Publication
Google Scholar | DBLP
# denotes co-first author and * denotes corresponding author.
Books/Chapters
- GreenEdge: New Perspectives to Energy Management and Supply in Mobile Edge Computing
Guoming Tang, Deke Guo, Kui Wu
Springer, 2022. ISBN: 978-981-16-9689-3 - Mobile Networks and Management
Seng W Loke, Zhi Liu, Kien Nguyen, Guoming Tang, Zhen Ling
Springer, 2020. ISBN: 978-3-030-64001-9. (editor of MONAMI’20 proceeding) - Research Progress and Development Trends of Edge Computing
Deke Guo, Deze Zeng, Zichuan Xu, Zhihao Qu, Xiaohui Peng, Zhi Zhou, Xingzhou Zhang, Guoming Tang, Xu Chen, Baoliu Ye
China Machine Press, 2021. ISBN: 978-7-111-69379-6 (chapter of the China Computer Federation proceedings, in Chinese)
2024
- Towards Real-world Deployment of NILM Systems: Challenges and Practices
Junyu Xue, Yu Zhang, Xudong Wang, Yi Wang, Guoming Tang*
International Conference on Sustainable Computing and Communications (SustainCom), Nov. 2024. (Best Paper Award) - Rethinking Low-Carbon Edge Computing System Design with Renewable Energy Sharing
Hanlong Liao, Guoming Tang*, Deke Guo, Ruide Cao, Yi Wang
International Conference in Parallel Processing (ICPP), Gotland, Sweden, Aug. 2024. - SFCPlanner: An Online SFC Planning Approach With SRv6 Flow Steering
Changhao Qiu, Bangbang Ren, Lailong Luo, Guoming Tang, Deke Guo
IEEE Transactions on Network and Service Management (TNSM), Vol. 21, No. 4, pp. 4625-4638, 2024. - Taking Advantage of Mistakes: Rethinking Clustered Federated Learning for IoT Anomaly Detection
Jiamin Fan, Kui Wu, Guoming Tang, Yang Zhou, Shengqiang Huang
IEEE Transactions on Parallel and Distributed Systems (TPDS), Mar. 2024. DOI:10.1109/TPDS.2024.3379905. - EV-Assisted Computing for Energy Cost Saving at Edge Data Centers
Hanlong Liao, Guoming Tang*, Deke Guo, Kui Wu, Lailong Luo
IEEE Transactions on Mobile Computing (TMC), Jan. 2024. DOI:10.1109/TMC.2024.3358890. - Power Demand Reshaping Using Energy Storage for Distributed Edge Clouds
Dongyu Zheng, Lei Liu, Guoming Tang*, Yi Wang, Weichao Li
IEEE Transactions on Parallel and Distributed Systems (TPDS), Vol. 35, No. 2, 2024. - Why and How Lasagna Works: A New Design of Air-Ground Integrated Infrastructure
Peipei Chen, Lailong Luo, Deke Guo, Guoming Tang, Baokang Zhao, Yan Li, Xueshan Luo
IEEE Network, Jan. 2024. DOI:10.1109/MNET.2024.3350025.
