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。
2024
Generalized Out-of-Distribution Fault Diagnosis (GOOFD) via Internal Contrastive Learning Journal Article
In: IEEE Transactions on Industrial Informatics (TII), pp. 9987 - 9996, 2024.
SemanticMask: A Contrastive View Design for Anomaly Detection in Tabular Data Inproceedings
In: Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI-24) , 2024.
DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models Inproceedings
In: Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
MedM2G: Unifying Medical Multi-Modal Generation via Cross-Guided Diffusion with Visual Invariant Inproceedings
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 11502-11512, 2024.
Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models Inproceedings
In: the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL), pp. 583–593, 2024.
UniDCP: Unifying Multiple Medical Vision-Language Tasks Via Dynamic Cross-Modal Learnable Prompts Journal Article
In: IEEE Transactions on Multimedia, vol. 26, pp. 9736-9748, 2024.
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Inproceedings
In: Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
2023
Empirical Study of Zero-Shot NER with ChatGPT Inproceedings
In: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp. 7935–7956, 2023.
SCCAM: Supervised Contrastive Convolutional Attention Mechanism for Ante-hoc Interpretable Fault Diagnosis with Limited Fault Samples Journal Article
In: IEEE Transactions on Neural Networks and Learning Systems, vol. 35, pp. 6194-6205, 2023.
An Order-Invariant and Interpretable Dilated Convolution Neural Network for Chemical Process Fault Detection and Diagnosis Journal Article
In: IEEE Transactions on Automation Science and Engineering, vol. 21, no. 3, pp. 3933-3943, 2023.
A Class-Rebalancing Self-Training Framework for Distantly-Supervised Named Entity Recognition Inproceedings
In: Findings of the Association for Computational Linguistics: ACL 2023, pp. 11054–11068, 2023.
An imbalanced semi-supervised wind turbine blade icing detection method based on contrastive learning Journal Article
In: Renewable Energy, 2023.
DuAK: Reinforcement Learning-Based Knowledge Graph Reasoning for Steel Surface Defect Detection Journal Article
In: IEEE Transactions on Automation Science and Engineering, pp. 1-13, 2023.
Imbalanced Chemical Process Fault Diagnosis Using Balancing GAN With Active Sample Selection Journal Article
In: IEEE Sensors Journal, vol. 23, no. 13, pp. 14826-14833, 2023.
Supervised contrastive representation learning with tree-structured parzen estimator Bayesian optimization for imbalanced tabular data Journal Article
In: Expert Systems with Applications, vol. 237, pp. 121294, 2023.
A Novel Encoder-Decoder Architecture for Table Border Segmentation of Scanned Documents Inproceedings
In: 2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 953-958, 2023.
BERT-based Question Answering using Knowledge Graph Embeddings in Nuclear Power Domain Inproceedings
In: 2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 267-272, 2023.
Debiasing Medical Visual Question Answering via Counterfactual Training Inproceedings
In: International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023.
Multi-gate Mixture-of-Expert Combined with Synthetic Minority Over-sampling Technique for Multimode Imbalanced Fault Diagnosis. Inproceedings
In: 2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD), pp. 456-461, 2023.
2022
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.
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.
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.
Non-revisiting genetic cost-sensitive sparse autoencoder for imbalanced fault diagnosis Journal Article
In: Applied Soft Computing, vol. 114, pp. 108138, 2022.
Open-Set Fault Diagnosis via Supervised Contrastive Learning with Negative Out-of-Distribution Data Augmentation Journal Article
In: IEEE Transactions on Industrial Informatics, 2022.
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.
Sim2real kinematics modeling of industrial robots based on FPGA-acceleration Journal Article
In: Robotics and Computer-Integrated Manufacturing, vol. 77, pp. 102350, 2022.
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.
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.
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.
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.
Handwritten Chinese Signature Detection on Scanned Technical Documents for Authenticity Verification Inproceedings
In: 2022 IEEE International Conference on e-Business Engineering (ICEBE), pp. 240-245, 2022.
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.
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.
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.
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.
2021
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.
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.
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.
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.
A Knowledge Management Framework for Vehicle Hazard Analysis Inproceedings
In: 2021 IEEE International Conference on e-Business Engineering (ICEBE), pp. 165–169, IEEE 2021.
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.
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.
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.
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.
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.
2020
A learning-based multiscale modelling approach to real-time serial manipulator kinematics simulation Journal Article
In: Neurocomputing, vol. 390, pp. 280–293, 2020.
Cost sensitive active learning using bidirectional gated recurrent neural networks for imbalanced fault diagnosis Journal Article
In: Neurocomputing, vol. 407, pp. 232–245, 2020.
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.
Imbalanced process fault diagnosis using enhanced auxiliary classifier gan Inproceedings
In: 2020 Chinese Automation Congress (CAC), pp. 313–316, IEEE 2020.
Pixel histogram based background modeling for moving target detection Inproceedings
In: 2020 International Symposium on Community-centric Systems (CcS), pp. 1–4, IEEE 2020.
