Title :
Application of EM algorithm to hybrid flow shop scheduling problems with a special blocking
Author :
Yuan, Kun ; Sauer, Nathalie ; Sauvey, Christophe
Author_Institution :
LGIPM, Univ. Paul Verlaine - Metz, Metz, France
Abstract :
In this paper, we consider hybrid flow shop (HFS) scheduling problem with a special blocking constraint. Objective function is makespan minimization. HFS and RCb blocking constraint are firstly presented. Then, an integer linear model is presented to find the optimal solution and a lower bound is proposed for high size problems. In order to faster obtain a solution, especially for big size problems, an electromagnetism-like (EM) algorithm is proposed and some mechanisms are introduced to adapt EM-algorithm to HFS scheduling problems. Its performances are compared with optimal solutions when they have been obtained and lower bound for more complex problems. Opportunity to develop and adapt such a meta-heuristic is clearly demonstrated with presented solutions accuracy and time.
Keywords :
flow shop scheduling; integer programming; linear programming; minimisation; EM algorithm; HFS blocking constraint; RCb blocking constraint; electromagnetism-like algorithm; hybrid flow shop scheduling; integer linear model; makespan minimization; special blocking constraint; Aerospace industry; Chemical industry; Job shop scheduling; Metals industry; NP-hard problem; Parallel machines; Processor scheduling; Routing; Scheduling algorithm; Textile industry;
Conference_Titel :
Emerging Technologies & Factory Automation, 2009. ETFA 2009. IEEE Conference on
Conference_Location :
Mallorca
Print_ISBN :
978-1-4244-2727-7
Electronic_ISBN :
1946-0759
DOI :
10.1109/ETFA.2009.5347066