2023
- DSG-BTra: Differentially Semantic-Generalized Behavioral Trajectory for Privacy-Preserving Mobile Internet Services
Guoying Qiu, Guoming Tang, Chuandong Li, Deke Guo, Yulong Shen, Yan Gan
IEEE Internet of Things Journal (IoT-J), Nov. 2023. DOI:10.1109/JIOT.2023.3336988. - Distributed BESS Scheduling for Power Demand Reshaping in 5G and Beyond Networks
Peng Qin, Guoming Tang*, Yang Fu, Yi Wang
IEEE Transactions on Green Communications and Networking (TGCN), Nov. 2023. DOI:10.1109/TGCN.2023.3332494. - Differentiated Location Privacy Protection in Mobile Communication Services: A Survey from the Semantic Perception Perspective
Guoying Qiu, Guoming Tang, Chuandong Li, Lailong Luo, Deke Guo, Yulong Shen
ACM Computing Surveys (CSUR), Aug. 2023. DOI:10.1145/3617589. - A Complete and Comprehensive Semantic Perception of Mobile Travelling for Mobile Communication Services
Guoying Qiu, Guoming Tang, Chuandong Li, Lailong Luo, Deke Guo, Yulong Shen
IEEE Internet of Things Journal (IoT-J), Aug. 2023. DOI:10.1109/JIOT.2023.3307478. - SFT-Box: an Online Approach for Minimizing the Embedding Cost of Multiple Hybrid SFCs
Xu Lin, Deke Guo, Yulong Shen, Guoming Tang, Bangbang Ren, Ming Xu
IEEE/ACM Transactions on Networking (TON), Vol. 31, No. 4, pp. 1463-1477, 2023. - Score-VAE: Root Cause Analysis for Federated Learning-based IoT Anomaly Detection
Jiamin Fan, Guoming Tang, Kui Wu, Zhengan Zhao, Yang Zhou, Shengqiang Huang
IEEE Internet of Things Journal (IoT-J), Jun. 2023. DOI:10.1109/JIOT.2023.3289814. - Behavioral-Semantic Privacy Protection for Continual Social Mobility in Mobile-Internet Services
Guoying Qiu, Guoming Tang, Chuandong Li, Deke Guo, Yulong Shen, Yan Gan
IEEE Internet of Things Journal (IoT-J), Jun. 2023. DOI:10.1109/JIOT.2023.3287644 - Two-Stage Coded Distributed Learning: A Dynamic Partial Gradient Coding Perspective
Xinghan Wang, Xiaoxiong Zhong, Jiahong Ning, Tingting Yang, Yuanyuan Yang, Guoming Tang, Fangming Liu
IEEE International Conference on Distributed Computing Systems (ICDCS), Hong Kong, China, Jul. 2023. - FedNILM: Applying Federated Learning to Collaborative NILM Applications
Yu Zhang, Guoming Tang*, Qianyi Huang, Yi Wang, Kui Wu, Keping Yu, Xun Shao
IEEE Transactions on Green Communications and Networking (TGCN), Vol. 7, No. 2, pp. 857-868, 2023. - HyEdge: A Cooperative Edge Computing Framework for Provisioning Private and Public Services
Siyuan Gu, Deke Guo, Guoming Tang, Lailong Luo, Yuchen Sun, Xueshan Luo
ACM Transactions on Internet of Things (TIOT), 2023. https://doi.org/10.1145/3585078.
2022
> Conferences
- Versatility-Performance Balanced Hardware Architecture for Scene Text Detection
Yao Xin, Guoming Tang, Donglong Chen, Rumin Zhang, Teng Liang, Ray C. C. Cheung
IEEE International Conference on Ubiquitous Intelligence and Computing (UIC), Haikou, Hainan, China, Dec. 2022. (Outstanding Paper Award) - More Behind Your Electricity Bill: a Dual-DNN Approach to Non-Intrusive Load Monitoring
Yu Zhang, Guoming Tang*, Qianyi Huang, Yi Wang, Hong Xu, Xudong Wang
IEEE International Conference on Cyber Physical and Social Computing (CPSCom), Espoo, Finland, Aug. 2022. - Investigating Low-Battery Anxiety of Mobile Users
Yu Zhang, Guoming Tang*, Qianyi Huang, Kui Wu, Yangjing Wu,Yi Wang
IEEE International Conference on Cyber Physical and Social Computing (CPSCom), Espoo, Finland, Aug. 2022. - EVSense: A Robust and Scalable Approach to Non-Intrusive EV Charging Detection
Xudong Wang, Guoming Tang*, Yi Wang, S. Keshav, Yu Zhang
ACM International Conference on Future Energy Systems (e-Energy), Oldenburg, Germany, Jun. 2022.
