张伟文

作者: 时间:2020-04-30 点击数:

张伟文

Zhang Weiwen

副教授

所属学院:

计算机学院

导师类别:

硕士生导师

科研方向:

边缘计算、联邦学习知识图谱及其在

新型工业化、智能交通中的应用

联系方式:  

zhangww@gdut.edu.cn

硕士招生学院:

计算机学院

 



个人简述

(300)

广东省“珠江人才计划”青年拔尖人才广东工业大学“青年百人计划”2023年度优秀研究生导师,计算机学院2023年“智创逐梦”年度人物。博士毕业于新加坡南洋理工大学,曾获得国家优秀自费留学生奖学金DragonVenture-NTU奖学金。曾在美国普渡大学访学。曾在新加坡科技研究局高性能计算所从事研究工作,承担新加坡国家科学实验大数据分析的项目,参与新加坡国家精准医疗的重大项目,获得了新加坡超级计算中心编程竞赛一等奖和杰出高性能计算创新奖。主持国家自然科学基金项目1项、广东省自然科学基金面上项目2项、广州市基础与应用基础研究项目1已在国际期刊和国际会议上发表论文60余篇,包括IEEE TSCTIFSTWCTMMTCCTNSETVTTETC等国际著名期刊。

 



学科领域

计算机科学与技术

 



教育背景

2011/8-2015/5 南洋理工大学,计算机工程,博士

2008/9-2011/7 华南理工大学,计算机科学与工程,硕士

2004/9-2008/7 华南理工大学,软件工程,本科

 



工作经历

2019/7-至今,广东工业大学,计算机学院,副教授

2018/4-2019/6,新加坡科技研究局,高性能计算所,二级科学家

2015/8-2018/3,新加坡科技研究局,高性能计算所,一级科学家

 



学术兼职

IEEE TWC, IEEE TMM, IEEE TCC, IEEE TVT等国际期刊审稿人



主要论文

W.W. Zhang, J.Z. Luo, L. Chen, J.Q. Liu*, A Trajectory Prediction-based and Dependency-aware Container Migration for Mobile Edge Computing, IEEE Transactions on Services Computing (TSC), vol. 16, no. 5, pp. 3168-3181, 2023. (SCI二区,CCF A)

Y.F. Jiang, W.W. Zhang*, Y.X. Chen, Data Quality Detection Mechanism Against Label Flipping Attacks in Federated Learning, IEEE Transactions on Information Forensics and Security (TIFS), vol. 18, pp. 1625-1637, 2023. (SCI一区,CCF A)

W.W. Zhang, Y.X. Chen, Y.F. Jiang, J.Q. Liu*, Delay-constrained Client Selection for Heterogeneous Federated Learning in Intelligent Transportation Systems, IEEE Transactions on Network Science and Engineering (TNSE), vol. 11, no. 1, pp.1042-1054, 2024. (SCI二区)

J.Q. Liu, B. Deng, C.F. Zou, B. Zeng, W.W. Zhang*, J.X. Tan, Multi-lane Detection by Combining Line Anchor and Feature Shift for Urban Traffic Management, Engineering Applications of Artificial Intelligence (EAAI), Volume 123, Part A, August 2023, 106238. (SCI二区,CCF C)

R.F. Liang, W.W. Zhang*, H.M. Ye, Interpretable Deep Learning Based Text Regression for Financial Prediction, Expert Systems, 2023. (SCI四区,CCF C)

W.W. Zhang, L. Chen, J.Z. Luo, J.Q. Liu*, “A Two-Stage Container Management in the Cloud for Optimizing the Load Balancing and Migration Cost,” Future Generation Computer Systems (FGCS), Vol. 135, pp. 303-314, 2022. (SCI二区,CCF C)

L. Chen, W.W. Zhang*, H.M. Ye, “Accurate workload prediction for edge data centers: Savitzky-Golay filter, CNN and BiLSTM with attention mechanism,” Applied Intelligence, bol. 52, pp.13027–13042, 2022. (SCI二区,CCF C)

