Design of the Agent-Based Genetic Algorithm

2005 ◽  
pp. 22-27
Author(s):  
Honggang Wang ◽  
Jianchao Zeng ◽  
Yubin Xu
Keyword(s):  
Genetic Algorithm ◽  
Agent Based

scholarly journals A GENETIC APPROACH FOR LONG TERM VIRTUAL ORGANIZATION DISTRIBUTION

2011 ◽  
Vol 20 (02) ◽  
pp. 271-295 ◽  
Author(s):  
VÍCTOR SÁNCHEZ-ANGUIX ◽  
SOLEDAD VALERO ◽  
ANA GARCÍA-FORNES
Keyword(s):  
Genetic Algorithm ◽  
Virtual Organization ◽  
Genetic Material ◽  
Multi Agent System ◽  
Crossover Operator ◽  
Agent Based ◽  
Multi Agent ◽  
Global Goal ◽  
Computational Resources

An agent-based Virtual Organization is a complex entity where dynamic collections of agents agree to share resources in order to accomplish a global goal or offer a complex service. An important problem for the performance of the Virtual Organization is the distribution of the agents across the computational resources. The final distribution should provide a good load balancing for the organization. In this article, a genetic algorithm is applied to calculate a proper distribution across hosts in an agent-based Virtual Organization. Additionally, an abstract multi-agent system architecture which provides infrastructure for Virtual Organization distribution is introduced. The developed genetic solution employs an elitist crossover operator where one of the children inherits the most promising genetic material from the parents with higher probability. In order to validate the genetic proposal, the designed genetic algorithm has been successfully compared to several heuristics in different scenarios.

Agent-based approach for Decentralized Genetic Algorithm

2021 ◽  
Author(s):  
M. Galici ◽  
M. Mureddu ◽  
E. Ghiani ◽  
F. Pilo
Keyword(s):  
Genetic Algorithm ◽  
Agent Based

Genetic Algorithm Optimisation of An Agent-Based Model for Simulating a Retail Market

2007 ◽  
Vol 34 (6) ◽  
pp. 1051-1070 ◽  
Author(s):  
Alison J Heppenstall ◽  
Andrew J Evans ◽  
Mark H Birkin
Keyword(s):  
Genetic Algorithm ◽  
Retail Market ◽  
Agent Based Model ◽  
Agent Based
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