> Journals
- FPGA-based Updatable Packet Classification using TSS-combined Bit-selecting Tree
Yao Xin, Wenjun Li, Guoming Tang, Tong Yang, Xiaohe Hu, Yi Wang
ACM/IEEE Transactions on Networking (TON), Vol. 30, No. 6, pp. 2760-2775, 2022. - Learning Based Energy Efficient Task Offloading for Vehicular Collaborative Edge Computing
Peng Qin, Yang Fu, Guoming Tang*, Xiongwen Zhao, Suiyan Geng
IEEE Transactions on Vehicular Technology (TVT), Vol. 71, No. 8, pp. 8398-8413, 2022. - BESS Aided Reconfigurable Energy Supply using Deep Reinforcement Learning for 5G and Beyond
Hao Yuan, Guoming Tang*, Deke Guo, Kui Wu, Xun Shao, Keping Yu, Wei Wei
IEEE Transactions on Green Communications and Networking (TGCN), Vol. 6, No. 2, pp. 669-684, 2022. - EdgeSaver: Edge-Assisted Energy-Aware Mobile Video Streaming for User Retention Enhancement
Hanlong Liao, Guoming Tang*, Deke Guo, Kui Wu, Yangjing Wu
IEEE Internet of Things Journal (IoT-J), Vol. 9, No. 9, pp. 6550-6562, 2022. - Modelling and Alleviating Low-Battery Anxiety for Mobile Users in Video Streaming Services
Guoming Tang, Kui Wu, Yangjing Wu, Huan Wang, Guangwu Qian
IEEE Internet of Things Journal (IoT-J), Vol. 9, No. 7, pp. 5065-5079, 2022. - Optimal Embedding of Aggregated Service Function Tree
Bangbang Ren, Deke Guo, Guoming Tang, Lailong Luo, Tao Chen, Xiaoming Fu
IEEE Transactions on Parallel and Distributed Systems (TPDS), Vol. 33, No. 10, pp. 2584-2596, 2022. - A Profit-aware Coalition Game for Cooperative Content Caching at the Network Edge
Rui Wu, Guoming Tang*, Tao Chen, Deke Guo, Lailong Luo, Wenjie Kang
IEEE Internet of Things Journal (IoT-J), Vol. 9, No. 2, pp. 1361-1373, 2022. - Optimal Deployment of SRv6 to Enable Network Interconnection Service
Bangbang Ren, Deke Guo, Yali Yuan, Guoming Tang, Weijun Wang, Xiaoming Fu
ACM/IEEE Transactions on Networking (TON), Vol. 30, No. 1, pp. 120-133, 2022.
2021
> Conferences
- Personalized QoE Optimization With Edge-Aided Video Enhancement Services
Hanlong Liao, Guoming Tang*, Teng Liang, Longguang Wang, Deke Guo
IEEE High Performance Computing and Communications (HPCC), Haikou, Hainan, China, Dec. 2021. - NDN in Large LEO Satellite Constellations: A Case Study of Consumer Mobility Support
Teng Liang, Zhongda Xia, Guoming Tang, Yu Zhang, Beichuan Zhang
ACM Conference on Information-Centric Networking (ICN), Virtual Conference, Sept. 2021. - SRUF: Low-Latency Path Routing with SRv6 Underlay Federation in Wide Area Network
Bangbang Ren, Deke Guo, Guoming Tang, Weijun Wang, Lailong Luo, Xiaoming Fu
IEEE International Conference on Distributed Computing Systems (ICDCS), Virtual Conference, Jul. 2021. - Reusing Backup Batteries as BESS for Power Demand Reshaping in 5G and Beyond
Guoming Tang, Hao Yuan, Deke Guo, Kui Wu, Yi Wang
International Conference on Computer Communications (INFOCOM), Virtual Conference, May. 2021.
