Modelling of Biochemical Systems Using the Particle Swarm Optimization and Chaotic Theory

被引:6
作者
Lu, Mingshou [2 ]
Shin, Dongil [1 ]
Kang, Hwan Il [1 ]
机构
[1] Myongji Univ, Dept Chem Informat Engn, Yongin 449728, Gyeong Gi Do, South Korea
[2] Myongji Univ, Dept Chem Engn, Yongin 449728, Gyeong Gi Do, South Korea
来源
2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1 | 2009年
关键词
Particle Swamr Optimization; parameter estimation; large scale; chaos; Henon map; metabolic pathway;
D O I
10.1109/ICICISYS.2009.5357810
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 work,the Particle Swarm Optimization (PSO) algorithm combined with chaotic theory was employed to modeling data of biochemical systems For this purpose, three case studies will be applied with PSO as parameter estimation problems and examine the performance of the new developed methodology
引用
收藏
页码:420 / +
页数:3
相关论文
共 9 条
[1]   The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].
Clerc, M ;
Kennedy, J .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73
[2]  
Clerc M., 2006, Particle Swarm Optimization
[3]  
Clerc M, 1999, P C EV COMP, DOI [10.1109/CEC.1999.785513, DOI 10.1109/CEC.1999.785513]
[4]   Model-free adaptive control optimization using a chaotic particle swarm approach [J].
Coelho, Leandro dos Santos ;
Rodrigues Coelho, Antonio Augusto .
CHAOS SOLITONS & FRACTALS, 2009, 41 (04) :2001-2009
[5]   Scatter search for chemical and bio-process optimization [J].
Egea, Jose A. ;
Rodriguez-Fernandez, Maria ;
Banga, Julio R. ;
Marti, Rafael .
JOURNAL OF GLOBAL OPTIMIZATION, 2007, 37 (03) :481-503
[6]  
FERNANDEZ MR, 2006, BMC BIOINFORMATICS, V7, P483, DOI DOI 10.1186/1471-2105-7-483
[7]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
[8]   Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients [J].
Ratnaweera, A ;
Halgamuge, SK ;
Watson, HC .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2004, 8 (03) :240-255
[9]  
Venkataraman P., 2002, APPL OPTIMIZATION MA