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首页> 外文期刊>Journal of heuristics >A heuristic method for non-homogeneous redundancy optimization of series-parallel multi-state systems
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A heuristic method for non-homogeneous redundancy optimization of series-parallel multi-state systems

机译:串并联多状态系统非均匀冗余优化的启发式方法

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摘要

This paper develops an efficient heuristic to solve the non-homogeneous redundancy allocation problem for multi-state series-parallel systems. Non identical components can be used in parallel to improve the system availability by providing redundancy in subsystems. Multiple component choices are available for each subsystem. The components are binary and chosen from a list of products available on the market, and are characterized in terms of their cost, performance and availability. The objective is to determine the minimal-cost series-parallel system structure subject to a multi-state availability constraint. System availability is represented by a multi-state availability function, which extends the binary-state availability. This function is defined as the ability to satisfy consumer demand that is represented as a piecewise cumulative load curve. A fast procedure is used, based on universal generating function, to evaluate the multi-state system availability. The proposed heuristic approach is based on a combination of space partitioning, genetic algorithms (GA) and tabu search (TS). After dividing the search space into a set of disjoint subsets, this approach uses GA to select the subspaces, and applies TS to each selected subspace. The design problem, solved in this study, has been previously analyzed using GA. Numerical results for the test problems from previous research are reported, and larger test problems are randomly generated. These results show that the proposed approach is efficient both in terms of both of solution quality and computational time, as compared to existing approaches.
机译:本文提出了一种有效的启发式方法来解决多状态串并联系统的非均匀冗余分配问题。通过在子系统中提供冗余,可以并行使用不完全相同的组件来提高系统可用性。每个子系统都有多个组件选择。这些组件是二进制的,并且是从市场上可用的产品列表中选择的,并根据其成本,性能和可用性进行表征。目的是确定受多状态可用性约束的最小成本的串并联系统结构。系统可用性由多状态可用性功能表示,该功能扩展了二进制状态可用性。此功能定义为满足消费者需求的能力,以分段累积负载曲线表示。基于通用生成功能,使用了一个快速过程来评估多状态系统的可用性。提议的启发式方法基于空间划分,遗传算法(GA)和禁忌搜索(TS)的组合。将搜索空间划分为一组不相交的子集后,此方法使用GA选择子空间,并将TS应用于每个选定的子空间。先前已使用GA对本研究中解决的设计问题进行了分析。报告了来自先前研究的测试问题的数值结果,并且随机生成了更大的测试问题。这些结果表明,与现有方法相比,该方法在解决方案质量和计算时间上都是有效的。

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