王博士团队和UIUC、剑桥、清华、中科院、华北电力大型等国内外高校院所开展深度合作,也和多个大型企业建立项目合作,开展多学科交叉人工智能研究,团队同学有机会到上述单位进行交流学习和联合培养。近年来在国内外期刊和会议上发表同行评议的SCI/EI收录论文120余篇,其中代表性论文著作如下:
分布式协同仿真系统架构/多学科建模方法/智能求解算法:
- G. Peng, H. Wang, J. Dong, H. Zhang. Knowledge-Based Resource Allocation for Collaborative Simulation Development in Multi-tenant Cloud Computing Environments. IEEE Transactions on Services Computing. 11(2), 2018. pp. 306-317.
- J. Zhao, H. Wang, W. Liu, H. Zhang. A Learning-Based Multiscale Modelling Approach to Real-Time Serial Manipulator Kinematics Simulation. Neurocomputing. 390, 2019. pp. 280-293.
- H. Wang, H. Mao, H. Zhang. A Variable-Step Interaction Algorithm for Multidisciplinary Collaborative Simulation. Integrated Computer-Aided Engineering. 21, 2014. pp.263-279.
- H. Wang, A. L. Johnson, H. Zhang, S. Liang. Towards a Collaborative Modeling and Simulation Platform on the Internet. Advanced Engineering Informatics. 24(2), 2010. pp.208-218.
- H. Wang, H. Zhang. An Integrated and Collaborative Approach for Complex Product Development in Distributed Heterogeneous Environment. International Journal of Production Research. 2008, 46(9), pp.2345-2361.
知识工程与知识管理:
- G. Peng, H. Wang, H. Zhang, K. Huang. A Hypernetwork-Based Approach to Collaborative Retrieval and Reasoning of Engineering Design Knowledge. Advanced Engineering Informatics. 2019, 42, 100956.
- G. Peng, H. Wang, H. Zhang, Y. Zhao, A. L. Johnson. A Collaborative System for Capturing and Reusing In-Context Design Knowledge with An Integrated Representation Model. Advanced Engineering Informatics. 33, 2017. pp.314-329.
- H. Qin, H. Wang, A. L. Johnson. A RFBSE model for capturing engineers’ useful knowledge and experience during the design process. Robotics and Computer Integrated Manufacturing. 44, 2017. pp.30-43.
- H. Wang, A. L. Johnson, R. H. Bracewell. The Retrieval of Structured Design Rationale for the Re-use of Design Knowledge with an Integrated Representation. Advanced Engineering Informatics. 26(2), 2012. pp.251-266.
复杂系统监测分析与故障诊断:
- P. Peng, W. Zhang, Y. Zhang, H. Wang, H. Zhang. Non-revisiting Genetic Cost Sensitive Sparse Auto-Encoder for Imbalanced Fault Diagnosis. Applied Soft Computing. (In print)
- P. Peng, Y. Zhang, H. Wang, H. Zhang. Towards Robust and Understandable Fault Detection and Diagnosis Using Denoising Sparse Autoencoder and Smooth Integrated Gradients. ISA Transactions. 2021 (DOI: 10.1016/j.isatra.2021.06.005).
- P. Peng, W. Zhang, Y. Zhang, Y. Xu, H. Wang, H. Zhang. Cost Sensitive Active Learning Using Bidirectional Gated Recurrent Neural Networks for Imbalanced Fault Diagnosis. Neurocomputing. 2020, 407, pp.232-245.
- G. Peng, H. Wang, H. Zhang. Intelligent management of coal stockpiles using improved grey spontaneous combustion forecasting models for cleaner power plants. Energy. 132, 2017. pp.269-279.
复杂系统优化设计与模型处理:
- Y. Cao, Y. Liu, H. Wang, J. Zhao. Ontology-based Model-Driven Design of Distributed Control Applications in Manufacturing Systems. Journal of Engineering Design. 2019, 30(10-12), pp.523-562.
- W. Yuan, Y. Liu, H. Wang, Y. Gao. A Geometric Structure Based Particle Swarm Optimization Algorithm for Multi-objective Problems. IEEE Transactions on Systems, Man and Cybernetics – Systems. 47(9), 2017. pp.2516-2537.
- H. Zhu, Y. Liu, H. Wang, J. Zhao. Efficient Construction of the Medial Axis for a CAD Model using Parallel Computing. Engineering with Computers. 34(3), 2018. pp.413–429.
- W. Yuan, Y. Liu, J. Zhao, H. Wang. Pattern-based Integration of System Optimization in Mechatronic System Design. Advances in Engineering Software. 98, 2016. pp.23-37.
- H. Wang, H. Zhang. A Distributed and Interactive System to Integrated Design and Simulation for Collaborative Product Development. Robotics and Computer-Integrated Manufacturing. 26(6), 2010. pp.778-789.