Hongwei Wang

Faculty

王宏伟博士,浙江大学长聘教授、博士生导师,担任浙江大学-UIUC联合学院副院长、数据与信息科学研究部主任,UIUC工学院兼聘教授。曾任职英国朴茨茅斯大学工学院永久职位副教授独立领导研究团队,作为第一导师指导毕业博士、硕士生30余人(其中一人获得国家“优秀自费留学奖”)。任职朴茨茅斯大学前,他分别在浙江大学(生仪学院/竺可桢学院)、清华大学(自动化系)、剑桥大学(工程系)获得学士、硕士和博士学位。

担任浙江省海外高层次人才联谊会总会副秘书长、电子信息分会副会长,受邀成为浙江省多个地市区的顾问专家。王教授是英国高等教育院Fellow,是IEEE、人工智能学会等多个国际国内学术组织资深会员,担任国际期刊Journal of Service Oriented Computing and Applications编委以及IJCAI、IEEE CSCWD等多个高水平国际会议技术委员会委员和组织者。曾为国际会议做主旨报告两次,获得四项高水平国际会议最佳论文奖。

研究兴趣是人工智能(AI)与基于知识的系统(KBS)应用于复杂系统设计、分析、制造和维护,近年来主要从事知识图谱构建、基于知识的决策与推理、知识驱动的协同建模与仿真、复杂系统状态监测和故障诊断等方面的研究工作,主持和参加国家重点研发计划、自然科学基金、航天重点实验室基金、EPSRC等中英大型科研项目10余项。研究成果成功应用于工业系统软件的研发,涉及能源、汽车、航天等多个领域的人工智能技术应用研究,曾获得“吴文俊人工智能奖”等重要科研奖励。发表学术论文120余篇,其中包括IEEE Trans. on Industrial Informatics、IEEE Trans. on Services Computing、IEEE Trans. on SMC: Systems、Applied Soft Computing、IEEE Trans. on Instrumentation and Measurement、Neurocomputing、Energy、ISA Transactions、Robotics and Computer-Integrated Manufacturing、Advanced Engineering Informatics等一区、二区期刊论文40余篇,申请发明专利12项。


王教授课题组长期招收博士后、科研助理,欢迎具有计算机、自动化、电子信息、机械工程背景的候选人申请。

欢迎具有创新意识和进取精神的同学加入团队攻读博士、硕士学位或参加本科生科研训练计划。

Pulications

2022

Zhang, Jian; Qin, Bo; Zhang, Yufei; Zhou, Junhua; Wang, Hongwei

A knowledge extraction framework for domain-specific application with simplified pre-trained language model and attention-based feature extractor Journal Article

In: Service Oriented Computing and Applications, pp. 1–11, 2022.

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Xie, Tingyu; Tao, Shuting; Li, Qi; Wang, Hongwei; Jin, Yihong

A lattice LSTM-based framework for knowledge graph construction from power plants maintenance reports Journal Article

In: Service Oriented Computing and Applications, pp. 1–11, 2022.

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Peng, Gongzhuang; Cheng, Yinliang; Wang, Hongwei; Shen, Weiming

Industrial IoT-Enabled Prediction Interval Estimation of Mechanical Performances for Hot-Rolling Steel Journal Article

In: IEEE Transactions on Instrumentation and Measurement, vol. 71, pp. 1–10, 2022.

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Peng, Peng; Zhang, Wenjia; Zhang, Yi; Wang, Hongwei; Zhang, Heming

Non-revisiting genetic cost-sensitive sparse autoencoder for imbalanced fault diagnosis Journal Article

In: Applied Soft Computing, vol. 114, pp. 108138, 2022.

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Peng, Peng; Lu, Jiaxun; Xie, Tingyu; Tao, Shuting; Wang, Hongwei; Zhang, Heming

Open-Set Fault Diagnosis via Supervised Contrastive Learning with Negative Out-of-Distribution Data Augmentation Journal Article

In: IEEE Transactions on Industrial Informatics, 2022.

