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Dynamic programming bi-criteria combinatorial optimization

机译:动态编程双标准组合优化

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摘要

We introduce a model for combinatorial optimization problems based on the notion of a circuit. This circuit builds a set of elements for optimization from one-element sets attached to input nodes. It uses the operation of union of sets and functional operations on elements extended to sets of elements. We design a dynamic programming algorithm based on this circuit which constructs the set of Pareto optimal points for the problem of bi-criteria optimization of elements described by the circuit relative to two cost functions. We tested this approach on nine known combinatorial optimization problems. The problems related to the matrix chain multiplication, optimal paths in directed graphs, and binary search trees are considered in detail. (C) 2020 Elsevier B.V. All rights reserved.
机译:基于电路概念,我们介绍了组合优化问题的模型。 该电路构建了一组元素,用于从附加到输入节点的一个元素集优化。 它使用集合联盟和功能操作的操作对元素集的元素。 我们设计了一种基于该电路的动态编程算法,该算法构造了电路相对于两个成本函数所描述的元件的重构优化问题的帕累托最优点。 我们在九个已知的组合优化问题上测试了这种方法。 详细考虑了与矩阵链乘法,有关图中最佳路径以及二进制搜索树的问题。 (c)2020 Elsevier B.V.保留所有权利。

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