An Integrated Robust Design and Robust Control Strategy Using the Genetic Algorithm

被引：8

作者：

Gao, Yue ^{[1
]}

Wang, Junwei ^{[1
]}

Gao, Shuang ^{[1
]}

Cheng, Yao ^{[1
]}

机构：

[1] Univ Hong Kong, Dept Ind & Mfg Syst Engn, Hong Kong, Peoples R China

来源：

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS | 2021年 / 17卷 / 12期

基金：

中国国家自然科学基金;

关键词：

Optimization; Uncertainty; Indexes; Robustness; Robust control; Rockets; Genetic algorithms; Genetic algorithm (GA); integrated robust design and robust control (IRDRC); system decomposition; uncertainty; IMPLEMENTATION; OPTIMIZATION; SYSTEMS;

D O I：

10.1109/TII.2021.3056417

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Sequential strategies and integrated design and control (IDC) strategies have been developed to optimize engineering systems. Nevertheless, neither of them considers the impact of uncertainty when optimizing system performance. To improve the robustness of the system performance and ensure the systematic optimality, this article proposes an integrated robust design and robust control (IRDRC) strategy for a general engineering system using the genetic algorithm. The proposed IRDRC strategy is applied to a rocket flight attitude control system to test its effectiveness. The results show that the IRDRC strategy outperforms existing sequential strategies and IDC strategies, concerning system-level optimization and system robustness.

引用

页码：8378 / 8386

页数：9

共 33 条

[1] Combined Robust Design and Robust Control of an Electric DC Motor
Alyaqout, Sulaiman F.
Papalambros, Panos Y.
Ulsoy, A. Galip
[J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2011, 16 (03) : 574 - 582
[2] [Anonymous], 2010, Robot. Comput.-Integr. Manuf, DOI DOI 10.1016/J.RCIM.2010.03.003
[3] Bi ZM, 2001, J ROBOTIC SYST, V18, P77, DOI 10.1002/1097-4563(200102)18:2<77::AID-ROB1007>3.0.CO
[4] 2-A
[5] Bozorg-Haddad O., 2017, METAHEURISTIC EVOLUT, DOI 10.1002/9781119387053
[6] A Novel Evolutionary Algorithm for Dynamic Constrained Multiobjective Optimization Problems
Chen, Qingda
Ding, Jinliang
Yang, Shengxiang
Chai, Tianyou
[J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2020, 24 (04) : 792 - 806
[7] Integrated Design of Machine Body and Control Algorithm for Improving the Robustness of a Closed-Chain Five-Bar Machine
Cheng, Long
Lin, Yingzi
Hou, Zeng-Guang
Tan, Min
Huang, Jian
Zhang, W. J.
[J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2012, 17 (03) : 587 - 591
[8] [丁进良 Ding JinLiang], 2018, [自动化学报, Acta Automatica Sinica], V44, P1931
[9] A General Integrated Design and Control Strategy Considering System Decomposition With Application to a Rocket Flight Attitude Control System
Gao, Yue
Wang, Junwei
Gao, Shuang
Ding, Jinliang
[J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2020, 25 (06) : 2657 - 2666
[10] DESIGN AND CONTROL OF A MOBILE ROBOT WITH AN ARTICULATED BODY
HIROSE, S
MORISHIMA, A
[J]. INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1990, 9 (02) : 99 - 114

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