International Journal of Computational Intelligence Systems

Volume 3, Issue Supplement 1, December 2010, Pages 1 - 17

A New Clonal Selection Immune Algorithm with Perturbation Guiding Search and Nonuniform Hypermutation

Authors
Xinchao Zhao, Zaijin Zou, Shuliang Zhao, Guoshuai Zhao, Shaozhang Niu, Guoli Liu
Corresponding Author
Xinchao Zhao
Available Online 1 December 2010.
DOI
https://doi.org/10.2991/ijcis.2010.3.s1.1How to use a DOI?
Abstract
A new clonal selection immune algorithm with perturbation guiding search and non-uniform hypermutation (nCSIA) is proposed based on the idea of perturbed particle swarm algorithm and non-uniform mutation. The proposed algorithm proportional clones antibody based on the affinity, adaptively adjusts the searching steps of antibodies with hypermutation according to the adaptive variation rule of non-uniform mutation and chooses the promising antibody based on the affinity by clonal selection principle. In order to keep the balance of exploration/exploitation better, perturbation guiding search strategy is presented, which is actually an elitist learning mechanism and is borrowed from the perturbed particle swarm algorithm. In order to validate the effectiveness of nCSIA, comprehensive experiments and analysis are done based on fifteen unimodal or multimodal benchmark functions. Compared with standard and the recent algorithms, it indicates that the proposed algorithm is feasible, effective and has better performance in terms of convergence, accuracy and stability. More evident predominance emerges from further experimental comparisons with expanding search space and increasing dimensions.
Open Access
This is an open access article distributed under the CC BY-NC license.

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Journal
International Journal of Computational Intelligence Systems
Volume-Issue
3 - 10
Pages
1 - 17
Publication Date
2010/12
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
https://doi.org/10.2991/ijcis.2010.3.s1.1How to use a DOI?
Open Access
This is an open access article distributed under the CC BY-NC license.

Cite this article

TY  - JOUR
AU  - Xinchao Zhao
AU  - Zaijin Zou
AU  - Shuliang Zhao
AU  - Guoshuai Zhao
AU  - Shaozhang Niu
AU  - Guoli Liu
PY  - 2010
DA  - 2010/12
TI  - A New Clonal Selection Immune Algorithm with Perturbation Guiding Search and Nonuniform Hypermutation
JO  - International Journal of Computational Intelligence Systems
SP  - 1
EP  - 17
VL  - 3
IS  - Supplement 1
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.2010.3.s1.1
DO  - https://doi.org/10.2991/ijcis.2010.3.s1.1
ID  - Zhao2010
ER  -