Particle Swarm Optimization for Complex Nonlinear Optimization Problems

被引：4

作者：

Alexandridis, Alex ^{[1
]}

Famelis, Ioannis Th. ^{[1
]}

Tsitouras, Charalambos ^{[2
]}

机构：

[1] Technol Educ Inst Athens, Dept Elect Engn, GR-12210 Aigaleo, Greece

[2] Technol Educ Inst Sterea Hellas, Dept Automat Engn, Psahna Campus, GR-34400 Lamia, Greece

来源：

PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2015 (ICNAAM-2015) | 2016年 / 1738卷

关键词：

Computational Intelligence; Evolutionary Computation; Particle Swarm Optimization; Runge-Kutta; NEURAL-NETWORKS;

D O I：

10.1063/1.4952356

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

This work presents the application of a technique belonging to evolutionary computation, namely particle swarm optimization (PSO), to complex nonlinear optimization problems. To be more specific, a PSO optimizer is setup and applied to the derivation of Runge-Kutta pairs for the numerical solution of initial value problems. The effect of critical PSO operational parameters on the performance of the proposed scheme is thoroughly investigated.

引用

页数：4

共 6 条

[1] A medical diagnostic tool based on radial basis function classifiers and evolutionary simulated annealing
Alexandridis, Alex
Chondrodima, Eva
[J]. JOURNAL OF BIOMEDICAL INFORMATICS, 2014, 49 : 61 - 72
[2] Radial Basis Function Network Training Using a Nonsymmetric Partition of the Input Space and Particle Swarm Optimization
Alexandridis, Alex
Chondrodima, Eva
Sarimveis, Haralambos
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2013, 24 (02) : 219 - 230
[3] Engelbrecht A.P, 2007, Computational Intelligence an Introduction, Vsecond
[4] Differential Evolution for the Derivation of Runge Kutta Pairs.
Famelis, Ioannis Th.
Tsitouras, Ch.
[J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2014 (ICNAAM-2014), 2015, 1648
[5] Neural networks with multidimensional transfer functions
Tsitouras, C
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (01): : 222 - 228
[6] Using neural networks for the derivation of Runge-Kutta-Nystrom pairs for integration of orbits
Tsitouras, Ch
Famelis, I. Th
[J]. NEW ASTRONOMY, 2012, 17 (04) : 469 - 473

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