Data-Driven Neuro-Optimal Tracking Control of Ozone production Based on Adaptive Dynamic Programming

被引:0
|
作者
Dong Zhe [1 ]
Liu Wenjuan [1 ]
Li Yueheng [1 ]
Han Jie [1 ]
Chen MengJiao [1 ]
机构
[1] North China Univ Technol, Sch Elect & Control Engn, Beijing 100190, Peoples R China
关键词
ADP; Data-driven; Ozone Generator;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Ozone is considered as one of the strongest oxidizing agent, yet it leaves no residues that are harmful to global environment. In this paper, the close loop control of ozone generator has been studied. The main concern of this issue is to achieve desired ozone production. Due to the ozone generation process is a complex nonlinear multivariable system, which is different to model and regulate, thus a date-driven neuro-control method is adopted to construct the dynamics of the system, Adaptive dynamic programming (ADP) with input constraints for controller design and optimization. According to the hardwarein-loop simulation, the ozone generation process can be effectively approximated by the neuro-network model, and production of ozone can be tracked by the ADP controller. The simulation results show that it is superior to the control without input constraints.
引用
收藏
页码:9731 / 9736
页数:6
相关论文
共 50 条
  • [41] Data-Driven Nonlinear Adaptive Optimal Control of Connected Vehicles
    Gao, Weinan
    Jiang, Zhong-Ping
    [J]. NEURAL INFORMATION PROCESSING (ICONIP 2017), PT VI, 2017, 10639 : 122 - 129
  • [42] Trajectory Tracking and Optimal Obstacle Avoidance of Mobile Agent based on Data-driven Control
    Xing Shaomin
    Guan Xinping
    Luo Xiaoyuan
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 4619 - 4623
  • [43] Event-Based Approximate Neuro-Optimal Tracking Control Design Involving aWastewater Treatment Application
    Wang, Jiangyu
    Wang, Ding
    Hu, Lingzhi
    Zhao, Mingming
    [J]. 2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 2174 - 2179
  • [44] Integrated adaptive dynamic programming for data -driven optimal controller design
    Li, Guoqiang
    Goerges, Daniel
    Mu, Chaoxu
    [J]. NEUROCOMPUTING, 2020, 403 : 143 - 152
  • [45] Data-Driven Optimal Control of Affine Systems: A Linear Programming Perspective
    Martinelli, Andrea
    Gargiani, Matilde
    Draskovic, Marina
    Lygeros, John
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2022, 6 : 3092 - 3097
  • [46] Data-Based Online Optimal Temperature Tracking Control in Continuous Microwave Heating System by Adaptive Dynamic Programming
    Liu, Tong
    Liang, Shan
    Xiong, Qingyu
    Wang, Kai
    [J]. NEURAL PROCESSING LETTERS, 2020, 51 (01) : 167 - 191
  • [47] Data-Based Online Optimal Temperature Tracking Control in Continuous Microwave Heating System by Adaptive Dynamic Programming
    Tong Liu
    Shan Liang
    Qingyu Xiong
    Kai Wang
    [J]. Neural Processing Letters, 2020, 51 : 167 - 191
  • [48] Multiple Model Adaptive Tracking Control Based on Adaptive Dynamic Programming
    Wang, Kang
    Li, Xiaoli
    Li, Yang
    [J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2016, 2016
  • [49] Multilayer adaptive critic design with digital twin for data-driven optimal tracking control and industrial applications
    Wang, Ding
    Ma, Hongyu
    Qiao, Junfei
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 133
  • [50] Data-Driven Event-Triggered Adaptive Dynamic Programming Control for Nonlinear Systems With Input Saturation
    Shen, Mouquan
    Wang, Xianming
    Zhu, Song
    Wu, Zhengguang
    Huang, Tingwen
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (02) : 1178 - 1188