A criterion-space branch-reduction-bound algorithm for solving generalized multiplicative problems

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-15 DOI:10.1007/s10898-023-01358-w
Hongwei Jiao, Binbin Li, Wenqiang Yang
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Abstract

In this paper, we investigate a generalized multiplicative problem (GMP) that is known to be NP-hard even with one linear product term. We first introduce some criterion-space variables to obtain an equivalent problem of the GMP. A criterion-space branch-reduction-bound algorithm is then designed, which integrates some basic operations such as the two-level linear relaxation technique, rectangle branching rule and criterion-space region reduction technologies. The global convergence of the presented algorithm is proved by means of the subsequent solutions of a series of linear relaxation problems, and its maximum number of iterations is estimated on the basis of exhaustiveness of branching rule. Finally, numerical results demonstrate the presented algorithm can efficiently find the global optimum solutions for some test instances with the robustness.

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解决广义乘法问题的准则空间分支还原约束算法
在本文中,我们研究了一个广义乘法问题(GMP),已知该问题即使只有一个线性积项也是 NP-困难的。我们首先引入了一些准则空间变量,从而得到 GMP 的等价问题。然后设计了一种准则空间分支还原约束算法,它集成了一些基本操作,如两级线性松弛技术、矩形分支规则和准则空间区域还原技术。通过一系列线性松弛问题的后续求解证明了所提出算法的全局收敛性,并根据分支规则的穷竭性估算了算法的最大迭代次数。最后,数值结果表明所提出的算法能有效地找到某些测试实例的全局最优解,且具有鲁棒性。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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