W.X. Chen, K.X. Yang*, Z.W. Yu, W.W. Zhang, “Double-kernel based class-specific broad learning system for multiclass imbalance learning,” Knowledge-Based Systems, vol. 253, 11 October 2022, 109535. (SCI一区,CCF C)

H.M. Ye, W.W. Zhang*, M.N. Nie, “An Improved Semi-supervised Variational Autoencoder with Gate Mechanism for Text Classification,” International Journal of Pattern Recognition and Artificial Intelligence, Vol. 36, No. 10, pp. 2253006-1-2253006-21, 2022. (SCI四区,CCF C)

W.X. Chen, K.X. Yang*, W.W. Zhang, Y.F. Shi, Z.W. Yu, “Double-Kernelized Weighted Broad Learning System for Imbalanced Data,” Neural Computing and Applications, vol. 34, pp. 19923-19936, 2022. (SCI三区,CCF C)

H.B. Zhang, Q. Chen, W.W. Zhang*, “Improving Entity Linking with Two Adaptive Features,” Frontiers of Information Technology & Electronic Engineering, vol. 23, pp. 1620-1630, 2022. (SCI三区,CCF C)

T.Q. Lai, L.L. Cheng, D.P. Wang, H.M. Ye, W.W. Zhang*, “RMAN: Relational multi-head attention neural network for joint extraction of entities and relations,” Applied Intelligence, vol. 52, pp. 3132-3142, 2022. (SCI二区,CCF C)

Y.Q. Zhu*, J. Samsudin, R. Kanagavelu, W.W. Zhang, L. Wang, T.T. Aye and S.M. Goh, “Fast Recovery MapReduce (FAR-MR) to Accelerate Failure Recovery in Big Data Analysis”, The Journal of Supercomputing 76 (5), 3572-3588, 2020. (SCI四区,CCF C)

Y.F. Zhu, D.P. Wang and W.W. Zhang*, “Joint Opinion Target and Target-oriented Opinion Words Extraction by BERT and IOT Model,” the 2nd Symposium on Signal Processing Systems, 2020. (Best Paper Presentation)

W.W. Zhang, Y.G. Wen, Energy-efficient Task Execution for Application as a General Topology in Mobile Cloud Computing, IEEE Transactions on Cloud Computing (TCC), vol. 6, no. 3, pp. 708-719, 2018. (SCI二区,CCF C)

W.W. Zhang, Y.G. Wen and X.W. Zhang, Towards Virus Scanning as a Service in Mobile Cloud Computing: Energy-Efficient Dispatching Policy under N-Version Protection, IEEE Transactions on Emerging Topics in Computing (TETC), vol. 6, no. 1, pp. 122-134, 2018. (SCI二区)

W.W. Zhang, Y.G. Wen, Y.W. Wong, K.C. Toh and C. H. Chen “Towards Joint Optimization over ICT and Cooling Systems in Data Centre: A Survey,” IEEE Communications Surveys & Tutorials, vol. 18, no. 3, pp. 1596-1616, 2016. (SCI一区,影响因子:35.6)

G.Y. Gao, W.W. Zhang, Y.G. Wen, Z. Wang and W.W. Zhu, “Towards Cost-Efficient Video Transcoding in Media Cloud: Insights Learned from User Viewing Patterns,” IEEE Transactions on Multimedia (TMM), vol. 17, no.8, pp.1286-1296, 2015. (SCI一区,CCF B)

W.W. Zhang, Y.G. Wen and D.P. Wu, “Collaborative Task Execution in Mobile Cloud Computing under Stochastic Wireless Channel,” IEEE Transactions on Wireless Communications (TWC), vol. 14, no. 1, pp. 81-93, 2014. (SCI一区,CCF B)

W.W. Zhang, Y.G. Wen and H.H. Chen, “Towards Transcoding as a Service: Energy-Efficient Offloading Policy for Green Mobile Cloud,” IEEE Network, vol. 28, no. 6, pp. 67-73, 2014. (SCI二区)

Y.C. Jin, Y.G. Wen and W.W. Zhang, “Content Routing and Lookup Schemes using Global Bloom Filter for Content-Delivery-as-a-Service,” IEEE Systems Journal, vol. 8, no. 1, pp. 268-278, 2014. (SCI二区)

