An Advanced Optimal Algorithm for the Reliability Optimization Problem of a Series System with Multiple-Choice using Cost-to-Reliability Approach

IF 0.6 Q4 ENGINEERING, INDUSTRIAL Industrial Engineering and Management Systems Pub Date : 2023-09-30 DOI:10.7232/iems.2023.22.3.215
Si-In Nam, Suhwan Kim
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Abstract

Reliability is a concept applied to systems used in various industrial sites and has been considered as an important measure in system design. The problem of determining the system structure to achieve optimal reliability under various constraints such as cost has been addressed and called Reliability Optimization Problems (ROP). But, the ROP is represented as a nonlinear binary integer programming problem and characterized as an NP-hard because it is the same as a knapsack problem with multiple choice constraints. So, various heuristic techniques have been developed to find relatively better solutions, rather than finding the best optimal solution. In this paper, the concept of cost-to-effectiveness is applied to the objective function to maximize reliability per unit cost setting the available budget to upper bound and the reliability at least to be satisfied to lower bound. Also, this study introduces an algorithm that guarantees global optimality of the ROP, and proves that it dramatically reduces the time required for finding optimal solution through GAMS experiments.
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用成本-可靠性法求解多选择串联系统可靠性优化问题的一种先进优化算法
可靠性是一个适用于各种工业现场的系统的概念,已被认为是系统设计的重要指标。在诸如成本等各种约束条件下确定系统结构以达到最优可靠性的问题被称为可靠性优化问题(ROP)。但是,将ROP表示为非线性二进制整数规划问题,并将其表征为np困难问题,因为它与具有多项选择约束的背包问题相同。因此,各种启发式技术被开发出来,以找到相对更好的解决方案,而不是找到最佳的最优解决方案。本文将成本效益的概念应用于以单位成本可靠性最大化为目标函数,将可用预算设为上界,将可靠性至少满足设为下界。此外,本文还引入了一种保证ROP全局最优的算法,并通过GAMS实验证明,该算法极大地缩短了寻找最优解所需的时间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
2.20
自引率
28.60%
发文量
45
期刊介绍: Industrial Engineering and Management Systems (IEMS) covers all areas of industrial engineering and management sciences including but not limited to, applied statistics & data mining, business & information systems, computational intelligence & optimization, environment & energy, ergonomics & human factors, logistics & transportation, manufacturing systems, planning & scheduling, quality & reliability, supply chain management & inventory systems.
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