更新日期：2024年6月26日

姓 名 万加富 性 别 男 出生年月 1976年12月 籍贯 重庆市潼南区 民 族 汉族 政治面貌 中国共产党党员 最后学历 博士研究生 最后学位 工学博士 技术职称 教授 导师类别 博、硕导 行政职务 Email mejwan@scut.edu.cn 工作单位 机械与汽车工程学院 邮政编码 510641 通讯地址 广州天河区五山华南理工大学10号楼405-1 单位电话

个人简介

万加富, 重庆市潼南区人, 博士, 教授, 博士生导师。科研项目、科研论文等详细信息见英语版的个人网站: http://www.cps-lab.cn/

获奖、荣誉称号

-2023年广东省科技进步二等奖;
-2023年广东省机械工程学会科学技术奖二等奖;
-2023年入选科睿唯安全球“高被引科学家”榜单;
-2023年入选爱思唯尔(Elsevier)“中国高被引学者”榜单;
-2023年全球学者学术影响力排名(终身学术影响力榜)(中国计算机学科前100名);
-2020-2023连续四年入选全球前2%顶尖科学家榜单(World’s Top 2% Scientists);
-2022年入选科睿唯安全球“高被引科学家”榜单;
-2022年入选爱思唯尔(Elsevier)“中国高被引学者”榜单;
-2022年度《计算机集成制造系统》优秀审稿专家;
-2021年入选爱思唯尔(Elsevier)“中国高被引学者”榜单;
-2021年入选科睿唯安全球“高被引科学家”榜单;
-2021年度《计算机集成制造系统》优秀审稿专家;
-2020年入选爱思唯尔(Elsevier)“中国高被引学者”榜单;
-2020年入选科睿唯安全球“高被引科学家”榜单;
-2020年度《计算机集成制造系统》优秀审稿专家;
-2019年入选科睿唯安全球“高被引科学家”榜单;
-2018年广东省科技进步一等奖;
-2017年度IEEE Access优秀编辑(Outstanding Associate Editor);
-2016年湖北省自然科学奖二等奖;
-2016年湖北省自然科学优秀学术论文一等奖获;
-2016年获IWCMC 2016最佳论文奖。
-2012年广东省创先争优优秀共产党员称号;
-2010年广东省高等学校“千百十工程”省级重点培养对象。

社会、学会及学术兼职

担任IEEE Transactions on Industrial Informatics(SCI)、IEEE/ASME Transactions on Mechatronics(SCI)、Journal of Intelligent Manufacturing(SCI)和Computers & Electrical Engineering(SCI)副编辑(Associate Editor), 担任计算机集成制造系统(EI)编委(Editorial Board), 担任国际期刊IJAACS (EI检索)和IJART(EI检索)执行总编(Managing Editor); 作为牵头客座编辑(Leading Guest Editor), 负责IEEE Transactions on Industrial Informatics, IEEE Systems Journal, Elsevier Computer Networks, IEEE Access, Mobile Networks & Applications (MONET), Computers and Electrical Engineering, Wireless Communications and Mobile Computing及 Microprocessors and Microsystems等多个SCI期刊的专刊(Special Issue)。参与了十多次国际学术会议和研讨会的组织和筹办工作, 包括IndustrialIoT 2016和CloudComp 2016大会主席(General Chair), TridentCom2014和IndustrialIoT2017技术程序委员会主席(Technical Program Committee Chair)等。50余个SCI期刊评审人, 包括IEEE Transactions on Industrial Informatics, IEEE Internet of Things Journal, IEEE Systems Journal等。IEEE高级会员, 中国机械工程学会高级会员, 广东省自动化学会理事。

研究领域

信息通信技术(人工智能、工业大数据等)与先进制造技术的深度融合研究，具体包括：信息物理融合系统, 数字孪生, 工业软件, 工业物联网, 故障诊断, 智能工厂, 智能产线, 工业大数据, 工业机器人等。

科研项目

主持(或合作单位负责人)科研项目20余项, 包括: 国家重点研发计划项目, NSFC-广东联合基金重点项目, 广东省重点领域研发计划项目, 广东省自然科学基金重点项目等。