W.W. Zhang, Y.G. Wen, J.F. Cai and D.P. Wu, “Towards Transcoding as a Service in Multimedia Cloud: Energy-Efficient Job Dispatching Algorithm,” IEEE Transactions on Vehicular Technology (TVT), vol. 63, pp. 2002-2012, 2014. (SCI二区)

W.W. Zhang, Y.G. Wen, Z.Z. Chen and A. Khitsi, “QoE-Driven Cache Management for HTTP Adaptive Bit Rate Streaming over Wireless Networks,” IEEE Transactions on Multimedia (TMM), vol. 15, no. 6, pp. 1431-1445, 2013. (SCI一区,CCF B)

W.W. Zhang, Y.G. Wen, K. Guan, D. Kilper, H.Y. Luo and D.P. Wu, “Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel,” IEEE Transactions on Wireless Communications (TWC), vol. 12, no. 9, pp. 4569-4581, 2013. (SCI一区,CCF B)

W.W. Zhang, Y.G. Wen, J. Wu and H. Li, “Towards a Unified Elastic Computing Platform for Smartphones with Cloud Support,” IEEE Network, vol. 27, no. 5, pp. 34-40, 2013. (SCI二区)

W.Z. Hu, W.W. Zhang, H. Hu and Y.G. Wen, “Wearable Computing Going Green: Energy-Optimal Data Transmission for Multi-Sensor Wearable Devices,” the 10th EAI International Conference on Communications and Networking in China (ChinaCom), Shanghai, China, August 15-17 2015. (Best Paper Award)

W.W. Zhang and Y.G. Wen, “Energy-Efficient Dispatching Policy for Virus Scanning as a Service under N-Version Protection,” IEEE International Conference on Wireless Communications and Signal Processing, 2014, pp. 1-6. (Best Paper Award)

G.Y. Gao, W.W. Zhang, Y.G. Wen, Z. Wang, W.W. Zhu and Y.P. Tan, “Cost-Optimal Video Transcoding in Media Cloud: Insights from User Viewing Pattern,” IEEE International Conference on Multimedia and Expo (ICME), 2014, pp. 1-6. (CCF B)

W.W. Zhang, Y.G. Wen and D.P. Wu, “Energy-efficient Scheduling Policy for Collaborative Execution in Mobile Cloud Computing,” IEEE INFOCOM, 2013, pp. 190-194. (CCF A)

Y.G. Wen, W.W. Zhang and H.Y. Luo, “Energy-Optimal Mobile Application Execution: Taming Resource-Poor Mobile Devices with Cloud Clones,” IEEE INFOCOM, 2012, pp. 2716-2720. (CCF A)

 



科研项目

国家自然科学基金项目,面向工业过程的边缘计算任务调度与容器编排策略研究,2021/01-2023/12主持

广东省自然科学基金面上项目,基于强化学习的联邦式知识补全优化研究2024/01-2026/12,主持

广东省自然科学基金项目,基于边缘计算的工业数据传输与联邦学习优化研究,2023/01-2025/12主持

广州市基础与应用基础研究项目,工业物联网节能高效的边缘云计算负载迁移策略,2021/04-2023/03主持

国家重点研发计划项目,供应链大数据全域建模与知识库构建技术,2019/12-2022/11参与

广东省重点领域研发计划项目,面向数据智能标注的弱监督与自学习方法及系统验证,2020/01-2022/12参与

广东省专项基金项目,广东省新兴海洋经济产业地图与大数据平台,2020/01-2022/01参与

中山市科技计划项目,基于工业大数据的微波炉柔性制造关键技术研究及产业化,2021/01-2023/12参与

广州市基础研究计划与应用基础研究项目(涉农项目),智慧水产养殖云区块链平台与应用示范,2022/04-2024/03参与

 



教学活动

本科生课程:操作系统(华为“智能基座”课程、留学生全英课程),“智能基座”华为云与计算先锋教师,获得广东工业大学教学优秀奖2

 



团队主页

广东省信息物理融合系统重点实验室  http://gdauto.gdut.edu.cn/

 

 

地址:广州市番禺区广州大学城外环西路100号广东工业大学行政楼325    邮编:510006

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