JOURNAL ARTICLE

Improved Ant Colony Optimization For Solving Reliability Redundancy Allocation Problems

Phakhapong ThanitakulWorawat Sa-ngiamviboolApinan AurasoponSaravuth Pothiya

Year: 2014 Journal:   Zenodo (CERN European Organization for Nuclear Research) Vol: 7 (2)Pages: 314-319   Publisher: European Organization for Nuclear Research

Abstract

This paper presents an improved ant colony optimization (IACO) for solving the reliability redundancy allocation problem (RAP) in order to maximize system reliability. To improve the performance of ACO algorithm, two additional techniques, i.e. neighborhood search, and re-initialization process are presented. To show its efficiency and effectiveness, the proposed IACO is applied to solve three RAPs. Additionally, the results of the proposed IACO are compared with those of the conventional heuristic approaches i.e. genetic algorithm (GA), particle swarm optimization (PSO) and ant colony optimization (ACO). The experimental results show that the proposed IACO approach is comparatively capable of obtaining higher quality solution and faster computational time.

Keywords:
Ant colony optimization algorithms Redundancy (engineering) Computer science Reliability (semiconductor) Mathematical optimization Reliability engineering Mathematics Artificial intelligence Engineering

Metrics

3
Cited By
0.42
FWCI (Field Weighted Citation Impact)
0
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Software Reliability and Analysis Research
Physical Sciences →  Computer Science →  Software
Reliability and Maintenance Optimization
Physical Sciences →  Engineering →  Safety, Risk, Reliability and Quality
Elevator Systems and Control
Physical Sciences →  Engineering →  Control and Systems Engineering

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