发表论文

发表SCI期刊论文140余篇(IEEE期刊论文60余篇), 以第一作者或通讯作者发表的IEEE/ACM刊物包括Proceedings of the IEEE(IEEE旗舰期刊), ACM Computing Surveys(ACM旗舰期刊), IEEE Transactions on Industrial Informatics, IEEE/ASME Transactions on Mechatronics, IEEE Communications Surveys and Tutorials, IEEE Communications Magazine, IEEE Transactions on Emerging Topics in Computing, IEEE Transactions on Intelligent Transportation Systems, IEEE Industrial Electronics Magazine, IEEE Transactions on Instrumentation & Measurement, IEEE Transactions on Reliability, IEEE Transactions on Network and Service Management, IEEE Wireless Communications, IEEE Network, IEEE Internet of Things Journal等国际期刊。以第一作者或通讯作者发表的SCI论文中, 累计26篇论文入选ESI高被引论文, 累计6篇论文入选ESI热点论文。发表论文谷歌学术引用超过25,000次(H-index为69),  SCI他引超过9,000次(H-index为54)。IEEE/ACM部分期刊论文如下：

33.An Ensemble Data-Model-Label Three-Level Regularization Framework for Imbalanced Intelligent Fault Diagnosis
Y. Luo, J. Shi, J. Tan, Z. Ren, Jiafu Wan(corresponding author), M. Safran and S. A. AlQahtani
IEEE Transactions on Reliability, DOI: 10.1109/TR.2024.3415117, 2024.

32.Selective Feature Reinforcement Network for Robust Remote Fault Diagnosis of Wind Turbine Bearing under Non-ideal Sensor Data
J. Tan, Jiafu Wan(corresponding author), B. Chen, M. Safran, S. A. AlQahtani and R. Zhang
IEEE Transactions on Instrumentation & Measurement, vol. 73, Article ID: 3515911, 2024.

31.Blockchain-Based Data Security and Sharing for Resource-Constrained Devices in Manufacturing IoT
J. Tan, J. Shi, Jiafu Wan(corresponding author), H. Dai, J. Jin and R. Zhang
IEEE Internet of Things Journal, DOI: 10.1109/JIOT.2024.3363013, 2024.

30. A Scalable Cloud–Edge Collaborative Approach for Intelligent Low-Code Fault Diagnosis: Successful Applications of Agile Migration Deployment in Heterogeneous Fault Diagnosis Scenarios
L. Fang, Jiafu Wan(corresponding author), H. Cai, S. Wang, Z. Pang, M. Safran and S. A. AlQahtani
IEEE Industrial Electronics Magazine, DOI: 10.1109/MIE.2024.3391943, 2024.

29. Digital Twin and Artificial Intelligence for Intelligent Planning and Energy-efficient Deployment of 6G Networks in Smart Factories
D. Xia, J. Shi, K. Wan, Jiafu Wan(corresponding author), M. Martínez-García and X. Guan
IEEE Wireless Communications, vol. 30, no. 3, pp. 171-179, 2023.

28. Deep Reinforcement Learning-based QoS Optimization for Software-defined Factory Heterogeneous Networks
D. Xia, Jiafu Wan(corresponding author), P. Xu and J. Tan
IEEE Transactions on Network and Service Management, vol. 19, no. 4, pp. 4058-4068, 2022.

27. Heterogeneous Network Access and Fusion in Smart Factory: A Survey
D. Xia, C. Jiang, Jiafu Wan(corresponding author), J. Jin, V. Leung and M. Martínez-García
ACM Computing Surveys(ACM旗舰期刊), vol. 55, no. 6, pp. 1-31, 2023.

26. Machine-Learning-Driven Digital Twin for Lifecycle Management of Complex Equipment
Z. Ren, Jiafu Wan(corresponding author) and P. Deng
IEEE Transactions on Emerging Topics in Computing, vol. 10, no. 1, pp. 9-22, 2022.

25. Artificial Intelligence-Driven Customized Manufacturing Factory: Key Technologies, Applications, and Challenges
Jiafu Wan, X. Li, H. Dai, A. Kusiak, M. Martínez-García and D. Li
Proceedings of the IEEE(IEEE旗舰期刊), vol. 109, no. 4, pp. 377-398, 2021.

24. Intelligent Fault Diagnosis of Rotor-Bearing System under Varying Working Conditions with Modified Transfer CNN and Thermal Images
H. Shao, M. Xia, G. Han, Y. Zhang and Jiafu Wan(corresponding author)
IEEE Transactions on Industrial Informatics, vol. 17, no. 5, pp. 3488-3496, 2021.

23. Exploring Equipment Electrocardiogram Mechanism for Performance Degradation Monitoring in Smart Manufacturing
B. Chen, Jiafu Wan(corresponding author), M. Xia and Y. Zhang
IEEE/ASME Transactions on Mechatronics, vol. 25, no. 5, pp. 2276-2286, 2020.

22. Cross-Network Fusion and Scheduling for Heterogeneous Networks in Smart Factory
Jiafu Wan, J. Yang, S. Wang, D. Li, P. Li and M. Xia
IEEE Transactions on Industrial Informatics, vol. 16, no. 9, pp. 6059–6068, 2020.

