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Huaming Wu (吴华明)
Associate Professor (英才副教授/特聘研究员)

Center for Applied Mathematics
Tianjin University, China
Address: No.92 Weijin Road, Nankai Dsitrict, Tianjin 300072, China
E-mail: whming@tju.edu.cn,  whming1986@gmail.com
URL: [Curriculum Vitae] [中文主页] [Google Scholar] [ResearchGate]
Top Peer Reviewer 2019 in [publons]

Research Interests

Education Background

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Research Interests:

Education Background:

Work Experience:


    Ongoing Projects:

    Completed Projects:


    Journal Papers:

  1. [TPDS] Huaming Wu*, William J. Knottenbelt, Katinka Wolter. An Efficient Application Partitioning Algorithm in Mobile Environments [PDF]. IEEE Transactions on Parallel and Distributed Systems, vol. 30, no. 7, pp. 1464 - 1480, 2019. (CCF: A类)
  2. [TC] Muhammed Tawfiqul Islam, Huaming Wu, Shanika Karunasekera, Rajkumar Buyya. SLA-based Scheduling of Spark Jobs in Hybrid-Cloud Environment. IEEE Transactions on Computers,accept, 2021.(CCF: A类)
  3. [TMC] Huaming Wu* and Katinka Wolter. Stochastic Analysis of Delayed Mobile Offloading in Heterogeneous Networks [PDF]. IEEE Transactions on Mobile Computing, vol. 17, no. 2, pp. 461-474, 2018. (CCF: A类)
  4. [TMC] Mohammad Goudarzi, Huaming Wu, Marimuthu Palaniswami, Rajkumar Buyya. An Application Placement Technique for Concurrent IoT Applications in Edge and Fog Computing Environments [PDF]. IEEE Transactions on Mobile Computing, vol. 20, no. 4, pp. 1298-1311, 2020. (CCF: A类)
  5. [TMC] Junqi Chen, Huaming Wu*, Huijun TangDAEE: Delay-Aware Energy-Efficient Online Offloading for 5G-based IoT-Edge Systems. IEEE Transactions on Mobile Computing, in revision. (CCF A)
  6. [TCC] Huaming Wu*, Yi Sun, Katinka Wolter. Energy-Efficient Decision Making for Mobile Cloud Offloading [PDF]. IEEE Transactions on Cloud Computing, vol. 8, no. 2, pp. 570-584, 2020. (中科院一区, ESI Highly Cited Paper)
  7. [TII] Xiaolong Xu, Bowen Shen, Xiaochun Yin, Mohammad Khosravi, Huaming Wu, Lianyong Qi, Shaohua Wan. Edge Server Quantification and Placement for Offloading Social Media Services in Industrial Cognitive IoV [PDF]. IEEE Transactions on Industrial Informatics , vol. 17, no. 4, pp. 2910-2918, April 2021. (中科院一区, IF=9.112)
  8. [TII] Li Liu, Yuemin Ding*, Xiaohui Li, Huaming Wu, Lantao Xing. A Container-driven Service Architecture to Minimize The Upgrading Requirements of User-Side Smart Meters in Distribution Grids. IEEE Transactions on Industrial Informatics, accept, 2021 (中科院一区, IF=9.112)
  9. [TNNLS] Pengfei Jiao, Xuan Guo, Xin Jing, Dongxiao He, Huaming Wu, Shirui Pan, Maoguo Gong, Wenjun Wang. Temporal Network Embedding for Link Prediction via VAE joint Attention Mechanism. IEEE Transactions on Neural Networks and Learning Systems, accept (IF: 8.793, CCF: B类, 中科院一区)
  10. [TCYB] Pengfei Jiao, Xuan Guo, Wang Zhang, Qiang Tian, Huaming Wu*, and Di Jin. Role Discovery Guided Network Embedding based on Autoencoder and Attention Mechanism. IEEE Transactions on Cybernetics, revision (IF: 11.079, CCF: B类, 中科院一区)
