唐志清 - 北京师范大学 - 自然科学高等研究院

个人简介

唐志清，男，现任北京师范大学珠海校区人工智能与未来网络研究院讲师。在上海交通大学计算机系获得工学博士学位。研究兴趣包括边缘计算、物联网、资源调度、容器调度等相关领域。已在高水平国际会议和期刊上发表论文 10 余篇，其中以第一作者/通信作者发表 CCF A 类论文 5 篇。 Education Shanghai Jiao Tong University (SJTU) Ph.D., Department of Computer Science and Engineering, 2015.09 - 2022.03 University of Electronic Science and Technology of China (UESTC) B.S., School of Information and Communication Engineering, 2011.09 - 2015.06 Employment Beijing Normal University (BNU) Assistant Professor, Advanced Institute of Natural Sciences, 2022.12 - Present University of Macau (UM) Postdoctoral Fellow, State Key Laboratory of Internet of Things for Smart City, 2022.07 - 2022.12 Beijing Normal University (BNU) Research Assistant, Institute of AI and Future Networks, 2020.10 - 2022.07 University of Macau (UM) Research Assistant, State Key Laboratory of Internet of Things for Smart City, 2018.07 - 2020.07

研究领域

边缘计算和物联网容器调度（容器放置、迁移、弹性伸缩等）资源调度（依赖任务调度、资源分配、超售等）边缘智能（人工智能在网络中的应用和优化）

近期论文

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Online Container Scheduling for Low-Latency IoT Services in Edge Cluster Upgrade: A Reinforcement Learning Approach Hanshuai Cui, Zhiqing Tang*, Jiong Lou, Weijia Jia* 2023 IEEE/CIC International Conference on Communications in China (ICCC), 2023, Accepted. [PDF] Energy-efficient Joint Task Assignment and Migration in Data Centers: A Deep Reinforcement Learning Approach Jiong Lou, Zhiqing Tang*, Weijia Jia* IEEE Transactions on Network and Service Management (TNSM), 2023, 20(2): 961 - 973. (JCR-Q2) [DOI][PDF] Pricing Model for Dynamic Resource Overbooking in Edge Computing Zhiqing Tang, Fuming Zhang, Xiaojie Zhou, Weijia Jia, Wei Zhao IEEE Transactions on Cloud Computing (TCC), 2023, 11(2): 1970 - 1984. (JCR-Q1) [DOI][PDF] Layer Dependency-aware Learning Scheduling Algorithms for Containers in Mobile Edge Computing Zhiqing Tang, Jiong Lou, Weijia Jia IEEE Transactions on Mobile Computing (TMC), 2023, 22(6): 3444 - 3459. (CCF-A) [DOI] [PDF] Efficient Container Assignment and Layer Sequencing in Edge Computing Jiong Lou, Hao Luo, Zhiqing Tang*, Weijia Jia*, Wei Zhao IEEE Transactions on Services Computing (TSC), 2023, 16(2): 1118 - 1131. (CCF-A) [DOI] [PDF] Startup-aware Dependent Task Scheduling with Bandwidth Constraints in Edge Computing Jiong Lou, Zhiqing Tang*, Weijia Jia*, Wei Zhao, Jie Li IEEE Transactions on Mobile Computing (TMC), 2023, Early Access. (CCF-A) [DOI][PDF] Cost-Effective Scheduling for Dependent Tasks with Tight Deadline Constraints in Mobile Edge Computing Jiong Lou, Zhiqing Tang*, Songli Zhang, Weijia Jia*, Wei Zhao, Jie Li IEEE Transactions on Mobile Computing (TMC), 2022, Early Access. (CCF-A) [DOI][PDF] Representation and Reinforcement Learning for Task Scheduling in Edge Computing Zhiqing Tang, Weijia Jia, Xiaojie Zhou, Wenmian Yang, Yongjian You IEEE Transactions on Big Data (TBD), 2022, 8(3): 795-808. (JCR-Q1) [DOI] [PDF] Efficient Instance Reuse Approach for Service Function Chain Placement in Mobile Edge Computing Songli Zhang, Weijia Jia, Zhiqing Tang, Jiong Lou, Wei Zhao Computer Networks (CN), 2022: 109010. (CCF-B) [DOI] [PDF] Dependent Task Offloading for Multiple Jobs in Edge Computing Zhiqing Tang, Jiong Lou, Fuming Zhang, Weijia Jia 2020 29th International Conference on Computer Communications and Networks (ICCCN). IEEE, 2020: 1-9. (CCF-C) [DOI] [PDF] WiFind: Driver fatigue detection with fine-grained Wi-Fi signal features Weijia Jia, Na Ruan, Hongjian Peng, Zhiqing Tang, Wei Zhao IEEE Transactions on Big Data (TBD), 2020, 6(2): 269-282. (JCR-Q1) [DOI] [PDF] Online Joint Scheduling of Delay-Sensitive and Computation-Oriented Tasks in Edge Computing Fuming Zhang, Zhiqing Tang, Jiong Lou, Weijia Jia 2019 15th International Conference on Mobile Ad-Hoc and Sensor Networks (MSN). IEEE, 2019: 303-308. (CCF-C) [DOI] [PDF] Migration Modeling and Learning Algorithms for Containers in Fog Computing Zhiqing Tang, Xiaojie Zhou, Fuming Zhang, Weijia Jia, Wei Zhao IEEE Transactions on Services Computing (TSC), 2019, 12(5): 712-725. (CCF-A) [DOI] [PDF] A Dynamic Resource Overbooking Mechanism in Fog Computing Fuming Zhang, Zhiqing Tang, Mincheng Chen, Xiaojie Zhou, Weijia Jia 2018 IEEE 15th International Conference on Mobile Ad Hoc and Sensor Systems (MASS). IEEE, 2018: 89-97. (CCF-C) [DOI] [PDF]

学术兼职

Teaching Assistant (助教)，上海交通大学计算机系，现代移动通信和计算 Research Assistant (助研) 期刊/会议审稿：IEEE Transactions on Services Computing, IEEE Internet of Things Journal, IEEE INFOCOM, IEEE ICDCS, ACM Journal of the ACM等