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.
机构:
Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Kataria, Nitin
Brewer, Forrest
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机构:
Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Brewer, Forrest
Hespanha, Joao
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机构:
Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Hespanha, Joao
Sherwood, Timothy
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机构:
Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
机构:
Chinese Acad Sci, Key Lab Solar Act, Natl Astron Observ, Beijing 100012, Peoples R ChinaChinese Acad Sci, Key Lab Solar Act, Natl Astron Observ, Beijing 100012, Peoples R China
机构:
School of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, JinanSchool of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, Jinan
Ma Y.
Han X.
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机构:
School of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, JinanSchool of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, Jinan
Han X.
Yang M.
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机构:
School of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, JinanSchool of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, Jinan
Yang M.
Lee W.-J.
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机构:
The University of Texas at Arlington 701 S. Nedderman Drive Arlington, 76019, TXSchool of Electrical Engineering, Shandong University, No. 17923 Jingshi Road, Jinan