Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, General Computing
Cover of the book Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin ISBN: 9783319708515
Publisher: Springer International Publishing Publication: March 14, 2018
Imprint: Springer Language: English
Author: Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
ISBN: 9783319708515
Publisher: Springer International Publishing
Publication: March 14, 2018
Imprint: Springer
Language: English

In this book, a methodology for parameter adaptation in meta-heuristic op-timization methods is proposed. This methodology is based on using met-rics about the population of the meta-heuristic methods, to decide through a fuzzy inference system the best parameter values that were carefully se-lected to be adjusted. With this modification of parameters we want to find a better model of the behavior of the optimization method, because with the modification of parameters, these will affect directly the way in which the global or local search are performed.

Three different optimization methods were used to verify the improve-ment of the proposed methodology. In this case the optimization methods are: PSO (Particle Swarm Optimization), ACO (Ant Colony Optimization) and GSA (Gravitational Search Algorithm), where some parameters are se-lected to be dynamically adjusted, and these parameters have the most im-pact in the behavior of each optimization method.

Simulation results show that the proposed methodology helps to each optimization method in obtaining better results than the results obtained by the original method without parameter adjustment.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

In this book, a methodology for parameter adaptation in meta-heuristic op-timization methods is proposed. This methodology is based on using met-rics about the population of the meta-heuristic methods, to decide through a fuzzy inference system the best parameter values that were carefully se-lected to be adjusted. With this modification of parameters we want to find a better model of the behavior of the optimization method, because with the modification of parameters, these will affect directly the way in which the global or local search are performed.

Three different optimization methods were used to verify the improve-ment of the proposed methodology. In this case the optimization methods are: PSO (Particle Swarm Optimization), ACO (Ant Colony Optimization) and GSA (Gravitational Search Algorithm), where some parameters are se-lected to be dynamically adjusted, and these parameters have the most im-pact in the behavior of each optimization method.

Simulation results show that the proposed methodology helps to each optimization method in obtaining better results than the results obtained by the original method without parameter adjustment.

More books from Springer International Publishing

Cover of the book Nonlinear Systems and Circuits in Internal Combustion Engines by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Melanoma by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Laughter, Literature, Violence, 1840–1930 by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book The Forest and the City by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book The Antarctic Silverfish: a Keystone Species in a Changing Ecosystem by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Analysis and Simulation of Electrical and Computer Systems by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Consumer Behavior, Organizational Strategy and Financial Economics by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Return to the Far Side of Planet Moore! by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Composting for Sustainable Agriculture by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Pancreas, Kidney and Skin Regeneration by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Advances in Sustainable Aviation by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Ethnographies of Conferences and Trade Fairs by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book The Functional Analysis of Quantum Information Theory by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book Mesearch and the Performing Body by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Cover of the book SUMO Regulation of Cellular Processes by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy