Parameter identification from hybrid model using PSO and penalty functions

被引:1
作者
Cortez, Ricardo [1 ]
Lozano, Yair [2 ]
Garrido, Ruben [3 ]
机构
[1] Inst Politecn Nacl, UPIITA, Mexico City, DF, Mexico
[2] Inst Politecn Nacl, ESIME, Cdmx, Mexico
[3] CINVESTAV, Dept Control Automat, Mexico City, DF, Mexico
来源
2021 18TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTING SCIENCE AND AUTOMATIC CONTROL (CCE 2021) | 2021年
关键词
Parameter identification; Hysteresis; Particle Swarm Optimization; Hybrid model; Smart actuator; Shape Memory Alloy; ALGORITHM; SYSTEMS;
D O I
10.1109/CCE53527.2021.9633108
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This work studies the parameter identification of a hybrid model with Particle Swarm Optimization. A hybrid model is based on selection functions that allow the switching between simple mathematical expressions in order to describe a complex behavior. In this work two performance functions are proposed to perform the identification: The former considers a switching between functions on their structure. The latter implements function penalty functions in order to avoid the evaluation of the selection functions. These functions test for the parameter identification of a Shape Memory Alloy model under a numerical simulation. The quality of the computed estimates is tested using statistical tools to assure repeatability and to verify the influence of the performance functions.
引用
收藏
页数:6
相关论文
共 22 条
[11]   Modeling and nonlinear parameter identification for hydraulic servo-systems with switching properties [J].
Maier, Clemens C. ;
Schroeders, Simon ;
Ebner, Wolfgang ;
Koester, Marius ;
Fidlin, Alexander ;
Hametner, Christoph .
MECHATRONICS, 2019, 61 :83-95
[12]  
Mezura-Montes E, 2009, STUD COMPUT INTELL, V193, P299
[13]  
Nayak BK, 2013, ANNU IEEE IND CONF
[14]   Application of metaheuristic algorithms to the identification of nonlinear magneto-viscoelastic constitutive parameters [J].
Pelteret, Jean-Paul ;
Walter, Bastian ;
Steinmann, Paul .
JOURNAL OF MAGNETISM AND MAGNETIC MATERIALS, 2018, 464 :116-131
[15]  
Sastry S., 2011, ADAPTIVE CONTROL STA
[16]   Phase field modelling of fracture and fatigue in Shape Memory Alloys [J].
Simoes, Marlini ;
Martinez-Paneda, Emilio .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2021, 373
[17]   Parameter identification of proton exchange membrane fuel cells using an improved salp swarm algorithm [J].
Sultan, Hamdy M. ;
Menesy, Ahmed S. ;
Kamel, Salah ;
Selim, Ali ;
Jurado, Francisco .
ENERGY CONVERSION AND MANAGEMENT, 2020, 224
[18]   Iterative algorithm for parameter identification of Hammerstein systems with two-segment nonlinearities [J].
Vörös, J .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (11) :2145-2149
[19]   Parameter identification of Wiener systems with multisegment piecewise-linear nonlinearities [J].
Voros, Jozef .
SYSTEMS & CONTROL LETTERS, 2007, 56 (02) :99-105
[20]   Comprehensive overview of meta-heuristic algorithm applications on PV cell parameter identification [J].
Yang, Bo ;
Wang, Jingbo ;
Zhang, Xiaoshun ;
Yu, Tao ;
Yao, Wei ;
Shu, Hongchun ;
Zeng, Fang ;
Sun, Liming .
ENERGY CONVERSION AND MANAGEMENT, 2020, 208