Modified movement force vector in an electromagnetism-like mechanism for global optimization
This paper presents an algorithm for solving global optimization problems with bounded variables. The algorithm is a modification of the electromagnetism-like mechanism proposed by Birbil and Fang [An electromagnetism-like mechanism for global optimization, J. Global Optim. 25 (2003), pp. 263–282]....
Main Author: | |
---|---|
Other Authors: | |
Format: | article |
Language: | eng |
Published: |
2009
|
Subjects: | |
Online Access: | http://hdl.handle.net/1822/9671 |
Country: | Portugal |
Oai: | oai:repositorium.sdum.uminho.pt:1822/9671 |
Summary: | This paper presents an algorithm for solving global optimization problems with bounded variables. The algorithm is a modification of the electromagnetism-like mechanism proposed by Birbil and Fang [An electromagnetism-like mechanism for global optimization, J. Global Optim. 25 (2003), pp. 263–282]. The differences are mainly on the local search procedure and on the force vector used to move each point in the population. Several widely-used benchmark problems were solved in a performance evaluation of the new algorithm when compared with the original one. A comparison with other stochastic methods is also included. The algorithm seems appropriate for large dimension problems. |
---|