教学机构

韩永明，博士，教授

发布人：信息学院发布时间：2020-03-31浏览次数：6316

韩永明，北京化工大学 教授，博士生导师，国家优青，计算机系系主任， 以第一/通讯作者发表发表SCI论文150余篇（TOP/SCI 105篇，ESI高被引13篇）），授权国家发明专利13项和国家计算机软件著作权9项。主持了国家自然科学基金优秀青年基金、重点项目子课题、面上项目、青年项目和工信部高质量发展工程等项目20余项，同时担任6个SCI期刊青年和主题编委，中国自动化学会网络计算专委会副主任委员、中国人工智能学会青年工作委员会委员、北京自动化学会理事、北京人工智能学会理事等。入选斯坦福发布的全球前2%顶尖科学家年度榜单、北京市科协2020-2022年度青年人才托举计划、北京市委组织部优秀人才计划，获得2022年度中国自动化学会自然科学奖二等奖、2023年中国石油和化学工业联合会科技进步奖二等奖、2023年度中国石油和化工自动化行业科技进步奖二等奖等奖励。

研究领域包括人工智能、机器学习、系统建模及优化、能效评价、数据分析与信息集成、智能优化等。

主要科研项目 Research Projects

项目名称

项目来源

化工过程能效智能优化控制

国家自然科学基金优秀青年基金项目

基于数字孪生技术的典型化工过程低碳高效运行关键技术研究及示范应用

国家重点研发计划课题

复杂石化过程能量系统建模与优化关键技术研究

国家自然科学基金委员会，面上项目

基于DEA的复杂化工过程能效分析与预测方法研究

国家自然科学基金委员会，青年项目

复杂石化工业能效多层次评价方法研究与应用

北京市优秀人才培养资助计划项目

主要论文Research Paper

  1. Zhiqiang Geng#, Weikang Kong, Xintian Wang, Ling Wang*, Yongming Han#,*.  Adaptive search based Grey Wolf optimization algorithm for multi-objective optimization of ethylene cracking furnace. Swarm and Evolutionary Computation 92 (2025) 101810

  2. Tao Li, Yongming Han*, Youqing Wang*, Zhiqiang Geng*. A Self-Attention Mechanism Integrating Adaptive Double Subspace for Fault Detection in Industrial Processes. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 2025,5591）：540-549. DOI: 10.1109/TSMC.2024.3486442.

  3. Tao Li, Yongming Han*, Xuan Hu, Bo Ma, Zhiqiang Geng*. Twofold Weighted-Based Statistical Feature KECA for Nonlinear Industrial Process Fault Diagnosis. IEEE Transactions on Automation Science and Engineering. 2025,22:3901-3910,DOI: 10.1109/TASE.2024.3402653

  4. Yongming Han, Xuehai Liu, Chong Guo, Hao Wu, Min Liu* and Zhiqiang Geng*. Improved Pearson correlation coefficient based graph neural network for dynamic soft sensor of polypropylene industries. Industrial & Engineering Chemistry Research, 2025, 64, 551−563

  5. Yongming Han, Zhiyi Li, Tingting Wei, Xiaoyu Zuo*, Min Liu*, Bo Ma, Zhiqiang Geng*. Production capacity prediction based response conditions optimization of straw reforming using attention-enhanced convolutional LSTM integrating data expansion. Applied Energy, 2024,365: 123253

  6. Zhiwei Chen, Yongming Han*, Zhiqiang Geng*. Novel kinetic modeling strategy for industrial-scale UNIPOL polypropylene with Ziegler-Natta catalyst. Chemical Engineering Journal 482 (2024) 148830.

  7. Yongming Han, Zhiyi Li, Xuan Hu*, Youqing Wang,* , Zhiqiang Geng*. Novel Long Short-Term Memory model based on the attention mechanism for the leakage detection of water supply processes. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 2024,54（5）:2786-2796. doi:10.1109/TSMC.2024.3350200

  8. Yongming Han, Yue Wang, Zhiwei Chen, Yi Lu, Xuan Hu * , Liangchao Chen ,Zhiqiang Geng*. Multiscale variational autoencoder regressor for production prediction and energy saving of industrial processes. Chemical Engineering Science 284 (2024) 119529

  9. Yongming Han, Lian Cao, Qing Guo, Zhiqiang Geng*, Weiyang Yang, Jinzhen Fan, Min Liu*. Economy and carbon dioxide emissions effects of energy structures in China: Evidence based on a novel AHP-SBMDEA model. Energy, 2024,290:129786

  10. Yongming Han, Lei Wang, Youqing Wang*; Zhiqiang Geng*. Intelligent Small Sample Defect Detection of Concrete Surface Using Novel Deep Learning Integrating Improved YOLOv5" . IEEE-CAA Journal of Automatica Sinica. 11,2(2024):545-547. doi:10.1109/JAS.2023.124035

  11. Yongming Han, Zilan Du, Xuan Hu*, Yeqing Li, Di Cai, Jinzhen Fan, Zhiqiang Geng*. Production prediction modeling of food waste anaerobic digestion for resources saving based on SMOTE-LSTM. Applied Energy. 2023,352:122024

  12. Yongming Han, Yue Wang, Yuan Cao, Zhiqiang Geng*, Qunxiong Zhu*. A Novel Wrapped Feature Selection Framework for Developing Power System Intrusion Detection Based on Machine Learning Methods. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 2023, 53(11): 7066-7076. DOI: 10.1109/TSMC.2023.3292110

  13. Yongming Han, Zilan Du, Zhiqiang Geng*, Jinzhen Fan, Youqing Wang*. Novel long short-term memory neural network considering virtual data generation for production prediction and energy structure optimization of ethylene production processes. Chemical Engineering Science 267 (2023) 118372

  14. Yongming Han, Jingze Li, Xiaoyi Lou, Chenyu Fan, Zhiqiang Geng*. Energy saving of buildings for reducing carbon dioxide emissions using novel dendrite net integrated adaptive mean square gradient. Applied Energy, 309 (2022) 118409.

  15. Yongming Han, Qi Wang, Ning Ding, Zhiqiang Geng*. Short-time wavelet entropy integrating improved LSTM for fault diagnosis of modular multilevel converter. IEEE Transactions on Cybernetics. 2022，52（8）：7504-7512. DOI: 10.1109/TCYB.2020.3041850


科研成果 Scientific Research Achievements

1．化工过程能效智能优化控制

化工过程能效智能优化控制

2. 基于视频图像的关键设备智能检测