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A reduced space branch and bound algorithm for a class of sum of ratios problems : Open Mathematics

机译:一类比率总和问题的简化空间分支定界算法:开放数学

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Sum of ratios problem occurs frequently in various areas of engineering practice and managementscience, but most solution methods for this kind of problem are often designed for determining local solutions . In this paper, we develop a reduced space branch and bound algorithm for globally solving sum of convex-concave ratios problem. By introducing some auxiliary variables, the initial problem is converted into an equivalent problem where the objective function is linear. Then the convex relaxation problem of the equivalent problem is established by relaxing auxiliary variables only in the outcome space. By integrating some acceleration and reduction techniques into branch and bound scheme, the presented global optimization algorithm is developed for solving these kind of problems. Convergence and optimality of the algorithm are presented and numerical examples taken from some recent literature and MINLPLib are carried out to validate the performance of the proposed algorithm.
机译:比率总和问题在工程实践和管理科学的各个领域中经常发生,但是针对此类问题的大多数解决方法通常都是为确定局部解决方案而设计的。本文提出了一种简化的空间分支定界算法,用于全局求解凸凹比问题之和。通过引入一些辅助变量,将初始问题转换为目标函数为线性的等效问题。然后,仅通过在结果空间中松弛辅助变量来建立等效问题的凸松弛问题。通过将一些加速和归约技术集成到分支定界方案中,提出了用于解决此类问题的全局优化算法。给出了算法的收敛性和最优性,并结合一些最新文献和MINLPLib进行了数值算例验证了所提算法的性能。

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