NDLI: Immune-Particle Swarm Optimization Beats Genetic Algorithms

Content Provider	IEEE Xplore Digital Library
Author	Fang Liu Bo Peng
Copyright Year	2010
Abstract	There exists the disadvantages such asprematurity in particle swarm optimization because of the decrease of swarm diversity. In order to solve this problem an immune particle swarm optimization(Immune-PSO)algorithm is proposed which is combined with immune clone selection algorithm, Clone copy operator, clone hyper-mutation operator and clone selection operator are performed during the evolutionary. Proportion clone copy according toparticles’ affinity can protect eminent individuals and speed up convergence, clone hyper-mutation provides anew mechanism producing new ones and maintaining diversity clone selection which selects best individuals can avoid algorithm degenerate effective. The typical benchmark functions are performed. The numerical simulation results show that the improved algorithm not only can maintain swarm’s diversity speed up convergence speed but also help the algorithm escape from local extreme.
Starting Page	233
Ending Page	236
File Size	906968
Page Count	4
File Format	PDF
ISBN	9781424492473
DOI	10.1109/GCIS.2010.14
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-12-16
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Gallium Cloning Diversity of swarm Educational institutions Affinity Clone copy Clone selection Hyper-mutation Particle swarm optimization Optimization Immune system Convergence
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