A bilevel decomposition algorithm for simultaneous production scheduling and conflict-free routing for automated guided vehicles

被引:91
|
作者
Nishi, Tatsushi [1 ]
Hiranaka, Yuichiro [1 ]
Grossmann, Ignacio E. [2 ]
机构
[1] Osaka Univ, Grad Sch Engn Sci, Dept Syst Innovat, Div Math Sci Social Syst, 1-3 Machikaneyama, Toyonaka, Osaka 5608531, Japan
[2] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
关键词
Bilevel decomposition; Lagrangian relaxation; Scheduling; Routing; Automated guided vehicle; DESIGN; MACHINES; SYSTEM;
D O I
10.1016/j.cor.2010.08.012
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We address a bilevel decomposition algorithm for solving the simultaneous scheduling and conflict-free routing problems for automated guided vehicles. The overall objective is to minimize the total weighted tardiness of the set of jobs related to these tasks. A mixed integer formulation is decomposed into two levels: the upper level master problem of task assignment and scheduling; and the lower level routing subproblem. The master problem is solved by using Lagrangian relaxation and a lower bound is obtained. Either the solution turns out to be feasible for the lower level or a feasible solution for the problem is constructed, and an upper bound is obtained. If the convergence is not satisfied, cuts are generated to exclude previous feasible solutions before solving the master problem again. Two types of cuts are proposed to reduce the duality gap. The effectiveness of the proposed method is investigated from computational experiments. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:876 / 888
页数:13
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