Optimization of Shipborne Equipment System Reliability Based on Artificial Immune PSO Algorithm

According to fuzzy optimum selection theroy, the Euclidean distance from feasible projects to the ideal project and the minus-ideal project is regarded as evaluation criterion for establishing the fuzzy multi-targets optimization model. It can be known that particle swarm optimization(PSO) algorithm...

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Published inJournal of physics. Conference series Vol. 1087; no. 2; pp. 22007 - 22015
Main Authors Shao, Song-shi, Ruan, Min-zhi
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.09.2018
Subjects
Algorithms
Artificial intelligence
Euclidean geometry
Immune system
Optimization
Particle swarm optimization
Physics
Project feasibility
System reliability
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ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/1087/2/022007

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Abstract According to fuzzy optimum selection theroy, the Euclidean distance from feasible projects to the ideal project and the minus-ideal project is regarded as evaluation criterion for establishing the fuzzy multi-targets optimization model. It can be known that particle swarm optimization(PSO) algorithm is easy to get in local extremum and the particles lack diversity through the analysis of its constringency. The particles' velocity is controlled to improve the deficiencies of this algorithm. The theory of artificial immune system(AIS) and the improved particle swarm optimization algorithm are combined to put forward a new algorithm, artificial immune particle swarm optimization(AI-PSO). This method is applied to the solution of system reliability optimization, and the simulation result show that this algorithm has better capability of entire range search and the optimization result is more reasonable compared to other algorithms.
AbstractList According to fuzzy optimum selection theroy, the Euclidean distance from feasible projects to the ideal project and the minus-ideal project is regarded as evaluation criterion for establishing the fuzzy multi-targets optimization model. It can be known that particle swarm optimization(PSO) algorithm is easy to get in local extremum and the particles lack diversity through the analysis of its constringency. The particles’ velocity is controlled to improve the deficiencies of this algorithm. The theory of artificial immune system(AIS) and the improved particle swarm optimization algorithm are combined to put forward a new algorithm, artificial immune particle swarm optimization(AI-PSO). This method is applied to the solution of system reliability optimization, and the simulation result show that this algorithm has better capability of entire range search and the optimization result is more reasonable compared to other algorithms.
Author Ruan, Min-zhi
Shao, Song-shi
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Cites_doi 10.1016/j.asoc.2005.09.004
10.1016/j.ejor.2006.06.034
10.1016/j.chaos.2004.11.095
10.1109/TPWRS.2003.811004
10.1016/j.compstruct.2006.09.007
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References 11
12
Du F E (3) 2003; 25
Wang H J (5) 2008; 20
6
8
Qi R (4) 2003; 25
Zhang T Z (2) 2002; 17
Teng Z X (7) 2007; 28
Zhang H (9) 2008; 23
Wang H (1) 2000; 8
10
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  publication-title: Systems Engineering and Electronics
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  issn: 1001-0920
  year: 2008
  ident: 9
  publication-title: Control and Decision
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  year: 2000
  ident: 1
  publication-title: Theory and Practice of System Engineering
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  doi: 10.1016/j.chaos.2004.11.095
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  publication-title: Journal of System Simulation
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  issn: 1000-1093
  year: 2007
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  publication-title: ACTA ARMAMENTARII
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SubjectTerms Algorithms
Artificial intelligence
Euclidean geometry
Immune system
Optimization
Particle swarm optimization
Physics
Project feasibility
System reliability
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