Ant colony optimization based algorithm for solving scheduling problems with setup times on parallel machines

In this paper, a production scheduling problem with sequence-dependent setup times on a set of unrelated parallel machines is addressed. The objective function is to minimize the total setup time . An algorithm based on ant colony optimization combined with a heuristic is proposed for solving large...

Teljes leírás

Elmentve itt :
Bibliográfiai részletek
Szerzők: Mihály Zsolt
Sentes Zsombor
Lelkes Zoltán
Testületi szerző: Conference of PhD students in computer science (11.) (2018) (Szeged)
Dokumentumtípus: Könyv része
Megjelent: 2018
Sorozat:Conference of PhD Students in Computer Science 11
Kulcsszavak:Számítástechnika, Algoritmus, Programozás
Online Access:http://acta.bibl.u-szeged.hu/61800
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520 3 |a In this paper, a production scheduling problem with sequence-dependent setup times on a set of unrelated parallel machines is addressed. The objective function is to minimize the total setup time . An algorithm based on ant colony optimization combined with a heuristic is proposed for solving large problems efficiently. It is shown that even a simpler version of the problem can not be tackled with MILP. ACO gives good results for the simpler problem version in a reasonable time. Even ACO can not give good results for the industrial problem. However, ACO combined with the heuristic can give us satisfactory results for the industrial problem in a reasonable time. 
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710 |a Conference of PhD students in computer science (11.) (2018) (Szeged) 
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