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Robust multi-objective optimization of state feedback controllers for heat exchanger system with probabilistic uncertainty

  • Xi'an Jiaotong University

科研成果: 书/报告/会议事项章节会议稿件同行评审

1 引用 (Scopus)

摘要

The performance of thermal control systems has, in recent years, improved in numerous ways due to developments in control theory and information technology. The shell-and-tube heat exchanger (STHX) is a medium where heat transfer process occurred. The accuracy of the heat exchanger depends on the performance of both elements. Therefore, both components need to be controlled in order to achieve a substantial result in the process. For this purpose, the actual dynamics of both shell and tube of the heat exchanger is crucial. In this paper, optimal reliability-based multi-objective Pareto design of robust state feedback controllers for a STHX having parameters with probabilistic uncertainties. Accordingly, the probabilities of failure of those objective functions are also considered in the reliability-based design optimization (RBDO) approach. A new multi-objective uniform-diversity genetic algorithm (MUGA) is presented and used for Pareto optimum design of linear state feedback controllers for STHX problem. In this way, Pareto front of optimum controllers is first obtained for the nominal deterministic STHX using the conflicting objective functions in time domain. Such Pareto front is then obtained for STHX having probabilistic uncertainties in its parameters using the statistical moments of those objective functions through a Hammersley Sequence Sampling (HSS) approach. It is shown that multi-objective reliability-based Pareto optimization of the robust state feedback controllers using MUGA includes those that may be obtained by various crisp threshold values of probability of failures and, thus, remove the difficulty of selecting suitable crisp values. Besides, the multi-objective Pareto optimization of such robust feedback controllers using MUGA unveils some very important and informative trade-offs among those objective functions. Consequently, some optimum robust state feedback controllers can be compromisingly chosen from the Pareto frontiers.

源语言英语
主期刊名7th International Symposium on Multiphase Flow, Heat Mass Transfer and Energy Conversion
796-809
页数14
DOI
出版状态已出版 - 2013
活动7th International Symposium on Multiphase Flow, Heat Mass Transfer and Energy Conversion, ISMF 2012 - Xi'an, Shaanxi Province, 中国
期限: 26 10月 201230 10月 2012

出版系列

姓名AIP Conference Proceedings
1547
ISSN(印刷版)0094-243X
ISSN(电子版)1551-7616

会议

会议7th International Symposium on Multiphase Flow, Heat Mass Transfer and Energy Conversion, ISMF 2012
国家/地区中国
Xi'an, Shaanxi Province
时期26/10/1230/10/12

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