  11. [TNSM] Guanjin Qu, Huaming Wu*, Ruidong Li, Pengfei Jiao DMRO: Deep Meta Reinforcement Learning-based Task Offloading for Edge-Cloud Computing. IEEE Transactions on Network and Service Management, accept, 2021. (IF: 3.878, 中科院二区)
  12. [TCSVT] Dong Wang, Kun Shang, Huaming Wu. Decoupled R-CNN: Sensitivity-Specific Detector for Higher Accurate Localization. IEEE Transactions on Circuits and Systems for Video Technology, in revision (IF: 4.133, CCF: B类, 中科院二区)
  13. [TGCN] Min Xue, Huaming Wu, Minxian Xu and Pengfei Jiao EosDNN: An Efficient Offloading Scheme for DNN Inference Acceleration in Cloud-Edge Collaborative Environments. IEEE Transactions on Green Communications and Networking, in revision.
  14. [IoT-J] Huaming Wu*, Katinka Wolter, Pengfei Jiao, Yingjun Deng, Yubin Zhao, Minxian Xu. EEDTO: An Energy-Efficient Dynamic Task Offloading Algorithm for Blockchain-Enabled IoT-Edge-Cloud Orchestrated Computing [PDF], IEEE Internet of Things Journal, vol. 8, no. 4, pp. 2163-2176, 2021. (中科院一区, IF:9.936)
  15. [IoT-J] Huaming Wu*, Ziru Zhang, Chang Guan, Katinka Wolter, Minxian Xu. Collaborate Edge and Cloud Computing with Distributed Deep Learning for Smart City Internet of Things [PDF]. IEEE Internet of Things Journal, vol. 7, no. 9, pp. 8099-8110, 2020. (中科院一区, IF:9.936)
  16. [IoT-J] Mohammadreza Razian, Mohammad Fathian, Huaming Wu, Ahmad Akbari, Rajkumar Buyya. SAIoT: Scalable Anomaly-aware Services Composition in CloudIoT Environments [PDF], IEEE Internet of Things Journal, vol. 8, no. 5, pp. 3665-3677, 2021. (中科院一区, IF:9.936)
  17. [IoT-J] Guang Peng*, Huaming Wu*, Han Wu, Katinka Wolter. Constrained Multi-objective Optimization for IoT-enabled Computation Offloading in Collaborative Edge and Cloud Computing. IEEE Internet of Things Journal, accept, 2021. (中科院一区, IF:9.936)
  18. [IoT-J] Yubin Zhao, Xiaofan Li, Huaming Wu, Cheng-Zhong Xu. Energy Beamforming for Cooperative Localization in Wireless Powered Communication Network. IEEE Internet of Things Journal, accept, 2021. (中科院一区, IF:9.936)
  19. [INS] Pengfei Jiao, Minghu Tang, Hongtao Liu, Yaping Wang, Chunyu Lu, Huaming Wu*, Variational Autoencoder based Bipartite Network Embedding by Integrating Local and Global Structure [PDF]. Information Sciences, Volume 519, Pages 9-21, May 2020. (IF: 5.91, CCF: B类, 中科院一区)
  20. [INS] Qin Tian, Lin Pan, Tianpeng Li, Pengfei Jiao, Huaming Wu, Wenjun Wang. Lower Order Information Preserved Network Embedding Based on Non-negative Matrix Decomposition [PDF]. Information Sciences, Volume 572, Pages 43-56, September 2021.(IF: 5.91, CCF: B类, 中科院一区)
  21. [SIGPRO] Congcong Liu, Huaming Wu*. Channel Pruning Based on Mean Gradient for Accelerating Convolutional Neural Networks [PDF]. Signal Processing, vol.156, pp.84-91, 2018. (CCF C类,中科院一区)
