alexa A study of evolutionary multiagent models based on symbiosis.
Engineering

Engineering

International Journal of Swarm Intelligence and Evolutionary Computation

Author(s): Eguchi T, Hirasawa K, Hu J, Ota N

Abstract Share this page

Abstract Multiagent Systems with Symbiotic Learning and Evolution (Masbiole) has been proposed and studied, which is a new methodology of Multiagent Systems (MAS) based on symbiosis in the ecosystem. Masbiole employs a method of symbiotic learning and evolution where agents can learn or evolve according to their symbiotic relations toward others, i.e., considering the benefits/losses of both itself and an opponent. As a result, Masbiole can escape from Nash Equilibria and obtain better performances than conventional MAS where agents consider only their own benefits. This paper focuses on the evolutionary model of Masbiole, and its characteristics are examined especially with an emphasis on the behaviors of agents obtained by symbiotic evolution. In the simulations, two ideas suitable for the effective analysis of such behaviors are introduced; "Match Type Tile-world (MTT)" and "Genetic Network Programming (GNP)". MTT is a virtual model where tile-world is improved so that agents can behave considering their symbiotic relations. GNP is a newly developed evolutionary computation which has the directed graph type gene structure and enables to analyze the decision making mechanism of agents easily. Simulation results show that Masbiole can obtain various kinds of behaviors and better performances than conventional MAS in MTT by evolution.
This article was published in IEEE Trans Syst Man Cybern B Cybern and referenced in International Journal of Swarm Intelligence and Evolutionary Computation

Relevant Expert PPTs

Relevant Speaker PPTs

Recommended Conferences

  • 3rd International Conference on Data Structures and Data Mining
    August 17-18, 2017, Toronto, Canada
  • 4th International Conference on BigData Analysis and Data Mining
    September 07-08, 2017, Paris, France
  • 6th International Conference on Biostatistics and Bioinformatics
    Nov 13-14, 2017, Atlanta, USA
  • 4th World Congress on Robotics and Artificial Intelligence
    October 23-24, 2017

Relevant Topics

Peer Reviewed Journals
 
Make the best use of Scientific Research and information from our 700 + peer reviewed, Open Access Journals
International Conferences 2017-18
 
Meet Inspiring Speakers and Experts at our 3000+ Global Annual Meetings

Contact Us

 
© 2008-2017 OMICS International - Open Access Publisher. Best viewed in Mozilla Firefox | Google Chrome | Above IE 7.0 version
adwords