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)

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2024

• 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.
• 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