  22. [FGCS] Tianpeng Li, Wenjun Wang, Xunxun Wu, Huaming Wu, Pengfei Jiao, Yandong Yu. Exploring the transition behavior of nodes in temporal networks based on dynamic community detection [PDF]. Future Generation Computer Systems, Volume 107, June 2020, Pages 458-468. (IF: 5.768, 中科院一区, top)
  23. [KBS] Zhangling Chen, Ce Wang, Huaming Wu, Kun Shang, Jun Wang. DMGAN: Discriminative Metric-based Generative Adversarial Networks [PDF]. Knowledge-Based Systems, Volume 192, 15 March 2020. (IF:5.921,中科院一区)
  24. [JSA] Weiwei Liu, Huaming Wu, Tianhui Meng, Rui Wang, Yang Wang, and Cheng-Zhong Xu. AucSwap: A Vickrey Auction Modeled Decentralized Cross-Blockchain Asset Transfer Protocol [PDF]. Journal of Systems Architecture, Volume 117, August 2021. (CCF: B类)
  25. [JSA] Chaogang Tang, Huaming Wu*. Optimal Computational Resource Pricing in Vehicular Edge Computing: A Stackelberg Game Approach. Journal of Systems Architecture, major revision. (CCF: B类)
  26. [JSA] Shaohua Wan, Huaming Wu, Joarder Kamruzzaman, Sotirios Goudos. Editorial to Special Issue on Resource Management for Edge Intelligence [PDF]. Journal of Systems Architecture, Volume 118, September 2021. (CCF: B类)
  27. [SPE] Minxian Xu, Qiheng Zhou, Huaming Wu, Weiwei Lin, Kejiang Ye, Chengzhong Xu. PDMA: Probabilistic Service Migration Approach for Delayaware and Mobility-aware Mobile Edge Computing. Software: Practice and Experience, accept, (CCF: B类)
  28. [CL] Huaming Wu. Performance Modeling of Delayed Offloading in Mobile Wireless Environments with Failures [PDF]. IEEE Communications Letters, vol. 22, no.11, pp. 2334-2337, 2018. (中科院二区)
  29. [CL] Xiaotong Yu, Xiangyi Li, Huaming Wu*, Yang Bai. DS-NLCsiNet: Exploiting Non-local Neural Networks in MIMO CSI Feedback [PDF]. IEEE Communications Letters, vol. 24, no.12, pp. 2790-2794, 2020. (中科院二区)
  30. [LWC] Xiangyi Li, Huaming Wu*. Spatio-Temporal Representation with Deep Neural Recurrent Network in MIMO CSI Feedback [PDF]. IEEE Wireless Communications Letters, vol. 9, no.5, pp. 653-657, 2020 (IF:4.66,中科院二区)
  31. [JCC] Huaming Wu*, Xiangyi Li, Yingjun Deng. Deep Learning-Driven Wireless Communication for Edge-Cloud Computing: Opportunities and Challenges [PDF]. Journal of Cloud Computing, vol.9, no.21, pp.1-14, 2020. (IF:2.788,中科院三区)
  32. [WCMC] Huaming Wu, Zhu Han, Katinka Wolter, Yubin Zhao, Haneul Ko, Deep Learning Driven Wireless Communications and Mobile Computing [PDF]. Wireless Communications and Mobile Computing, vol. 2019, Article ID 4578685, 2 pages, 2019. (CCF C类)
  33. [NEURO] Monica M.Y. Zhang, Kun Shang, Huaming Wu. Learning Deep Discriminative Face Features by Customized Weighted Constraint [PDF]. Neurocomputing. vol.332, pp.71-79, 2019. (CCF C类,中科院二区)
  34. [NEURO] Ce Wang, Zhangling Chen, Kun Shang, Huaming Wu. Label-Removed Generative Adversarial Networks Incorporating with K-Means [PDF]. Neurocomputing, vol.361, pp.126-136, 2019. (CCF C类,中科院二区)
  35. [NEURO] Bowen Wu, Zhangling Chen, Jun Wang, Huaming Wu. Exponential Discriminative Metric Embedding in Deep Learning [PDF]. Neurocomputing, vol.290, pp.108-120, 2018. (CCF C类,中科院二区)