> Journals
- Towards Net-Zero Base Stations with Integrated and Flexible Power Supply in Future Networks
Hao Yuan#, Guoming Tang#, Teng Liang, Deke Guo, Yi Wang
IEEE Network, Vol. 35, No. 6, pp. 50-56, 2021. - Online Dispatching and Fair Scheduling of Edge Computing Tasks: a Learning-based Approach
Hao Yuan, Guoming Tang*, Xinyi Li, Deke Guo, Lailong Luo, Xueshan Luo
IEEE Internet of Things Journal (IoT-J), Vol. 8, No. 19, pp. 14985-14998, 2021. - PLVER: Joint Stable Allocation and Content Replication for Edge-assisted Live Video Delivery
Huan Wang, Guoming Tang*, Kui Wu, Jianping Wang
IEEE Transactions on Parallel and Distributed Systems (TPDS), Vol. 33, No. 1, pp. 218-230, 2021. - Joint Chain-Based Service Provisioning and Request Scheduling for Blockchain-Powered Edge Computing
Siyuan Gu, Xueshan Luo, Deke Guo, Bangbang Ren, Guoming Tang, Junjie Xie, Yuchen Sun
IEEE Internet of Things Journal (IoT-J), V0l. 8, No. 4, pp. 2135-2149, 2021. - Mobile Semantic-aware Trajectory for Personalized Location Privacy Preservation
Guoying Qiu, Deke Guo, Yulong Shen, Guoming Tang, Sheng Chen
IEEE Internet of Things Journal (IoT-J), Vol. 8, No. 21, pp. 16165-16180, 2021. - Measuring Maximum Urban Capacity of Taxi-based Logistics
Yueyue Chen, Deke Guo, Ming Xu, Guoming Tang, Geyao Cheng
IEEE Transactions on Intelligent Transportation Systems (TITS), Vol. 22, No. 10, pp. 6449-6459, 2021.
2020
> Conferences
- AI-Aided Game: Enhancing Defense Performance of Scale-Free Network via Deep Reinforcement Learning
Ziyue Lu, Guoming Tang*, Baochao Chen, Bangbang Ren, Sheng Chen, Deke Guo
IEEE High Performance Computing and Communications (HPCC), Virtual Conference, Dec. 2020. - ShiftGuard: Towards Reliable 5G Network by Optimal Backup Power Allocation
Guoming Tang, Yi Wang, Hongyu Lu
IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Virtual Conference, Nov. 2020. - Alleviating Low-Battery Anxiety of Mobile Users via Low-Power Video Streaming
Guoming Tang, Kui Wu, Deke Guo, Yi Wang, Huan Wang
IEEE International Conference on Distributed Computing Systems (ICDCS), Virtual Conference, Jul. 2020. - SmartSharing: A CDN with Smart Contract-based Local OTT Sharing
Jamin Fan, Kui Wu, Daming Liu, Guoming Tang
IFIP Networking Conference, Poster Paper, June, 2020. - Rldish: Edge-Assisted QoE Optimization of HTTP Live Streaming with Reinforcement Learning
Huan Wang, Kui Wu, Jianping Wang, Guoming Tang
IEEE International Conference on Computer Communications (INFOCOM), Virtual Conference, 2020.
> Journals
- Joint Optimization of VNF Placement and Flow Scheduling in Mobile Core Network
Bangbang Ren, Siyuan Gu, Deke Guo, Guoming Tang, Xu lin
IEEE Transactions on Cloud Computing (TCC), 2020. DOI: 10.1109/TCC.2020.3004301. - Edge Federation: Towards an Integrated Service Provisioning Model
Xiaofeng Cao, Guoming Tang, Deke Guo, Yan Li, Weiming Zhang
ACM/IEEE Transactions on Networking (TON), Vol. 28, No. 3, pp. 1558-2566, 2020. - QoS Guaranteed Edge Cloud Resource Provisioning for Vehicle Fleets
Guoming Tang, Deke Guo, Kui Wu, Fang Liu, Yudong Qin
IEEE Transactions on Vehicular Technology (TVT), Vol. 69, No. 6, pp. 5889-5900, 2020. - PPtaxi: A Non-stop Package Delivery via Multi-hop Ridesharing
Yueyue Chen, Deke Guo, Ming Xu, Guoming Tang, Tongqing Zhou, Bangbang Ren
IEEE Transactions on Mobile Computing (TMC), Vol. 19, No. 11, pp. 2684-2698, 2020. - Argumentation based Reinforcement Learning for Meta-knowledge Extraction
Junyi Xu, Li Yao, Le Li, Ming Ji and Guoming Tang
Information Science, Vol. 506, pp. 258-272, 2020.