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Peng, Peng; Lu, Jiaxun; Tao, Shuting; Ma, Ke; Zhang, Yi; Wang, Hongwei; Zhang, Heming

Progressively balanced supervised contrastive representation learning for long-tailed fault diagnosis Journal Article

In: IEEE Transactions on Instrumentation and Measurement, vol. 71, pp. 1–12, 2022.

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Liu, Wenzheng; Zhao, Chun; Liu, Yue; Wang, Hongwei; Zhao, Wei; Zhang, Heming

Sim2real kinematics modeling of industrial robots based on FPGA-acceleration Journal Article

In: Robotics and Computer-Integrated Manufacturing, vol. 77, pp. 102350, 2022.

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Peng, Peng; Zhang, Yi; Wang, Hongwei; Zhang, Heming

Towards robust and understandable fault detection and diagnosis using denoising sparse autoencoder and smooth integrated gradients Journal Article

In: ISA transactions, vol. 125, pp. 371–383, 2022.

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Ma, Ke; Qin, Bo; Wang, Hongwei

A Profiling and Query Platform for Research Management Based on Knowledge Graph Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 822–827, IEEE 2022.

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Wang, Zixuan; Zhou, Junhua; Wang, Hongwei

Cyber-Physical System Enabled Path Planning Simulation for Collaborative Industrial Robots Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 711–716, IEEE 2022.

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Li, Mengxuan; Wang, Hongwei

Enabling Improved Learning Capability of Industrial Robots with Knowledge Graph Towards Intelligent Digital Twins Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 599–604, IEEE 2022.

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Peng, Peng; Wang, Xinyue; Lu, Jiaxun; Li, Qi; Tao, Shuting; Wang, Zixuan; Wang, Hongwei; Zhang, Heming

Imbalanced Fault Diagnosis by Supervised Contrastive Learning Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 689–692, IEEE 2022.

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Qin, Bo; Zhang, Jian; Ma, Ke; Peng, Peng; Wang, Hongwei

Knowledge Mining Based Collaborative Framework for Manufacturing Value Chains Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 847–854, IEEE 2022.

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Shang, Jialin; Huang, Jingyuan; Zeng, Shihua; Zhang, Jian; Wang, Hongwei

Representation and Extraction of Physics Knowledge Based on Knowledge Graph and Embedding-Combined Text Classification for Cooperative Learning Inproceedings

In: 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 1053–1058, IEEE 2022.

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Yan, Kaihong; Zhang, Ying; Tang, Haoran; Ren, Chengkai; Zhang, Jian; Wang, Gaoang; Wang, Hongwei

Signature Detection, Restoration, and Verification: A Novel Chinese Document Signature Forgery Detection Benchmark Inproceedings

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 5163–5172, 2022.

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2021

Wang, H.; Wang, H.

Score of Token Distribution: An Algorithm for Token Imbalance Evaluation in NMT Corpus Inproceedings

In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021), Punta Cana, Dominican Republic, 2021.

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Zhang, Yufei; Wang, Hongwei; Zhai, Xiang; Zhao, Yanwei; Guo, Jing

A C-RFBS model for the efficient construction and reuse of interpretable design knowledge records across knowledge networks Journal Article

In: Systems Science & Control Engineering, vol. 9, no. 1, pp. 497–513, 2021.

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Peng, Gongzhuang; Huang, Keke; Wang, Hongwei

Dynamic multimode process monitoring using recursive GMM and KPCA in a hot rolling mill process Journal Article

In: Systems Science & Control Engineering, vol. 9, no. 1, pp. 592–601, 2021.

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Zhang, Jian; Qin, Bo; Zhang, Yufei; Zhou, Junhua; Wang, Hongwei

A Framework for Effective Knowledge Extraction from A Data Space Formed by Unstructured Technical Reports using Pre-trained Models Inproceedings

In: 2021 IEEE International Conference on e-Business Engineering (ICEBE), pp. 120–125, IEEE 2021.

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Liu, Xinfeng; Zheng, Ronghui; Wang, Hongwei; Butala, Mark D; Liu, Deng; Ren, Xianan; Hu, Simon

A Knowledge Management Framework for Vehicle Hazard Analysis Inproceedings

In: 2021 IEEE International Conference on e-Business Engineering (ICEBE), pp. 165–169, IEEE 2021.

