科学基金面上项目、广东省科技计划重大专项等课题的研究工作。在这些课题的支撑下，近年来对人工智能与泛在算力网络开展了深入的研究，研究成果以第一作者在IEEE Transactions on Communications、IEEE Transactions on Wireless Communications、IEEE Transactions on Vehicular Technology等国际顶级期刊上发表论文多篇。
E-mail: xiajunjuan@gzhu.edu.cn
Associate Professor Xia Junjuan's research direction is artificial intelligence and ubiquitous computing. She has presided over projects such as the National Natural Science Youth Program, Guangdong Provincial Natural Science General Project, and Guangzhou Science and Technology Plan Basic Research. She has also presided over projects such as the Open Fund of the Key Laboratory of the Ministry of Education, and participated in research work on projects such as the National Natural Science Foundation General Project and Guangdong Provincial Science and Technology Plan Major Special Project. Supported by these topics, in-depth research has been conducted on artificial intelligence and ubiquitous computing networks in recent years. The research results have been published as the first author in top international journals such as IEEE Transactions on Communications, IEEE Transactions on Wireless Communications, and IEEE Transactions on Vehicle Technology.
Some selected publications on IEEE Journals:
[1]Shunpu Tang, Lunyuan Chen, Ke He, Junjuan Xia, Lisheng Fan, Arumugam Nallanathan: Computational Intelligence and Deep Learning for Next-Generation Edge-Enabled Industrial IoT. IEEE Trans. Netw. Sci. Eng. 10(5): 2881-2893 (2023)
[2]Wenqi Zhou, Junjuan Xia, Fasheng Zhou, Lisheng Fan, Xianfu Lei, Arumugam Nallanathan, George K. Karagiannidis: Profit Maximization for Cache-Enabled Vehicular Mobile Edge Computing Networks. IEEE Trans. Veh. Technol. 72(10): 13793-13798 (2023)
[3]Xiazhi Lai, Junjuan Xia, Lisheng Fan, Trung Q. Duong, Arumugam Nallanathan: Outdated Access Point Selection for Mobile Edge Computing With Cochannel Interference. IEEE Trans. Veh. Technol. 71(7): 7445-7455 (2022)
[4]Shunpu Tang, Junjuan Xia, Lisheng Fan, Xianfu Lei, Wei Xu, Arumugam Nallanathan: Dilated Convolution Based CSI Feedback Compression for Massive MIMO Systems. IEEE Trans. Veh. Technol. 71(10): 11216-11221 (2022)
[5]Zichao Zhao, Junjuan Xia, Lisheng Fan, Xianfu Lei, George K. Karagiannidis, Arumugam Nallanathan: System Optimization of Federated Learning Networks With a Constrained Latency. IEEE Trans. Veh. Technol. 71(1): 1095-1100 (2022)
[6]Rui Zhao, Junjuan Xia, Zichao Zhao, Shiwei Lai, Lisheng Fan, Dong Li: Green MEC Networks Design Under UAV Attack: A Deep Reinforcement Learning Approach. IEEE Trans. Green Commun. Netw. 5(3): 1248-1258 (2021)
[7]Chao Li, Junjuan Xia, Fagui Liu, Dong Li, Lisheng Fan, George K. Karagiannidis, Arumugam Nallanathan: Dynamic Offloading for Multiuser Muti-CAP MEC Networks: A Deep Reinforcement Learning Approach. IEEE Trans. Veh. Technol. 70(3): 2922-2927 (2021)
[8]Wen Zhou, Ling Xing, Junjuan Xia, Lisheng Fan, Arumugam Nallanathan: Dynamic Computation Offloading for MIMO Mobile Edge Computing Systems With Energy Harvesting. IEEE Trans. Veh. Technol. 70(5): 5172-5177 (2021)
[9]Junjuan Xia, Lisheng Fan, Nan Yang, Yansha Deng, Trung Q. Duong, George K. Karagiannidis, Arumugam Nallanathan: Opportunistic Access Point Selection for Mobile Edge Computing Networks. IEEE Trans. Wirel. Commun. 20(1): 695-709 (2021)
[10]Junjuan Xia, Dan Deng, David Fan: A Note on Implementation Methodologies of Deep Learning-Based Signal Detection for Conventional MIMO Transmitters. IEEE Trans. Broadcast. 66(3): 744-745 (2020)
[11]Zichao Zhao, Rui Zhao, Junjuan Xia, Xianfu Lei, Dong Li, Chau Yuen, Lisheng Fan: A Novel Framework of Three-Hierarchical Offloading Optimization for MEC in Industrial IoT Networks. IEEE Trans. Ind. Informatics 16(8): 5424-5434 (2020)
[12]Junjuan Xia, Ke He, Wei Xu, Shengli Zhang, Lisheng Fan, George K. Karagiannidis: A MIMO Detector With Deep Learning in the Presence of Correlated Interference. IEEE Trans. Veh. Technol. 69(4): 4492-4497 (2020)
[13]Sotiris A. Tegos, Panagiotis D. Diamantoulakis, Junjuan Xia, Lisheng Fan, George K. Karagiannidis: Outage Performance of Uplink NOMA in Land Mobile Satellite Communications. IEEE Wirel. Commun. Lett. 9(10): 1710-1714 (2020)
[14]Zhenyu Na, Zheng Pan, Mudi Xiong, Junjuan Xia, Weidang Lu: Soft Decision Control Iterative Channel Estimation for the Internet of Things in 5G Networks. IEEE Internet Things J. 6(4): 5990-5998 (2019)
[15]Junjuan Xia, Lisheng Fan, Wei Xu, Xianfu Lei, Xiang Chen, George K. Karagiannidis, Arumugam Nallanathan: Secure Cache-Aided Multi-Relay Networks in the Presence of Multiple Eavesdroppers. IEEE Trans. Commun. 67(11): 7672-7685 (2019)