21. A Two-Stage Approach for Remaining Useful Life Prediction of Bearings using Deep Neural Networks
M. Xia, T. Li, T. Shu, Jiafu Wan(corresponding author), C. W. de Silva and Z. Wang
IEEE Transactions on Industrial Informatics, vol. 15, no. 6, pp. 3703–3711, 2019.

20. Reconfigurable Smart Factory for Drug Packing in Healthcare Industry 4.0
Jiafu Wan, S. Tang, D. Li, M. Imran, C. Zhang, C. Liu and Z. Pang
IEEE Transactions on Industrial Informatics, vol. 15, no. 1, pp. 507–516, 2019.

19. Improving Cognitive Ability of Edge Intelligent IIoT through Machine Learning
B. Chen, Jiafu Wan(corresponding author), Y. Lan, M. Imran, D. Li and N. Guizani
IEEE Network, vol. 33, no. 5, pp. 61–67, 2019.

18. A Blockchain-Based Solution for Enhancing Security and Privacy in Smart Factory
Jiafu Wan, J. Li, M. Imran, D. Li and F. Amin
IEEE Transactions on Industrial Informatics, vol. 15, no. 6, pp. 3652–3660, 2019.

17. A Hybrid Computing Solution and Resource Scheduling Strategy for Edge Computing in Smart Manufacturing
X. Li, Jiafu Wan(corresponding author), H. Dai, M. Imran, M. Xia and A. Celesti
IEEE Transactions on Industrial Informatics, vol. 15, no. 7, pp. 4225-4234, 2019.

16. An Ontology-based Resource Reconfiguration Method for Manufacturing Cyber-Physical Systems
Jiafu Wan, B. Yin, D. Li, A. Celesti, F. Tao and Q. Hua
IEEE/ASME Transactions on Mechatronics, vol. 23, no. 6, pp. 2537–2546, 2018.

15. Adaptive Transmission Optimization in SDN-based Industrial Internet of Things with Edge Computing
X. Li, D. Li, Jiafu Wan(corresponding author), C. Liu and M. Imran
IEEE Internet of Things Journal, vol. 5, no. 3, pp. 1351–1360, 2018.

14. Fog Computing for Energy-aware Load Balancing and Scheduling in Smart Factory
Jiafu Wan, B. Chen, S. Wang, M. Xia, D. Li and C. Liu
IEEE Transactions on Industrial Informatics, vol. 14, no. 10, pp. 4548–4556, 2018.

13. Edge Computing in IoT-based Manufacturing
B. Chen, Jiafu Wan(corresponding author), A. Celesti, D. Li, H. Abbas and Q. Zhang
IEEE Communications Magazine, vol. 56, no. 9, pp. 103–109, 2018.

12. Context-Aware Cloud Robotics for Material Handling in Cognitive Industrial Internet of Things
Jiafu Wan, S. Tang, Q. Hua, D. Li, C. Liu and J. Lloret
IEEE Internet of Things Journal, vol. 5, no. 4, pp. 2272-2281, 2018.

11. Toward Dynamic Resources Management for IoT-based Manufacturing
Jiafu Wan, B. Chen, M. Imran, F. Tao, D. Li, C. Liu and S. Ahmad
IEEE Communications Magazine, vol. 56, no. 2, pp. 52–59, 2018.

10. Data Fusion Method based on Mutual Dimensionless
J. Xiong, Q. Zhang, Jiafu Wan(corresponding author), L. Liang, P. Cheng and Q. Liang
IEEE/ASME Transactions on Mechatronics, vol. 23, no. 2, pp. 506–517, 2018.

09. A Scalable and Quick-response Software Defined Vehicular Network Assisted by Mobile-edge Computing
J. Liu, Jiafu Wan(corresponding author), B. Zeng, Q. Wang, H. Song and M. Qiu
IEEE Communications Magazine, vol. 55, no. 7, pp. 94–100, 2017.

08. A Manufacturing Big Data Solution for Active Preventive Maintenance
Jiafu Wan, S. Tang, D. Li, S. Wang, C. Liu, H. Abbas and A. Vasilakos
IEEE Transactions on Industrial Informatics, vol. 13, no. 4, pp. 2039–2047, 2017.

07. Exploring Data Validity in Transportation Systems for Smart Cities
Y. Liu, X. Weng, Jiafu Wan(corresponding author), X. Yue, H. Song and A. Vasilakos
IEEE Communications Magazine, vol. 55, no. 5, pp. 26–33, 2017.

