An investigation on imperialist competitive algorithm for solving reliability-redundancy allocation problems
Reliability-redundancy allocation problems (RRAPs) are optimization models that try to find the optimal number of redundant components and their reliability levels simultaneously. Many studies have been developed to solve RRAPs in recent years. There are some specific RRAP models for various system...
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| Veröffentlicht in: | 2015 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) S. 1041 - 1045 |
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01.12.2015
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| Abstract | Reliability-redundancy allocation problems (RRAPs) are optimization models that try to find the optimal number of redundant components and their reliability levels simultaneously. Many studies have been developed to solve RRAPs in recent years. There are some specific RRAP models for various system structures to maximize system reliability subject to cost, volume and weight constraints. Different meta-heuristic algorithms have been used in order to reach the best objective function value. In this study, an investigation is done on imperialist competitive algorithm (ICA) to maximize models for series and bridge systems. ICA is used by adjusting different values to algorithm's parameters. This investigation recognizes which combination is the most suitable for solving the RRAPs by ICA. Each combination has been run for 35 times. Therefore, the combinations are compared by descriptive statistics' measures and analysis of variance (ANOVA). Furthermore, the best obtained solution is compared with the previous studies. |
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| AbstractList | Reliability-redundancy allocation problems (RRAPs) are optimization models that try to find the optimal number of redundant components and their reliability levels simultaneously. Many studies have been developed to solve RRAPs in recent years. There are some specific RRAP models for various system structures to maximize system reliability subject to cost, volume and weight constraints. Different meta-heuristic algorithms have been used in order to reach the best objective function value. In this study, an investigation is done on imperialist competitive algorithm (ICA) to maximize models for series and bridge systems. ICA is used by adjusting different values to algorithm's parameters. This investigation recognizes which combination is the most suitable for solving the RRAPs by ICA. Each combination has been run for 35 times. Therefore, the combinations are compared by descriptive statistics' measures and analysis of variance (ANOVA). Furthermore, the best obtained solution is compared with the previous studies. |
| Author | Sutrisno, A. Gunawan, I. Nikfalazar, S. Khorshidi, H. A. |
| Author_xml | – sequence: 1 givenname: H. A. surname: Khorshidi fullname: Khorshidi, H. A. organization: Fac. of Sc., Sch. of Appl. Sci. & Eng., Monash Univ., Melbourne, VIC, Australia – sequence: 2 givenname: I. surname: Gunawan fullname: Gunawan, I. organization: Sch. of Eng. & Inf. Technol., Federation Univ. Australia, Churchill, VIC, Australia – sequence: 3 givenname: A. surname: Sutrisno fullname: Sutrisno, A. organization: Dept. of Mech. Eng., Sam Ratulangi Univ., Manado, Indonesia – sequence: 4 givenname: S. surname: Nikfalazar fullname: Nikfalazar, S. organization: Clayton Campus, Fac. of Inf. Technol., Monash Univ., Clayton, VIC, Australia |
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| Snippet | Reliability-redundancy allocation problems (RRAPs) are optimization models that try to find the optimal number of redundant components and their reliability... |
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| SubjectTerms | Analysis of variance Bridges Comparison Imperialist competitive algorithm Linear programming Optimization Reliability engineering Reliability-redundancy allocation problem Resource management |
| Title | An investigation on imperialist competitive algorithm for solving reliability-redundancy allocation problems |
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