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Transfer learning for nonlinear batch process operation optimization 期刊论文
JOURNAL OF PROCESS CONTROL, 2021, 卷号: 101, 页码: 11-23
作者:  Chu, Fei;  Wang, Jiachen;  Zhao, Xu;  Zhang, Shuning;  Chen, Tao;  Jia, Runda;  Xiong, Gang
收藏  |  浏览/下载：184/0  |  提交时间：2021/06/07
Transfer learning  Nonlinear batch process  Insufficient data  Operation optimization  Data selection  
A process transfer model-based optimal compensation control strategy for batch process using just-in-time learning and trust region method 期刊论文
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2021, 卷号: 358, 期号: 1, 页码: 606-632
作者:  Chu, Fei;  Cheng, Xiang;  Peng, Chuang;  Jia, Runda;  Chen, Tao;  Wei, Qinglai
收藏  |  浏览/下载：128/0  |  提交时间：2021/03/01
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 8, 页码: 3017-3031
作者:  Chu, Fei;  Liang, Tao;  Chen, C. L. Philip;  Wang, Xuesong;  Ma, Xiaoping
收藏  |  浏览/下载：211/0  |  提交时间：2020/09/07
Learning systems  Training  Heuristic algorithms  Neural networks  Automation  Process control  Control engineering  Broad learning system (BLS)  incremental learning algorithm  noise and outliers  weighted penalty factor  
A Minimum-Cost Modeling Method for Nonlinear Industrial Process Based on Multimodel Migration and Bayesian Model Averaging Method 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2020, 卷号: 17, 期号: 2, 页码: 947-956
作者:  Chu, Fei;  Dai, Bangwu;  Ma, Xiaoping;  Wang, Fuli;  Ye, Bin
收藏  |  浏览/下载：125/0  |  提交时间：2020/06/22
Predictive models  Data models  Adaptation models  Process control  Computational modeling  Integrated circuit modeling  Bayes methods  Bayesian model averaging (BMA)  minimum cost  multimodel migration  nonlinear  performance prediction  
Transfer learning for batch process optimal control using LV-PTM and adaptive control strategy 期刊论文
JOURNAL OF PROCESS CONTROL, 2019, 卷号: 81, 页码: 197-208
作者:  Chu, Fei;  Zhao, Xu;  Yao, Yuan;  Chen, Tao;  Wang, Fuli
收藏  |  浏览/下载：190/0  |  提交时间：2019/12/16
Transfer learning  Data-driven  LV-PTM  Optimal control  Adaptive control strategy