Data-Driven Backstepping Control of Chemical Process

被引:0
|
作者
Gao, Jiawen [1 ]
Huang, Jingwen [1 ]
机构
[1] Beijing Univ Chem Technol, Beijing 100029, Peoples R China
基金
中国国家自然科学基金;
关键词
Data-Driven; Backstepping Control; Chemical Process; Williams-Otto Reactor;
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
Modeling and control design of complex chemical processes are challenge tasks because of their multi-variable, time-delay and non-linear features. On the other hand, the plant dynamics are hard to characterize precisely on line when facing uncertain disturbance. In the light of this, this paper presents a data-driven backstepping control scheme for the nonlinear chemical process. Compared with other regular chemical process control schemes, the proposed scheme is independent of specific mathematical models, and free of decoupling operation, linearization, or off-line recognition and modeling. By constructing Lyapunov function and feedback control rate based on real-time data, the integral stability is guaranteed. Williams-Otto reactor example is provided to demonstrate the effectiveness and applicability of the scheme.
引用
收藏
页码:817 / 821
页数:5
相关论文
共 50 条
  • [21] Integrating process dynamics in data-driven models of chemical processing systems
    Alauddin, Mohammad
    Khan, Faisal
    Imtiaz, Syed
    Ahmed, Salim
    Amyotte, Paul
    PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2023, 174 : 158 - 168
  • [22] Data-Driven Biped Control
    Lee, Yoonsang
    Kim, Sungeun
    Lee, Jehee
    ACM TRANSACTIONS ON GRAPHICS, 2010, 29 (04):
  • [23] Data-driven simulation and control
    Markovsky, Ivan
    Rapisarda, Paolo
    INTERNATIONAL JOURNAL OF CONTROL, 2008, 81 (12) : 1946 - 1959
  • [24] Data-driven Process Prioritization in Process Networks
    Kratsch, Wolfgang
    Manderscheid, Jonas
    Reissner, Daniel
    Roeglinger, Maximilian
    DECISION SUPPORT SYSTEMS, 2017, 100 : 27 - 40
  • [25] Data-Driven Optimization Control for Safety Operation of Hematite Grinding Process
    Dai, Wei
    Chai, Tianyou
    Yang, Simon X.
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 62 (05) : 2930 - 2941
  • [26] Data-driven control for combustion process of circulating fluidised bed boiler
    Fang, Fang
    Yu, Songyuan
    Wei, Le
    Liu, Yajuan
    Liu, Jizhen
    IET CYBER-PHYSICAL SYSTEMS: THEORY & APPLICATIONS, 2020, 5 (01) : 39 - 48
  • [27] A Review on Statistical Process Control in Healthcare: Data-Driven Monitoring Schemes
    Perez-Benitez, Baruc E.
    Tercero-Gomez, Victor G.
    Khakifirooz, Marzieh
    IEEE ACCESS, 2023, 11 : 56248 - 56272
  • [28] Data-Driven Optimal Control for Municipal Solid Waste Incineration Process
    Sun, Jian
    Meng, Xi
    Qiao, Junfei
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 19 (12) : 11444 - 11454
  • [29] Quality Control in the Polypropylene Manufacturing Process: An Efficient, Data-Driven Approach
    Cheng, Zhong
    Liu, Xinggao
    JOURNAL OF APPLIED POLYMER SCIENCE, 2015, 132 (03)
  • [30] Data-driven Subspace Identification and Predictive Control for a NIAT Process Platform
    Wang, Lu
    Li, Ning
    Li, Shaoyuan
    PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 1648 - 1653