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Qin, Hao; Wang, Hongwei; Zhang, Yu; Lin, Libin

Constructing digital twin for smart manufacturing Inproceedings

In: 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 638–642, IEEE 2021.

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Peng, Peng; Zhang, Wenjia; Zhang, Yi; Wang, Hongwei; Zhang, Heming

Imbalanced fault diagnosis based on particle swarm optimization and sparse auto-encoder Inproceedings

In: 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 210–213, IEEE 2021.

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Li, Qi; Zhang, Yufei; Wang, Hongwei

Knowledge Base Question Answering for Intelligent Maintenance of Power Plants Inproceedings

In: 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 626–631, IEEE 2021.

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Liu, Xiaoying; Wang, Hongwei

Knowledge Graph Construction and Decision Support Towards Transformer Fault Maintenance Inproceedings

In: 2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 661–666, IEEE 2021.

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Jin, Yihong; Fu, Guanshujie; Qian, Liyang; Liu, Hanwen; Wang, Hongwei

Representation and Extraction of Diesel Engine Maintenance Knowledge Graph with Bidirectional Relations Based on BERT and the Bi-LSTM-CRF Model Inproceedings

In: 2021 IEEE International Conference on e-Business Engineering (ICEBE), pp. 126–133, IEEE 2021.

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2020

Zhao, Jiaxin; Wang, Hongwei; Liu, Wenzheng; Zhang, Heming

A learning-based multiscale modelling approach to real-time serial manipulator kinematics simulation Journal Article

In: Neurocomputing, vol. 390, pp. 280–293, 2020.

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Peng, Peng; Zhang, Wenjia; Zhang, Yi; Xu, Yanyan; Wang, Hongwei; Zhang, Heming

Cost sensitive active learning using bidirectional gated recurrent neural networks for imbalanced fault diagnosis Journal Article

In: Neurocomputing, vol. 407, pp. 232–245, 2020.

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Qin, Hao; Wang, Hongwei; Johnson, Aylmer

Understanding the information needs and information-seeking behaviours of new-generation engineering designers for effective knowledge management Journal Article

In: Aslib Journal of Information Management, 2020.

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Peng, Peng; Wang, Yi; Zhang, Wenjia; Zhang, Yi; Zhang, Heming

Imbalanced process fault diagnosis using enhanced auxiliary classifier gan Inproceedings

In: 2020 Chinese Automation Congress (CAC), pp. 313–316, IEEE 2020.

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Hua, Jiang; Zeng, Liangcai; Li, Gongfa; Wang, Hongwei; Ju, Zhaojie

Pixel histogram based background modeling for moving target detection Inproceedings

In: 2020 International Symposium on Community-centric Systems (CcS), pp. 1–4, IEEE 2020.

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2019

Wu, Yinan; Peng, Gongzhuang; Wang, Hongwei; Zhang, Heming

A heuristic algorithm for optimal service composition in complex manufacturing networks Journal Article

In: Complexity, vol. 2019, 2019.

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Peng, Gongzhuang; Wang, Hongwei; Zhang, Heming; Huang, Keke

A hypernetwork-based approach to collaborative retrieval and reasoning of engineering design knowledge Journal Article

In: Advanced Engineering Informatics, vol. 42, pp. 100956, 2019.

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Zhao, Jiaxin; Wang, Hongwei; Zhang, Heming

A regression-based collaborative filtering recommendation approach to time-stepping multi-solver co-simulation Journal Article

In: IEEE Access, vol. 7, pp. 22790–22806, 2019.

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Peng, Peng; Zhang, Yi; Liu, Feng; Wang, Hongwei; Zhang, Heming

A robust and sparse process fault detection method based on RSPCA Journal Article

In: IEEE Access, vol. 7, pp. 133799–133811, 2019.

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Wu, Yinan; Peng, Gongzhuang; Wang, Hongwei; Zhang, Heming

A two-stage fault tolerance method for large-scale manufacturing network Journal Article

In: IEEE Access, vol. 7, pp. 81574–81592, 2019.

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Cao, Yue; Liu, Yusheng; Wang, Hongwei; Zhao, Jianjun; Ye, Xiaoping

Ontology-based model-driven design of distributed control applications in manufacturing systems Journal Article

In: Journal of Engineering Design, vol. 30, no. 10-12, pp. 523–562, 2019.