2019
- A Survey on Edge Computing Systems and Tools
Fang Liu, Guoming Tang, Youhuizi Li, Zhiping Cai, Xingzhou Zhang, Tongqing Zhou
Proceedings of the IEEE (PIEEE), Vol. 107, No.8, pp. 1537-1562, 2019. - Tapping the Knowledge of Dynamic Traffic Demands for Optimal CDN Design
Guoming Tang, Huan Wang, Kui Wu, and Deke Guo
ACM/IEEE Transactions on Networking (TON), Vol. 27, No. 1, pp. 98-111, 2019. - Embedding Service Function Tree with Minimum Cost for NFV Enabled Multicast
Bangbang Ren, Deke Guo, Yulong Shen, Guoming Tang, Xu Lin
IEEE Journal on Selected Areas in Communications (JSAC), Vol. 37, No. 5, pp. 1085-1097, 2019. - TIO: a VLC-enabled Hybrid Data Center Network Architecture
Yudong Qin, Deke Guo, Guoming Tang, Bangbang Ren
Tsinghua Science and Technology, Vol. 24, No. 4, pp.484-496, 2019.
Before 2019
> Conferences
- DAG-SFC: Minimize the Embedding Cost of SFC with Parallel VNFs
Xu Lin, Deke Guo, Yulong Shen, Guoming Tang, Bangbang Ren
International Conference on Parallel Processing (ICPP), Eugene, OR, USA, Aug. 2018. - Speeding up Multi-CDN Content Delivery via Traffic Demand Reshaping
Huan Wang, Guoming Tang*, Kui Wu, Jiamin Fan
IEEE International Conference on Distributed Computing Systems (ICDCS), Vienna, Austria, Jul. 2018. - Optimal Service Function Tree Embedding for NFV Enabled Multicast
Bangbang Ren, Deke Guo, Guoming Tang*, Xu Lin, Yudong Qin
IEEE International Conference on Distributed Computing Systems (ICDCS), Vienna, Austria, Jul. 2018. - When More May Not Be Better: Toward Cost-Efficient CDN Selection
Guoming Tang, Huan Wang, Kui Wu, Deke Guo, Chong Zhang
IEEE International Conference on Computer Communications (INFOCOM), Poster Paper, Honolulu, HI, Apr. 2018. - Virtual Machine Power Accounting with Shapley Value
Weixiang Jiang, Fangming Liu, Guoming Tang, Kui Wu, Hai Jin
IEEE International Conference on Distributed Computing Systems (ICDCS), Atlanta, GA, USA, Jun. 2017. - Rethinking CDN Design with Distributed Time-varying Traffic Demands
Guoming Tang, Kui Wu, Richard Brunner
IEEE International Conference on Computer Communications (INFOCOM), Atlanta, GA, USA, May. 2017. - A Framework for Occupancy-aided Energy Disaggregation
Guoming Tang, Kui Wu
ACM International Conference on Future Energy Systems (e-Energy), Poster Paper, Waterloo, OR, Canada, Jun. 2016. - Occupancy-aided Energy Disaggregation
Guoming Tang, Kui Wu
International Workshop on Non-Intrusive Load Monitoring (NILM), Vancouver, BC, Canada, May. 2016. - Zero-Cost, Fine-Grained Power Monitoring of Datacenters Using Non-Intrusive Power Disaggregation
Guoming Tang, Weixiang Jiang, Zhifeng Xu, Fangming Liu, Kui Wu
ACM/IFIP/USENIX Middleware Conference (Middleware), Vancouver, BC, Canada, Dec. 2015. - The Meter Tells You Are at Home! Non-Intrusive Occupancy Detection via Load Curve Data
Guoming Tang, Kui Wu, Jingsheng Lei, Weidong Xiao
