A Lagrangian based heuristic for a new class of assignment problem

被引:0
|
作者
Luo, Jia-xiang [1 ]
Zhang, Mei [1 ]
机构
[1] S China Univ Technol, Coll Automat Sci & Engn, Minist Educ, Engn Res Ctr Precis Elect Mfg Equipments, Guangzhou, Guangdong, Peoples R China
关键词
assignment problem flow constraints; Lagrangian Relaxation;
D O I
10.1109/ICICISYS.2009.5358263
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we address a new class of assignment problem arising from the slab production in steel industry In this problem, items are assigned to knapsacks with the objective of maximizing profit Comparing with the generalized assignment problem, a new kind of constraints, called flow constraints, are considered This paper establishes an integer programming model and proposes a heuristic algorithm based on Lagrangian relaxation to solve it In this algorithm, two relaxations are made omitting the flow constraints is the first relaxation and relaxing the capacity constraints using Lagrangian multipliers to the objective function is the second one The second relaxation problem could be decomposed into sub-problems, each for an item, and is solved to optimal by enumeration method The feasible solutions to the original problems are obtained by adjusting the solutions to the relaxation problems and improved by local search Numerical results show that designed heuristic based on Lagragian relaxation method provides satisfying assignments
引用
收藏
页码:803 / 807
页数:5
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