Unified Particle Swarm Optimization for Solving Constrained Engineering Optimization Problems
We investigate the performance of the recently proposed Unified Particle Swarm Optimization method on constrained engineering optimization problems. For this purpose, a penalty function approach is employed and the algorithm is modified to preserve feasibility of the encountered solutions. The algor...
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Published in | Advances in Natural Computation pp. 582 - 591 |
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Main Authors | , |
Format | Book Chapter Conference Proceeding |
Language | English |
Published |
Berlin, Heidelberg
Springer Berlin Heidelberg
2005
Springer |
Series | Lecture Notes in Computer Science |
Subjects | |
Online Access | Get full text |
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Abstract | We investigate the performance of the recently proposed Unified Particle Swarm Optimization method on constrained engineering optimization problems. For this purpose, a penalty function approach is employed and the algorithm is modified to preserve feasibility of the encountered solutions. The algorithm is illustrated on four well–known engineering problems with promising results. Comparisons with the standard local and global variant of Particle Swarm Optimization are reported and discussed. |
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AbstractList | We investigate the performance of the recently proposed Unified Particle Swarm Optimization method on constrained engineering optimization problems. For this purpose, a penalty function approach is employed and the algorithm is modified to preserve feasibility of the encountered solutions. The algorithm is illustrated on four well–known engineering problems with promising results. Comparisons with the standard local and global variant of Particle Swarm Optimization are reported and discussed. |
Author | Vrahatis, M. N. Parsopoulos, K. E. |
Author_xml | – sequence: 1 givenname: K. E. surname: Parsopoulos fullname: Parsopoulos, K. E. email: kostasp@math.upatras.gr organization: Computational Intelligence Laboratory (CI Lab), Department of Mathematics, University of Patras, Patras, Greece – sequence: 2 givenname: M. N. surname: Vrahatis fullname: Vrahatis, M. N. email: vrahatis@math.upatras.gr organization: University of Patras Artificial Intelligence Research Center (UPAIRC), University of Patras, Patras, Greece |
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Copyright | Springer-Verlag Berlin Heidelberg 2005 2005 INIST-CNRS |
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Editor | Wang, Lipo Ong, Yew Soon Chen, Ke |
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Keywords | Penalty function Optimization method Problem solving Feasibility Swarm intelligence Constrained optimization Mathematical programming |
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Snippet | We investigate the performance of the recently proposed Unified Particle Swarm Optimization method on constrained engineering optimization problems. For this... |
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SubjectTerms | Applied sciences Artificial intelligence Computer science; control theory; systems Design Variable Exact sciences and technology Gear Train Particle Swarm Optimization Particle Swarm Optimization Method Penalty Function |
Title | Unified Particle Swarm Optimization for Solving Constrained Engineering Optimization Problems |
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