Multi-criteria optimization in nonlinear predictive control

被引：33

作者：

Laabidi, Kaouther ^{[1
]}

Bouani, Faouzi ^{[2
]}

Ksouri, Mekki ^{[3
]}

机构：

[1] Ecole Super Technol & Informat, Charguia, Tunisia

[2] Inst Natl Sci Appl & Technol, Tunis, Tunisia

[3] Ecole Natl Ingn Tunis, Tunis, Tunisia

来源：

MATHEMATICS AND COMPUTERS IN SIMULATION | 2008年 / 76卷 / 5-6期

关键词：

nonlinear predictive control; genetic algorithms; neural networks; multi-criteria optimization; multi-model control;

D O I：

10.1016/j.matcom.2007.04.002

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

The multi-criteria predictive control of nonlinear dynamical systems based on Artificial Neural Networks (ANNs) and genetic algorithms (GAs) are considered. The (ANNs) are used to determine process models at each operating level; the control action is provided by minimizing a set of control objective which is function of the future prediction output and the future control actions in tacking in account constraints in input signal. An aggregative method based on the Non-dominated Sorting Genetic Algorithm (NSGA) is applied to solve the multi-criteria optimization problem. The results obtained with the proposed control scheme are compared in simulation to those obtained with the multi-model control approach. (c) 2007 IMACS. Published by Elsevier B.V. All rights reserved.

引用

页码：363 / 374

页数：12

共 50 条

[1] Multi-Criteria HVAC Control Optimization
Krinidis, S.
Tsolakis, A. C.
Katsolas, I.
Ioannidis, D.
Tzovaras, D.
[J]. 2018 IEEE INTERNATIONAL ENERGY CONFERENCE (ENERGYCON), 2018,
[2] MULTI-CRITERIA OPTIMIZATION FOR NONLINEAR INTEGER-VARIABLE PROBLEMS
COOPER, MW
FARHANGIAN, K
[J]. LARGE SCALE SYSTEMS IN INFORMATION AND DECISION TECHNOLOGIES, 1985, 9 (01): : 73 - 78
[3] Machine learning aided model predictive control with multi-objective optimization and multi-criteria decision making
Wang, Zhiyuan
Tan, Wallace Gian Yion
Rangaiah, Gade Pandu
Wu, Zhe
[J]. COMPUTERS & CHEMICAL ENGINEERING, 2023, 179
[4] Multi-criteria optimization in regression
Tsionas, Mike G.
[J]. ANNALS OF OPERATIONS RESEARCH, 2021, 306 (1-2) : 7 - 25
[5] MULTI-CRITERIA OPTIMIZATION OF REFINERY
Livshits, Mikhail Yu
Sizikov, Aleksandr P.
[J]. THERMOPHYSICAL BASIS OF ENERGY TECHNOLOGIES 2015, 2016, 110
[6] Multi-criteria optimization in industry
Kuefer, Karl-Heinz
Miettinen, Kaisa
Ruzika, Stefan
Sayin, Serpil
[J]. OR SPECTRUM, 2022, 44 (02) : 303 - 305
[7] Multi-criteria optimization in industry
Karl-Heinz Küfer
Kaisa Miettinen
Stefan Ruzika
Serpil Sayin
[J]. OR Spectrum, 2022, 44 : 303 - 305
[8] Multi-criteria optimization in regression
Mike G. Tsionas
[J]. Annals of Operations Research, 2021, 306 : 7 - 25
[9] Models of Multi-criteria Optimization with Quality Criteria
Rozen, V. V.
Smirnova, D. S.
[J]. IZVESTIYA SARATOVSKOGO UNIVERSITETA NOVAYA SERIYA-MATEMATIKA MEKHANIKA INFORMATIKA, 2013, 13 (02): : 8 - 8
[10] An application of interactive multi-criteria optimization to air pollution control
Alvarez-Vazquez, L. J.
Garcia-Chan, N.
Martinez, A.
Vazquez-Mendez, M. E.
[J]. OPTIMIZATION, 2015, 64 (06) : 1367 - 1380

← 1 2 3 4 5 →