  36. [PMC] Tianhui Meng, Katinka Wolter, Huaming Wu, Qiushi Wang. A Secure and Cost-efficient Offloading Policy for Mobile Cloud Computing Against Timing Attacks [PDF]. Pervasive and Mobile Computing, vol.45, pp.4-18, 2018. (中科院三区)
  37. [SPIC] Monica M.Y. Zhang, Kun Shang, and Huaming Wu. Deep Compact Discriminative Representation for Unconstrained Face Recognition [PDF]. Signal Processing: Image Communication, vol.75, pp.118-127.2019. (中科院三区)
  38. [SPIC] Zhang-Ling Chen, Jun Wang, Wen-Juan Li, Nan Li, Hua-ming Wu, Da-Wei Wang. Convolutional Neural Network with Nonlinear Competitive Units [PDF]. Signal Processing: Image Communication, vol. 60, pp. 193-198, 2018. (中科院三区)
  39. [Complexity] Pengfei Jiao, Yingying Zhu, Di Jin, Huaming Wu, Wenjun Wang. A Unified Bayesian Model for Generalized Community Detection and Semantic Identification in Complex Networks [PDF]. Complexity, vol. 2020, Article ID 5712815, pp.1-15, 2020.
  40. [ACCESS] Huaming Wu. Multi-Objective Decision-Making for Mobile Cloud Offloading: A Survey [PDF]. IEEE ACCESS, vol. 6, pp. 3962-3976, 2018. (中科院二区)
  41. [ACCESS] Bowen Wu, Huaming Wu*. Scalable Similarity-Consistent Deep Metric Learning for Face Recognition [PDF]. IEEE ACCESS, vol. 7, pp. 104759 - 104768, 2019. (中科院二区)
  42. [ACCESS] Wei Yu, Wenjun Wang, Pengfei Jiao, Huaming Wu, Yueheng Sun, Minghu Tang. Modeling the Local and Global Evolution Pattern for Community Mining in Dynamic Networks [PDF]. IEEE ACCESS, vol.7, pp.71350-71360, 2019. (中科院二区)
  43. [ACCESS] Chaogang Tang, Chunsheng Zhu, Xianglin Wei, Huaming Wu, Qing Li, Joel Rodrigues. Intelligent Resource Allocation for Utility Optimization in RSU-empowered Vehicular Network [PDF]. IEEE ACCESS, vol. 8, pp. 94453-94462, 2020. (中科院二区)
  44. [IEL] Yuan Yang, Huaming Wu, Peng Dai, Bo Zhang. One Time-step Particle Smoothing for Radio Range-based Indoor Position Tracking [PDF]. IET Electronics Letters, Vol. 56, No. 7, 360–362, 2020. (中科院四区)
  45. [IEL] Monica M.Y. Zhang, Yifang Xu, Huaming Wu. Orientation Truncated Center Learning for Deep Face Recognition [PDF]. IET Electronics Letters, Vol. 54, No. 19 ,1110–1112, 2018. (中科院四区)
  46. [Electronics] Chuang Yu, Zhuhua Hu*, Peng Wang, Yaochi Zhao*, Huaming Wu. Intelligent Measurement of Morphological Characteristics of Fish Using Improved U-net. Electronics , accept, 2021.
  47. [SIGMETRICS] Huaming Wu, Yi Sun, Katinka Wolter. Analysis of the energy-response time tradeoff for delayed mobile cloud offloading [PDF]. ACM SIGMETRICS Performance Evaluation Review, 43(2),33-35, 2015.
  48. [IJGHPC] Huaming Wu, Qiushi Wang, Katinka Wolter. Optimal cloud-path selection in mobile cloud offloading systems based on QoS criteria [PDF]. International Journal of Grid and High Performance Computing, 5(4),30-47, 2013.
  49. Huaming Wu, Qianrui Liu, Yaohong Wang. Face Image Translation Based on Generative Adversarial Networks [PDF]. Journal of Tianjin University (Science and Technology),2019, 52(03):306-314.
  50. Conference Papers:

