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Author:

Gong, Maoguo (Gong, Maoguo.) | Shang, Ronghua (Shang, Ronghua.) | Jiao, Licheng (Jiao, Licheng.) | Du, Haifeng (Du, Haifeng.) | Lu, Bin (Lu, Bin.)

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Scopus EI SCOPUS

Abstract:

In this study, we introduce two improved assessment metrics of multiobjective optimizers, Nondominated Ratio and Spacing Distribution, and analyze their rationality and validity. Based on the concept of Immunodominance and Antibody Clonal Selection Theory, a novel multiobjective optimization algorithm, Immune Dominance Clonal Multiobjective Algorithm (IDCMA), is put forward. The simulation comparisons between IDCMA and the Strength Pareto Evolutionary Algorithm show that IDCMA has the best performance in popular metrics such as Spacing, Coverage of Two Sets and the two new metrics presented in this paper when low-dimensional multiobjective problems are concerned. The statistical results of the four metrics also show that Spacing Distribution conquers some limitations of Spacing triumphantly, and Nondominated Ratio conquers the limitation of Coverage of Two Sets that only compared between two sets.

Keyword:

Artificial immune system Clonal selection Immune dominance Multiobjective optimization Performance assessment

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Source :

GECCO 2005 - Genetic and Evolutionary Computation Conference

Year: 2005

Publish Date: 2005-12-01

Page: 373-374

Language: English

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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