Data-Predictive Control of Multi-Timescale Processes

被引:2
|
作者
Tang, Jun Wen [1 ]
Yan, Yitao [1 ]
Bao, Jie [1 ]
Huang, Biao [2 ]
机构
[1] UNSW Sydney, Sch Chem Engn, Sydney, NSW 2052, Australia
[2] Univ Alberta, Dept Chem & Mat Engn, 116 St & 85 Ave, Edmonton, AB T6G 2R3, Canada
基金
澳大利亚研究理事会;
关键词
Data-based control; multi-timescale dynamics; behavioral systems theory;
D O I
10.1109/AdCONIP55568.2022.9894183
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Many chemical processes have multi-timescale dynamics. This paper proposes a data-based control approach for these processes based on the behavioral systems theory. A data re-sampling method and an innovative multi-optimization horizon data predictive control design are developed to deal with different timescales. The optimization horizons with small to large time intervals are used to predict and optimize future steps from near to distant future and deal with the dynamics of different timescales. The time intervals in different optimization horizons are aligned and the control action based on the dynamics of different timescales are optimized simultaneously. An illustrative example is included to demonstrate the proposed approach.
引用
收藏
页码:73 / 77
页数:5
相关论文
共 50 条
  • [41] Multi-timescale Performance of Groundwater Drought in Connection with Climate
    Ruirui Zhu
    Hongxing Zheng
    Anthony J. Jakeman
    Francis H.S. Chiew
    Water Resources Management, 2023, 37 : 3599 - 3614
  • [42] On the Question of Decomposition of Multi-timescale Systems Dynamic Models
    Derzhavin, Otto
    Zhelbakov, Igor
    Sidorova, Elena
    Grout, Vic
    PROCEEDINGS OF THE 2017 7TH INTERNATIONAL CONFERENCE INTERNET TECHNOLOGIES AND APPLICATIONS (ITA), 2017, : 165 - 168
  • [43] Modelling of multi-timescale demand response for power markets
    Zhou, Dan
    Dai, Huiwen
    Chen, Feng
    Lou, Boliang
    Ren, Zhiwei
    INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2019, 33 (03) : 237 - 245
  • [44] Impacts of Multi-Timescale Circulations on Meridional Moisture Transport
    Liu, Qiao
    Li, Tim
    Zhou, Weican
    JOURNAL OF CLIMATE, 2021, 34 (19) : 8065 - 8085
  • [45] Multi-Timescale Sensitive Movement Technologies: the EnTimeMent project
    Camurri, Antonio
    2019 8TH INTERNATIONAL CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION WORKSHOPS AND DEMOS (ACIIW), 2019, : 362 - 363
  • [46] Multi-timescale infrared quantum cascade laser ellipsometry
    Furchner, Andreas
    Kratz, Christoph
    Rappich, Joerg
    Hinrichs, Karsten
    OPTICS LETTERS, 2022, 47 (11) : 2834 - 2837
  • [47] MULTI-TIMESCALE CONTEXT ENCODING FOR SCENE PARSING PREDICTION
    Chen, Xin
    Han, Yahong
    2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), 2019, : 1624 - 1629
  • [48] Multi-timescale analysis of rainfall in Karst in Guizhou, China
    Li, X. N.
    Zhao, X. J.
    Xu, B.
    Chen, G. C.
    3RD INTERNATIONAL CONFERENCE ON WATER RESOURCE AND ENVIRONMENT (WRE 2017), 2017, 82
  • [49] Impacts of multi-timescale circulations on meridional heat transport
    Liu, Qiao
    Li, Tim
    Zhou, Weican
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2022, 42 (04) : 2153 - 2168
  • [50] Multi-timescale voltage control for distribution system based on multi-agent deep reinforcement learning
    Wu, Zhi
    Li, Yiqi
    Gu, Wei
    Dong, Zengbo
    Zhao, Jingtao
    Liu, Weiliang
    Zhang, Xiao-Ping
    Liu, Pengxiang
    Sun, Qirun
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 147