NDLI: MLGA: A Multilevel Cooperative Genetic Algorithm

Content Provider	IEEE Xplore Digital Library
Author	Akbari, R. Zeighami, V. Ziarati, K.
Copyright Year	2010
Description	Author affiliation: Department of Mathematics, Shiraz University, Iran (Zeighami, V.) \|\| Department of Computer Science and Engineering, Shiraz University, Iran (Akbari, R.; Ziarati, K.)
Abstract	This paper incorporate the multilevel selection (MLS) theory into the genetic algorithm. Based on this theory, a Multilevel Cooperative Genetic Algorithm (MLGA) is presented. In MLGA, a species is subdivided in a set of populations, each population is subdivided in groups, and evolution occurs at two levels so called individual and group level. A fast population dynamics occurs at individual level. At this level, selection occurs between individuals of the same group. The popular genetic operators such as mutation and crossover are applied within groups. A slow population dynamics occurs at group level. At this level, selection occurs between groups of a population. A group level operator so called colonization is applied between groups in which a group is selected as extinct, and replaced by offspring of a colonist group. We used a set of well known numerical functions in order to evaluate performance of the proposed algorithm. The results showed that the MLGA is robust, and provides an efficient way for numerical function optimization.
Starting Page	271
Ending Page	277
File Size	1047341
Page Count	7
File Format	PDF
ISBN	9781424464371
e-ISBN	9781424464401
DOI	10.1109/BICTA.2010.5645316
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-09-23
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Gallium multilevel selection theory Heuristic algorithms colonization Robustness cooperative genetic algorithm numerical function optimization Optimization
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

A multilevel evolutionary algorithm for optimizing numerical functions

Solving Large Multilevel Lot-Sizing Problems with an Effective Heuristic Algorithm Based on Segmentation

A Heuristic Genetic Algorithm Based on Schema Replacement for 0-1 Knapsack Problem

An effective heuristic algorithm based on segmentation for solving a multilevel lot-sizing problem

A heuristic algorithm for optimizing page selection instructions

A Dynamic Byte Encoding Genetic Algorithm for Numerical Optimization

An improved niche ant colony algorithm for multi-modal function optimization

Complex-valued genetic algorithm for function optimization

Genetic algorithm with Particle Filter for dynamic optimization problems

MLGA: A Multilevel Cooperative Genetic Algorithm

Similar Documents

A multilevel evolutionary algorithm for optimizing numerical functions

Solving Large Multilevel Lot-Sizing Problems with an Effective Heuristic Algorithm Based on Segmentation

A Heuristic Genetic Algorithm Based on Schema Replacement for 0-1 Knapsack Problem

An effective heuristic algorithm based on segmentation for solving a multilevel lot-sizing problem

A heuristic algorithm for optimizing page selection instructions

A Dynamic Byte Encoding Genetic Algorithm for Numerical Optimization

An improved niche ant colony algorithm for multi-modal function optimization

Complex-valued genetic algorithm for function optimization

Genetic algorithm with Particle Filter for dynamic optimization problems

MLGA: A Multilevel Cooperative Genetic Algorithm