Dynamic programming bi-criteria combinatorial optimization

被引:2
|
作者
Mankowski, Michal [1 ]
Moshkov, Mikhail [1 ]
机构
[1] King Abdullah Univ Sci & Technol KAUST, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
关键词
Dynamic programming; Circuit model; Bi-criteria optimization; COMPUTATION; SEARCH; TREES;
D O I
10.1016/j.dam.2020.04.016
中图分类号
O29 [应用数学];
学科分类号
070104 ;
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.
引用
收藏
页码:513 / 533
页数:21
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