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Application of Multiple Equilibrium Point Search in Gradient Systems to Mixed-Integer Programming

机译:梯度系统中多个平衡点搜索在混合整数规划中的应用

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This paper proposes a solution to mixed-integer programming by using a gradient system and searching for multiple equilibrium points in the system. The method is available when the objective function of a problem is continuous and differentiable. In order to find feasible solutions of a mixed-integer programming problem by gradient systems, discrete decision variables are treated as continuous ones. We demonstrate a systematic way to build the kind of gradient systems in which equilibrium points are embedded at feasible solutions of a mixed-integer problem. For numerical computation, the multiple equilibrium points search method we have already proposed is available and its adjustments to improve efficiency and certainty for mixed-integer programming are also proposed in this paper. Results for some problems show the effectiveness of our method: high ability of thorough search and high quality of derived solutions.
机译:本文提出了一种使用梯度系统并在系统中搜索多个平衡点的混合整数规划解决方案。当问题的目标函数是连续且可微的时,该方法可用。为了通过梯度系统找到混合整数规划问题的可行解,将离散决策变量视为连续变量。我们演示了一种系统的方法来构建一种梯度系统,其中在混合整数问题的可行解中嵌入了平衡点。对于数值计算,可以使用我们已经提出的多平衡点搜索方法,并且还提出了为提高混合整数编程效率和确定性而进行的调整。某些问题的结果表明了我们方法的有效性:彻底搜索的能力强以及派生解决方案的高质量。

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