Coverart for item
The Resource Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic, by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin, (electronic book)

Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic, by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin, (electronic book)

Label
Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic
Title
Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic
Statement of responsibility
by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin
Creator
Contributor
Author
Subject
Language
eng
Summary
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
Member of
Cataloging source
AZU
http://library.link/vocab/creatorName
Olivas, Frumen
Dewey number
006.3
Index
index present
LC call number
Q342
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1962-
http://library.link/vocab/relatedWorkOrContributorName
  • Valdez, Fevrier
  • Castillo, Oscar
  • Melin, Patricia
Series statement
SpringerBriefs in applied sciences and technology,
http://library.link/vocab/subjectName
  • Engineering
  • Artificial intelligence
  • Computational intelligence
Label
Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic, by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin, (electronic book)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Theory and Background -- Problems Statement -- Methodology -- Simulation Results -- Statistical Analysis and Comparison of Results
Control code
SPR1029091355
Dimensions
unknown
Extent
1 online resource (VII, 105 p. 25 illus.)
File format
multiple file formats
Form of item
online
Isbn
9783319708508
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-70851-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • on1029091355
  • (OCoLC)1029091355
Label
Dynamic Parameter Adaptation for Meta-Heuristic Optimization Algorithms Through Type-2 Fuzzy Logic, by Frumen Olivas, Fevrier Valdez, Oscar Castillo, Patricia Melin, (electronic book)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Theory and Background -- Problems Statement -- Methodology -- Simulation Results -- Statistical Analysis and Comparison of Results
Control code
SPR1029091355
Dimensions
unknown
Extent
1 online resource (VII, 105 p. 25 illus.)
File format
multiple file formats
Form of item
online
Isbn
9783319708508
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-70851-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • on1029091355
  • (OCoLC)1029091355

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