06. Revisiting Unknown RFID Tag Identification in Large-scale Internet of Things
D. Zhang, Z. He, Y. Qian, Jiafu Wan(corresponding author), D. Li and S. Zhao
IEEE Wireless Communications, vol. 23, no. 5, pp. 24–29, 2016.

05. High-efficiency Urban-traffic Management in Context-aware Computing and 5G Communication
J. Liu, Jiafu Wan(corresponding author), D. Jia, B. Zeng, D. Li, C. Hsu and H. Chen
IEEE Communications Magazine, vol. 55, no. 1, pp. 34–40, 2017.

04. An Unlicensed Taxi Identification Model based on Big Data Analysis
W. Yuan, P. Deng, T. Taleb, Jiafu Wan(corresponding author) and C. Bi
IEEE Transactions on Intelligent Transportation Systems, vol. 17, no. 6, pp. 1703–1713, 2016.

03. Context-aware Vehicular Cyber-Physical Systems with Cloud Support: Architecture, Challenges and Solutions
Jiafu Wan, D. Zhang, S. Zhao, L.T. Yang and J. Lloret
IEEE Communications Magazine, vol. 52, no. 8, pp. 106–113, 2014.

02. A Survey of Recent Developments in Home M2M Networks
M. Chen, Jiafu Wan(corresponding author), S. González, X. Liao and V. Leung
IEEE Communications Surveys and Tutorials, vol. 16, no. 1, pp. 98–114, 2014.

01. Cloud-enabled Wireless Body Area Networks for Pervasive Healthcare
Jiafu Wan, C. Zou, S. Ullah, C. Lai, M. Zhou and X. Wang
IEEE Network, vol. 27, no. 5, pp. 56–61, 2013.

科研创新

围绕智能工厂, 智能生产线, 工业云, 工业大数据, 工业机器人, 故障诊断等申请发明专利26件, 已获发明专利授权12件。

12.[发明专利] 一种基于深度学习目标检测的早产儿视网膜病变检测系统
发明人: 万加富; 丁晓璇; 聂川; 汪翠翠; 侯宁; 授权公告号: CN114998210B; 授权公告日: 2024.05.07

11. [发明专利] 一种云边协同的早产儿视网膜病变检测系统及检测方法
发明人: 万加富; 侯宁; 聂川; 汪翠翠; 丁晓璇; 授权公告号: CN114841952B; 授权公告日: 2024.05.03

10. [发明专利] 一种基于视觉特征识别的辅助装配系统
发明人: 万加富, 谭劲标, 夏丹; 授权公告号: CN112801959B; 授权公告日: 2023.08.22

09. [发明专利] 基于语义数据和知识推理的分布式自适应产线重构方法
发明人: 任籽洁, 万加富, 李迪, 王世勇, 张春华; 授权公告号: CN111369130B; 授权公告日: 2023.05.26

08. [发明专利] 一种基于软件定义的工业异构网络信息交互方法
发明人: 汪曦祥, 万加富; 授权公告号: CN110995804B; 授权公告日: 2021.12.21

07. [发明专利] 基于SDN的智能产线多模态数据交互系统及方法
发明人: 万加富, 汪曦祥, 陈宝通, 杨俊; 授权公告号: CN109639467B; 授权公告日: 2020.12.22

06. [发明专利] 一种支持工业大数据分析的装备控制器及运行方法
发明人: 万加富, 易鸣伦, 闫荷花, 李迪; 授权公告号: CN106990733B; 授权公告日: 2020.06.19

05. [发明专利] 一种云辅助的制造装备大数据采集方法
发明人: 万加富, 易鸣伦, 闫荷花, 李迪, 汤胜龙; 授权公告号: CN107172128B; 授权公告日: 2020.05.22

04. [发明专利] 一种基于机器学习的智能产线机械手故障诊断方法
发明人: 万加富, 尹博星, 李迪, 陈宝通; 授权公告号: CN107817787B; 授权公告日: 2020.04.28

03. [发明专利] 一种分布式制造环境下的可重构工业机器人编程控制方法
发明人: 李迪, 周楠, 王世勇, 万加富, 张春华, 张舞杰; 授权公告号: CN106933212B; 授权公告日: 2019.12.10

02. [发明专利] 一种基于云平台辅助切换策略的生产调控方法
发明人: 万加富, 李迪, 易鸣伦, 闫荷花, 王世勇; 授权公告号: CN106527384B; 授权公告日: 2019.03.05

01. [发明专利] 一种基于协议跨层优化的车辆定位方法
发明人: 刘建圻, 万加富, 张严林; 授权公告号: CN105338497B; 授权公告日: 2018.07.13