IEEE International Conference on Smart Grid Communications (SmartGridComm), Miami, FL, USA, Nov. 2015. - Smart Saver: a Consumer-Oriented Web Service for Energy Disaggregation
Guoming Tang, Jie Chen, Cheng Chen, Kui Wu
IEEE International Conference on Data Mining (ICDM), Demo Paper, Shenzhen, China, Dec. 2014. - An Appliance-Driven Approach to Detection of Corrupted Load Curve Data
Guoming Tang, Kui Wu, Jian Pei, Jiuyang Tang, Jingsheng Lei
ACM International Conference on Information and Knowledge Management (CIKM), Shanghai, China, Nov. 2014. - A Simple Model-Driven Approach to Energy Disaggregation
Guoming Tang, Kui Wu, Jingsheng Lei, Jiuyang Tang
IEEE International Conference on Smart Grid Communications (SmartGridComm), Venice, Italy, Nov. 2014. - Semi-Intrusive Load Monitoring for Large-Scale Appliances
Guoming Tang, Kui Wu, Jingsheng Lei
International Workshop on Non-Intrusive Load Monitoring (NILM), Austin, TX, USA, Jun. 2014.
> Journals
- Bikeshare Pool Sizing for Bike-and-ride Multimodal Transit
Guoming Tang, Srinivasan Keshav, Lukasz Golab, Kui Wu
IEEE Transactions on Intelligent Transportation Systems (TITS), Vol. 19, No. 7, pp. 2279-2289, 2018. - Occupancy-aided Energy Disaggregation
Guoming Tang, Zhen Ling, Fengyong Li, Daquan Tang, Jiuyang Tang
Computer Networks (COMNET), Vol. 117, pp. 42-51, 2017. - NIPD: Non-Intrusive Power Disaggregation in Legacy Datacenters
Guoming Tang, Weixiang Jiang, Zhifeng Xu, Fangming Liu, Kui Wu
IEEE Transactions on Computers (TC), Vol. 66, No. 2, pp. 312-325, 2017. - A Data-centric Approach to Quality Estimation of Role Mining Results
Lijun Dong, Kui Wu, Guoming Tang
IEEE Transactions on Information Forensics & Security (TIFS), Vol. 11, No. 12, pp. 2678-2692, 2016. - MinNet: Toward More Intelligent Smart Home Energy Management Systems with Fewer Sensors
Jiuyang Tang, Guoming Tang, Kui Wu
International Journal of Sensor Networks (IJSNet), Vol. 20, No. 4, pp. 252-263, 2016. - A Distributed and Scalable Approach to Semi-Intrusive Load Monitoring
Guoming Tang, Kui Wu, Jingsheng Lei
IEEE Transactions on Parallel and Distributed Systems (TPDS), Vol. 27, No. 6, pp. 1553-1565, 2016. - A Simple and Robust Approach to Energy Disaggregation in the Presence of Outliers
Guoming Tang, Kui Wu, Jingsheng Lei
Sustainable Computing: Informatics and Systems (SUSCOM), Vol. 9, pp. 8-19, 2016. - SHARK: Sparse Human Action Recovery with Knowledge of Appliances and Load Curve Data
Guoming Tang, Kui Wu, Jingsheng Lei, Weidong Xiao
Cyber-Physical Systems (CPS), Vol. 1, Nos. 2-4, pp. 113-131, 2015. - From Landscape to Portrait: a New Approach for Outlier Detection in Load Curve Data
Guoming Tang, Kui Wu, Jingsheng Lei, Zhongqin Bi, Jiuyang Tang
IEEE Transactions on Smart Grid (TSG), Vol. 5, No. 4, pp. 1764-1773, 2014.
PhD Dissertation
- Data-driven Approaches to Load Modeling and Monitoring in Smart Energy Systems
Guoming Tang, University of Victoria, BC, Canada, Jan. 2017.
Governor General’s Gold Medal Nomination by CS Dept. of University of Victoria