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Non-Preference Based Pruning Algorithm for Multi-Objective Redundancy Allocation Problem
- Source :
- Lecture Notes in Electrical Engineering ISBN: 9783662465776
- Publication Year :
- 2015
- Publisher :
- Springer Berlin Heidelberg, 2015.
-
Abstract
- A non-preference based pruning algorithm is proposed to rank the Pareto-optimal solutions according to the cost and reliability trade-off for solving multi-objective redundancy allocation problem. The proposed method demonstrates on multi-objective redundancy allocation problem with mixing of non-identical component types in each subsystem. The objectives of system design are to maximize system reliability and minimize system cost simultaneously while satisfying system requirement constraints. Non-dominated sorting genetic algorithm-II (NSGA-II) finds an approximation of Paretooptimal solutions. After obtaining the approximation of Pareto-optimal solutions by NSGA-II, K-means clustering is used to cluster the approximation of Pareto-optimal solutions into some trade-off regions. Thereafter, the Paretooptimal solutions are ranked based on the cost and reliability trade-off compare to the centroid solution of each cluster. The results show that the proposed method is able to identify the most-compromised solution.
Details
- ISBN :
- 978-3-662-46577-6
- ISBNs :
- 9783662465776
- Database :
- OpenAIRE
- Journal :
- Lecture Notes in Electrical Engineering ISBN: 9783662465776
- Accession number :
- edsair.doi...........a06571f1937ad5e05d54c631b36acbc9
- Full Text :
- https://doi.org/10.1007/978-3-662-46578-3_94