在非支配集上优化函数的高效分支与边界算法

IF 3.1 4区 管理学 Q2 MANAGEMENT
Lamia Zerfa, Mohamed El‐Amine Chergui
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引用次数: 0

摘要

本研究介绍了一种基于分支与边界方法的算法,用于优化多目标整数编程(MOIP)问题非优势集上的主函数。首先,在 MOIP 的可行解集中进行优化。然后,利用辅助优化程序开发出一种新的效率测试方法,将本森测试与之相结合。这个程序既提供了一个高效的解决方案,也提供了......的下限。此外,与 MOIP 的其他方案相比,该方案是 MOIP 的最佳方案。随后,在标准空间中加入高效切分,以消除占优点。此外,该算法还专门用于处理目标涉及在非支配集上优化多目标程序设计标准线性组合的情况。最后,本研究通过与文献中著名问题实例的现有方法进行比较,展示了所提出的两种算法的优越性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An efficient branch‐and‐bound algorithm to optimize a function over a nondominated set
This study introduces an algorithm based on the branch‐and‐bound approach for optimizing a main function over the nondominated set of a multiobjective integer programming (MOIP) problem. Initially, is optimized within the feasible solution set of the MOIP. A new efficiency test combining Benson's test with is then developed using an auxiliary optimization program. This program provides both an efficient solution and a lower bound for . Moreover, this solution is the best one for when compared to its alternative solutions for MOIP. Subsequently, efficient cuts are incorporated into the criteria space to eliminate dominated points. Furthermore, the algorithm is tailored to handle scenarios where the objective involves optimizing a linear combination of multiobjective programming criteria over the nondominated set. The study concludes by showcasing the superior performance of the proposed two algorithms through comparison with existing approaches on well‐known problem instances from the literature.
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来源期刊
International Transactions in Operational Research
International Transactions in Operational Research OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
7.80
自引率
12.90%
发文量
146
审稿时长
>12 weeks
期刊介绍: International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes: International problems, such as those of fisheries management, environmental issues, and global competitiveness International work done by major OR figures Studies of worldwide interest from nations with emerging OR communities National or regional OR work which has the potential for application in other nations Technical developments of international interest Specific organizational examples that can be applied in other countries National and international presentations of transnational interest Broadly relevant professional issues, such as those of ethics and practice Applications relevant to global industries, such as operations management, manufacturing, and logistics.
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