Multi-objective genetic algorithm for solving N-version program design problem
Hidemi Yamachi,
Yasuhiro Tsujimura,
Yasushi Kambayashi and
Hisashi Yamamoto
Reliability Engineering and System Safety, 2006, vol. 91, issue 9, 1083-1094
Abstract:
N-version programming (NVP) is a programming approach for constructing fault tolerant software systems. Generally, an optimization model utilized in NVP selects the optimal set of versions for each module to maximize the system reliability and to constrain the total cost to remain within a given budget. In such a model, while the number of versions included in the obtained solution is generally reduced, the budget restriction may be so rigid that it may fail to find the optimal solution. In order to ameliorate this problem, this paper proposes a novel bi-objective optimization model that maximizes the system reliability and minimizes the system total cost for designing N-version software systems. When solving multi-objective optimization problem, it is crucial to find Pareto solutions. It is, however, not easy to obtain them. In this paper, we propose a novel bi-objective optimization model that obtains many Pareto solutions efficiently.
Keywords: Fault tolerant software; N-version program; Multi-objective genetic algorithm; Pareto solutions; Distance-based selection (search for similar items in EconPapers)
Date: 2006
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Citations: View citations in EconPapers (2)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:reensy:v:91:y:2006:i:9:p:1083-1094
DOI: 10.1016/j.ress.2005.11.045
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