Dr. Zhiqiang Geng
Professor, PhD Supervisor
Director of the Computer Science
Email: gengzhiqiang@mail.buct.edu.cn
Background
Professor Zhiqiang Geng majored in Control Science and Engineering and received doctor's degree in June 2005. In recent years, Prof. Geng has published more 100 long articles in the SCI journals (10 ESI highly cited papers), authorizing more 20 national invention patents of the authorization and 30 software copyrights. Meanwhile, Prof. Geng has been awarded with the second prize of natural science award of Chinese Association of Automation and the outstanding paper award of Zhang Zhongjun academician et al .
Areas of Research of Expertise
Industrial Big data and machine learning,
Intelligent optimization and control,
Soft-sensing technology,
Abnormal monitoring and fault diagnosis,
Memberships
Deputy Director of the Engineering Research Center of the Ministry of Education for Intelligent Process Systems Engineering,
Director of Data Science and Engineering Research Center of Beijing University of Chemical Technology,
Director of the China Association of Automation,
Executive Director of Beijing Automation Society,
Executive Director of Beijing Artificial Intelligence Society,
Member/Deputy Secretary General of the Information Technology Application Special Committee of the Chinese Chemical Society,
Member of the Process Control Committee of the Chinese Society of Automation.
Teaching
Undergraduate Teaching
Introduction to Artificial Intelligence
Postgraduate Teaching
Data Mining
Research
Funded Research Projects
The National Natural Science Foundation of China:
Research on Food Safety Early Warning Methods and Key Technologies Driven by Big data and Domain Knowledge
Research on Fault Diagnosis Methods for Complex Data Networks in Chemical Processes
National key research and development plan:
Energy efficiency analysis and prediction methods of complex chemical processes based on data envelopment analysis
Others:
Research on multi-source heterogeneous data fusion and mining technology for food safety and platform construction
Research on Active Defense Mechanism and System for Industrial Control System Security
Main Achievements & Awards
He was granted more than 20 patents and applied for more than 20 patents.
He has won the second prize of natural science award of Chinese Association of Automation.
Publications
Zhiqiang Geng, Xiaoyan Duan, Jiatong Li, Chong Chu, Yongming Han*. Novel risk prediction model for food safety based on random forest integrating virtual sample. Engineering Applications of Artificial Intelligence, 2022, 116: 105352.
Zhiqiang Geng, Yuan Cao, Jun Li, Yongming Han*. Novel blockchain transaction provenance model with graph attention mechanism. Expert Systems with Applications, 2022, 209(15):18411.
Zhiqiang Geng, Jun Li, Yongming Han *, Yanhui Zhang. Novel target attention convolutional neural network for relation Classification. Information Sciences 597 (2022) 24–37.
Zhiqiang Geng, Chunjing Shi, Yongming Han*. Intelligent Small Sample Defect Detection of Water Walls in Power Plants Using Novel Deep Learning Integrating Deep Convolutional GAN," IEEE Transactions on Industrial Informatics, DOI :10.1109/TII.2022.3159817.
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.
Zhiqiang Geng, Zhiwei Chen, Qingchao Meng, Yongming Han. Novel Transformer based on Gated Convolutional Neural Network for Dynamic Soft Sensor Modeling of Industrial Processes. IEEE Transactions on Industrial Informatics, 2022, 18(3): 1521-1529.
Xuan Hu; Yongming Han*, Zhiqiang Geng*. Novel Trajectory Representation Learning Method and its Application to Trajectory-User Linking. IEEE Transactions on Instrumentation & Measurement. 2021,70, 1-9, 251130.
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.
Hao. Wu, Yongming Han*, Min Liu*, Zhiqiang Geng*, Robust Low-Rank Clustering Contrastive Learning Integrating Transformer for Noisy Industrial Soft Sensors, IEEE Transactions on Instrumentation and Measurement, 2023, 72, 1-10, 2516410.
Zhiqiang Geng, Xiaoyan Duan, Fenfen Liu, Yongming Han*. Novel Variation Mode Decomposition Integrated Adaptive Sparse Principal Component Analysis and It Application in Fault Diagnosis. ISA Transactions. 2022,128, 21-31.