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Wang, Hongwei; Yang, Yichun; Zhang, Yufei

A Macro Human Resource Management Platform Enabled by Big Data Technology Inproceedings

In: UK Workshop on Computational Intelligence, pp. 433–445, Springer 2019.

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Zhao, Jiaxin; Yang, Fan; Liu, Wenzheng; Liu, Feng; Li, Fei; Wang, Hongwei; Zhang, Heming

An Approximation Model Based on Kernel Ridge Regression for Robot Kinematics Simulation Inproceedings

In: 2019 IEEE 23rd International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 313–318, IEEE 2019.

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Xie, Tingyu; Peng, Gongzhuang; Wang, Hongwei

Interval Construction and Optimization for Mechanical Property Forecasting with Improved Neural Networks Inproceedings

In: UK Workshop on Computational Intelligence, pp. 223–234, Springer 2019.

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Xie, Tingyu; Yang, Yichun; Li, Qi; Liu, Xiaoying; Wang, Hongwei

Knowledge Graph Construction for Intelligent Analysis of Social Networking User Opinion Inproceedings

In: International Conference on e-Business Engineering, pp. 236–247, Springer 2019.

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Du, Yangkai; Huang, Jiayuan; Tao, Shuting; Wang, Hongwei

Knowledge graph construction for intelligent maintenance of power plants Inproceedings

In: International Conference on e-Business Engineering, pp. 515–526, Springer 2019.

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Peng, Gongzhuang; Wang, Hongwei; Zhang, Heming

Knowledge-based intelligent assembly of complex products in a cloud CPS-based system Inproceedings

In: 2019 IEEE 23rd International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 135–139, IEEE 2019.

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Yang, Jun; Wang, Hongwei; Zhang, Jian; Zhou, Xianming

Towards Intelligent Maintenance of Thermal Power Plants: A Novel Robot for Checking Water Wall Tube Inproceedings

In: International Conference on Intelligent Robotics and Applications, pp. 726–737, Springer 2019.

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2018

Wang, W. Liu. H. Wang Z.

Fault Diagnosis of Wind Turbine Gearbox Based on Historical Vibration Data Inproceedings

In: Proceedings of the 15th IEEE International Conference on E-Business Engineering (ICEBE 2018), Xi’an, China, 2018.

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Rizk, Yara; Awad, Mariette; Tunstel, Edward W

Decision making in multiagent systems: A survey Journal Article

In: IEEE Transactions on Cognitive and Developmental Systems, vol. 10, no. 3, pp. 514–529, 2018.

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Zhu, Housheng; Liu, Yusheng; Wang, Hongwei; Zhao, Jianjun

Efficient construction of the medial axis for a CAD model using parallel computing Journal Article

In: Engineering with Computers, vol. 34, no. 3, pp. 413–429, 2018.

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Ren, She-Dong; Zhao, Yan-Wei; Lou, Jiong-Jiong; Hong, Huan-Huan; Wang, Hong-Wei

Multifactor correlation analysis and modeling for product low-carbon design Journal Article

In: Journal of Industrial and Production Engineering, vol. 35, no. 7, pp. 432–443, 2018.

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Leng, Longlong; Zhao, Yanwei; Wang, Zheng; Wang, Hongwei; Zhang, Jingling

Shared mechanism-based self-adaptive hyperheuristic for regional low-carbon location-routing problem with time windows Journal Article

In: Mathematical Problems in Engineering, vol. 2018, 2018.

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Peng, Gongzhuang; Wang, Hongwei; Zhang, Heming

Collaborative Reasoning of Design Knowledge with a Hypemetwork Model Inproceedings

In: 2018 IEEE 22nd International Conference on Computer Supported Cooperative Work in Design ((CSCWD)), pp. 719–724, IEEE 2018.

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Wang, Hongwei; Tan, Danmoyi; Liu, Wei

Electronic human resource management survey enabled by big data analysis Inproceedings

In: 2018 IEEE 15th International Conference on e-Business Engineering (ICEBE), pp. 341–346, IEEE 2018.

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