  51. [CASE] Yingjun Deng*, Mingpeiyu Zhang, Tian Wang, Huaming Wu. Time-Gated Remaining Useful Life Prediction with Non-Periodical Inspection Data. 2021 17th IEEE International Conference on Automation Science and Engineering (CASE), accept, August 23-27, 2021, Lyon, France, 2021
  52. [BiDEDE] Guanjin Qu, Huaming Wu* and Naichuan Cui. Joint Blockchain and Federated Learning-based Offloading in Harsh Edge Computing Environments. Big Data in Emergent Distributed Environments (BiDEDE'21), in conjuction with ACM SIGMOD 2021 (CCF: A类), June 20-25, 2021. , accepted.
  53. [IWCWC] Chaogang Tang, Chunsheng Zhu, Xianglin Wei, Huaming Wu, Qing Li, Joel J. P. C. Rodrigues. Task Offloading and Caching for Mobile Edge Computing. 17th Int. Wireless Communications & Mobile Computing Conference, Harbin, China - June 28 - July 2, 2021
  54. [IJCCI] Guang Peng, Huaming Wu*, Han Wu and Katinka Wolter. Evolutionary Large-scale Sparse Multi-objective Optimization for Collaborative Edge-cloud Computation Offloading. 12nd International Joint Conference on Computational Intelligence, Budapest, Hungary, 2-4 November, 2020
  55. [MSN] Tianhui Meng, Huaming Wu*, Zhihao Shang, and Yubin Zhao. CoOMO: Cost-efficient Computation Outsourcing with Multi-site Offloading for Mobile-Edge Services. The 16th International Conference on Mobility, Sensing and Networking (MSN 2020), Tokyo, Japan on 17 - 19 December 2020 , accepted. (CCF: C类)
  56. [MSN] Chaogang Tang, Chunsheng Zhu, Huaming Wu, Xianglin Wei, Qing Li, Joel J. P. C. Rodrigues. A Game Theoretical Pricing Scheme for Vehicles in Vehicular Edge Computing. The 16th International Conference on Mobility, Sensing and Networking (MSN 2020), Tokyo, Japan on 17 - 19 December 2020 . (CCF: C类)
  57. [ICASSP] Bowen Wu, Huaming Wu. Angular Discriminative Deep Feature Learning for Face Verification [PDF]. The 45th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020, pp. 2133-2137, 4-8 May 2020, (CCF: B类)
  58. [ICASSP] Yingjun Deng, Huaming Wu, Chao Jiang. Uncertainty Quantification for Remaining Useful Lifetime Prediction with Multi-channel Sensory Data [PDF]. The 45th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020, pp. 8299-8303, 4-8 May 2020, (CCF: B类)
  59. [SocialSEC] Chaogang Tang, Xianglin Wei, Haifeng Jiang, Huaming Wu, and Qing Li. UAV-enabled Social Internet of Vehicles: Roles, Security Issues and Use Cases [PDF]. 6th International Symposium on Security and Privacy in Social Networks and Big Data, August 22–23, 2020, Tianjin, China. , pp. 153--163, 2020.
  60. [ISPA] Wei Yu, Wenjun Wang, Xue Chen, Huaming Wu, Minghu Tang and Yang Yu. Boosting Temporal Community Detection via Modeling Community Evolution Characteristics [PDF]. 17th IEEE International Symposium on Parallel and Distributed Processing with Applications (IEEE ISPA 2019), pp. 936-943, 2019, (CCF: C类)
  61. [ISPA] Wei Yu, Rongjian Mu, Ying Sun, Xue Chen, Wenjun Wang and Huaming Wu. A Double Non-negative Matrix Factorization Model for Signed Network Analysis [PDF]. 17th IEEE International Symposium on Parallel and Distributed Processing with Applications (IEEE ISPA 2019), pp. 1291-1296, 2019, (CCF: C类)
  62. [QEST] Wu, H., Knottenbelt, W., Wolter, K., and Sun, Y. An Optimal Offloading Partitioning Algorithm in Mobile Cloud Computing [PDF]. International Conference on Quantitative Evaluation of Systems (QEST), pp. 311-328, 2016.
  63. [Sigmetrics] Wu, H., Sun, Y. and W. Katinka. Analysis of the energy-response time tradeoff for delayed mobile cloud offloading [PDF]. The Workshop on MAthematical performance Modeling and Analysis (MAMA), in conjunction with ACM Sigmetrics 2015. (CCF: B类)
