Reliability redundancy allocation: An improved realization for nonconvex nonlinear programming problems
The redundancy allocation problem, which seeks to find the optimal allocation of redundancy that maximizes system reliability, is one of the representative problems in reliability optimization. The problem can be formulated as a nonconvex integer nonlinear programming problem. This paper presents an...
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| Published in: | European journal of operational research Vol. 171; no. 1; pp. 24 - 38 |
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| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
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Elsevier B.V
16.05.2006
Elsevier Elsevier Sequoia S.A |
| Series: | European Journal of Operational Research |
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| ISSN: | 0377-2217, 1872-6860 |
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| Abstract | The redundancy allocation problem, which seeks to find the optimal allocation of redundancy that maximizes system reliability, is one of the representative problems in reliability optimization. The problem can be formulated as a nonconvex integer nonlinear programming problem. This paper presents an efficient branch-and-bound approach to solve this problem, where the considered system is coherent, that is, the objective and constraint functions have monotonic increasing properties. The proposed method is based primarily on a search space elimination of disjoint sets in a solution space that does not require any relaxation of branched subproblems. The main advantage of the proposed method is flexibility (i.e., it does not rely on any assumptions of linearity, separability, single constraint, or convexity) which make the method adaptive to various applications. Numerical experiments demonstrate that the method is superior to the existing exact algorithms for redundancy allocation problems in terms of computation time. |
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| AbstractList | The redundancy allocation problem, which seeks to find the optimal allocation of redundancy that maximizes system reliability, is one of the representative problems in reliability optimization. The problem can be formulated as a nonconvex integer nonlinear programming problem. This paper presents an efficient branch-and-bound approach to solve this problem, where the considered system is coherent, that is, the objective and constraint functions have monotonic increasing properties. The proposed method is based primarily on a search space elimination of disjoint sets in a solution space that does not require any relaxation of branched subproblems. The main advantage of the proposed method is flexibility (i.e., it does not rely on any assumptions of linearity, separability, single constraint, or convexity) which make the method adaptive to various applications. Numerical experiments demonstrate that the method is superior to the existing exact algorithms for redundancy allocation problems in terms of computation time. The redundancy allocation problem, which seeks to find the optimal allocation of redundancy that maximizes system reliability, is one of the representative problems in reliability optimization. The problem can be formulated as a nonconvex integer nonlinear programming problem. This paper presents an efficient branch-and-bound approach to solve this problem, where the considered system is coherent, that is, the objective and constraint functions have monotonic increasing properties. The proposed method is based primarily on a search space elimination of disjoint sets in a solution space that does not require any relaxation of branched subproblems. The main advantage of the proposed method is flexibility (i.e., it does not rely on any assumptions of linearity, separability, single constraint, or convexity) which make the method adaptive to various applications. Numerical experiments demonstrate that the method is superior to the existing exact algorithms for redundancy allocation problems in terms of computation time. [PUBLICATION ABSTRACT] |
| Author | Kuo, Way Ha, Chunghun |
| Author_xml | – sequence: 1 givenname: Chunghun surname: Ha fullname: Ha, Chunghun email: chriver58@yahoo.com organization: Department of Industrial Engineering, Texas A&M University, College Station, TX 77843-3131, USA – sequence: 2 givenname: Way surname: Kuo fullname: Kuo, Way email: way@utk.edu organization: College of Engineering, University of Tennessee, 124 Perkins Hall, Knoxville, TN 37996-2000, USA |
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| Cites_doi | 10.1287/ijoc.12.1.2.11900 10.1016/0167-6377(92)90008-Q 10.1109/24.877336 10.1109/5.915372 10.1007/s10107-003-0467-6 10.1109/5.705525 10.1109/24.914551 10.1109/TR.1978.5220403 10.1109/TR.1978.5220232 10.1109/5.915380 10.1126/science.280.5370.1716 10.1109/24.75341 10.1023/A:1011962605464 10.1109/24.273585 10.1023/A:1008321216723 |
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| Keywords | Integer programming Branch-and-bound Reliability Redundancy allocation Monotonic function Coherent system Separability Non convex programming Branch and bound method Redundancy Non linear programming System reliability Optimization Optimal allocation Objective function |
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| SubjectTerms | Allocations Applied sciences Branch & bound algorithms Branch-and-bound Exact sciences and technology Integer programming Mathematical programming Operational research and scientific management Operational research. Management science Operations research Optimization Redundancy Redundancy allocation Reliability Reliability theory. Replacement problems Studies |
| Title | Reliability redundancy allocation: An improved realization for nonconvex nonlinear programming problems |
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