DocumentCode
523284
Title
Method cooperation in optimization process
Author
Krupka, Zdenek ; Stefek, Alexandr
Author_Institution
Fac. of Mil. Technol., Univ. of Defence, Brno, Czech Republic
fYear
2010
fDate
2-4 June 2010
Firstpage
21
Lastpage
23
Abstract
This paper describes some ideas for method cooperation in optimization. Many methods for optimization have problems in some cases. Usually those problems don´t persist if we will change method. We wanted to show how methods can be forced to cooperate in solving optimization problem. As one method we will use Particle Swarm optimization (PSO) method. This method can get stuck in local minimum. There are improvements of this method like Repulsive Particle Swarm optimization method (RPSO). Basic PSO is working with “best known solution”. This solution is usually found by particles from swarm but it can be injected by external cognition. We will present how the system for optimization can be designed as an open system. This design can accept any method that will be coded in future. The open system will be able to accept different methods and use them as solvers. Designed open system has subsystem which is mastering set of optimization methods (mentioned PSO, random shooter, etc.). Those methods are working together like multiagent system. The cooperation of agents-methods can combine advantages and eliminate disadvantages of individual methods.
Keywords
multi-agent systems; particle swarm optimisation; agents method cooperation; external cognition; multi-agent system; open system; optimization process; repulsive particle swarm optimization method; Cognition; Design optimization; Equations; Genetic programming; History; Multiagent systems; Open systems; Optimization methods; Particle swarm optimization; State-space methods; multiagent systems; open system; optimization process;
fLanguage
English
Publisher
ieee
Conference_Titel
MECHATRONIKA, 2010 13th International Symposium
Conference_Location
Trencianske Teplice
Print_ISBN
978-1-4244-7962-7
Electronic_ISBN
978-80-8075-451-8
Type
conf
Filename
5521190
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