  64. [VALUETOOLS] Wu, H., and Wolter, K. Analysis of the energy-performance tradeoff for delayed mobile offloading [PDF]. Proceedings of the 9th EAI International Conference on Performance Evaluation Methodologies and Tools, pp. 250-258, ICST, 2015.
  65. [VALUETOOLS] Wu, H., and Wolter, K. Tradeoff analysis for mobile cloud offloading based on an additive energy-performance metric [PDF]. Proceedings of the 8th International Conference on Performance Evaluation Methodologies and Tools, pp. 90-97, ICST, 2014.
  66. [ITC] Wu, H., Knottenbelt, W. J. and Wolter, K. Analysis of the Energy-Response Time Tradeoff for Mobile Cloud Offloading using Combined Metrics [PDF]. Teletraffic Congress (ITC), 2015 27th International, IEEE, pp. 134-142, 2015.
  67. [ISSRE] Wu, H., and Wolter, K. Software aging in mobile devices: Partial computation offloading as a solution [PDF]. 2015 IEEE International Symposium on Software Reliability Engineering (ISSRE), IEEE, pp. 125-131, 2015. (CCF: B类)
  68. [ICL-GNSS] Sun, Y., Wu, H., and Schiller, J. A Step Length Estimation Model for Position Tracking [PDF]. Localization and GNSS (ICL-GNSS), 2015 International Conference on , IEEE, 2015.
  69. [ASMTA] Wu, H. and Wolter, K. Dynamic Transmission Scheduling and Link Selection in Mobile Cloud Computing [PDF]. International Conference on Analytical and Stochastic Modeling Techniques and Applications, pp. 61-79. Springer International Publishing, 2014.
  70. [ICC] Wu, H., Wang, Q., and Wolter, K. Tradeoff Between Performance Improvement and Energy Saving in Mobile Cloud Offloading Systems [PDF]. Communications (ICC), 2013 IEEE International Conference on. IEEE, pp. 728-732, 2013. (CCF: C类)
  71. [Performance] Wu, H., Wolter, K., and Grazioli, A. Cloudlet-based Mobile Offloading Systems: A Performance Analysis [PDF]. IFIP WG 7.3 Performance 2013 31st International Symposium on Computer Performance, Modeling, Measurements and Evaluation 2013 Student Poster Abstracts, September 24-26, Vienna, Austria. (CCF: B类)
  72. [MDM] Wu, H., Wang, Q., and Wolter, K. Mobile Healthcare Systems with Multi-Cloud Offloading [PDF]. Mobile Data Management (MDM), 2013 IEEE 14th International Conference on. IEEE, Vol. 2, pp. 188-193, 2013. (CCF: C类)
  73. [DSN] Wang, Q., Wu, H., and Wolter, K. Model-based Performance Analysis of Local Re-execution Scheme in Offloading System [PDF]. Dependable Systems and Networks (DSN), 2013 43rd Annual IEEE/IFIP International Conference on. IEEE, pp. 1-6, 2013. (CCF: B类)
  74. [Cloudcom] Wu, H., Wang, Q., and Wolter, K. Methods of cloud-path selection for offloading in mobile cloud computing systems [PDF]. Cloud Computing Technology and Science (CloudCom), 2012 IEEE 4th International Conference on. IEEE, pp. 443-448, 2012. (Acceptance rate: 17.7%)
  75. Book Chapters:

  76. Minxian Xu, Chengxi Gao, Shashikant Ilager, Huaming Wu, Chengzhong Xu and Rajkumar Buyya. Green-aware Mobile Edge Computing for IoT: Challenges, Solutions and Future Directions [PDF]. Mobile Edge Computing, A. Mukherjee, D. De, S. K. Ghosh, and R. Buyya (eds), Springer, USA, 2020.
  77. M. SriRaghavendra, Priyanka Chawla, Huaming Wu, Sukhpal Singh Gill and Rajkumar Buyya. DoSP: A Deadline-Aware Dynamic Service Placement Algorithm for Workflow-oriented IoT Applications in Fog-Cloud Computing Environments. Energy Conservation Solutions for Fog-Edge Computing Paradigms. Springer book series Lecture Notes on Data Engineering and Communications Technologies, Tiwari, Rajeev, Mittal, Mamta, Goyal, Lalit Mohan (Eds.), 2021
  78. Huaming Wu. Analysis of mHealth Systems with Multi-Cloud Computing Offloading [PDF]. Mobile Health, pp. 589-608. Springer International Publishing, 2013.
  79. Patent:


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Last Updated: June 2019