Nonlinear model predictive control based on fuzzy wavelet neural network and chaos optimization

被引:0
作者
Davanipour, Mehrnoush [1 ]
Asadipooya, Hanieh [1 ]
机构
[1] Shiraz Univ, Sch Elect Engn, Shiraz, Iran
关键词
Nonlinear model predictive control; fuzzy wavelet neural network; chaos optimization; PARTICLE SWARM OPTIMIZATION; SYSTEM;
D O I
10.3906/elk-1512-176
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a combined controller is proposed for nonlinear dynamical systems. The controller is constructed by a fuzzy wavelet network and nonlinear model predictive control. Chaotic optimization, which is fast and robust, is applied to generate optimized controlled input in nonlinear model predictive control. The ability of the fuzzy wavelet neural network and the proposed controller is shown by simulation. It is illustrated that the proposed method is able to increase the speed of tracking in addition to having very little steady state error. Using chaotic optimization makes the controller robust in the presence of noise.
引用
收藏
页码:3569 / 3577
页数:9
相关论文
共 19 条
[1]  
Camacho E.F., 2003, MODEL PREDICTIVE CON, DOI DOI 10.1007/978-1-4471-3398-8
[2]  
Chang YL, 2013, INT J FUZZY SYST, V15, P133
[3]   Fuzzy Wavelet Neural Network With an Accelerated Hybrid Learning Algorithm [J].
Davanipoor, Mehrnoosh ;
Zekri, Maryam ;
Sheikholeslam, Farid .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2012, 20 (03) :463-470
[4]   Fuzzy control of an ANFIS model representing a nonlinear liquid-level system [J].
Engin, SN ;
Kuvulmaz, J ;
Ömurlü, VE .
NEURAL COMPUTING & APPLICATIONS, 2004, 13 (03) :202-210
[5]  
Hedjar R, 2013, INT J INNOV COMPUT I, V9, P1245
[6]  
Jahani R, 2011, AUSTR J BASIC APPL S, V5, P923
[7]   A hybrid search method of wrapper feature selection by chaos particle swarm optimization and local search [J].
Javidi, Mohammad Masoud ;
Emami, Nasibeh .
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2016, 24 (05) :3852-3861
[8]  
Kaplanoglu E, 2013, TURK J ELECTR ENG CO, V23, P641
[9]   Robust Tube-Based Decentralized Nonlinear Model Predictive Control of an Autonomous Tractor-Trailer System [J].
Kayacan, Erkan ;
Kayacan, Erdal ;
Ramon, Herman ;
Saeys, Wouter .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2015, 20 (01) :447-456
[10]  
Li B, 1998, CYBERNET SYST, V29, P409, DOI 10.1080/019697298125678