Title of article :
Particle swarm optimization for solving engineering problems: A new constraint-handling mechanism
Author/Authors :
Mazhoud، نويسنده , , Issam and Hadj-Hamou، نويسنده , , Khaled and Bigeon، نويسنده , , Jean-Christophe Joyeux، نويسنده , , Patrice، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Pages :
11
From page :
1263
To page :
1273
Abstract :
This paper addresses constrained and optimal engineering problems solved using an adapted particle swarm optimization (PSO) algorithm. In fact, a specific constraint-handling mechanism is presented. It consists of a closeness evaluation of the solutions to the feasible region. The total constraints violation is introduced as an objective function to minimize. Interval arithmetic is used to normalize the total violations. The resulting objective problem is solved using a simple lexicographic method. The new algorithm is called CVI-PSO for constraint violation with interval arithmetic PSO. The paper provides numerous experimental results based on a well-known benchmark and comparisons with previously reported results. Finally, a case study of the optimal design of an electrical actuator with several model reformulations is detailed.
Keywords :
Preliminary design , Particular swarm optimization , interval arithmetic , global optimization , Model reformulation , Constraint-handling
Journal title :
Engineering Applications of Artificial Intelligence
Serial Year :
2013
Journal title :
Engineering Applications of Artificial Intelligence
Record number :
2125903
Link To Document :
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