Novel Pareto-based meta-heuristics for solving multi-objective multi-item capacitated lot-sizing problems

Abstract : Capacitated production lot-sizing problems (LSPs) are challenging problems to solve due to their combinatorial nature. We consider a multi-item capacitated LSP with setup times, safety stocks, and demand shortages plus lost sales and backorder considerations for various production methods (i.e., job shop, batch flow, or continuous flow among others). We use multi-objective mathematical programming to solve this problem with three conflicting objectives including: (i) minimizing the total production costs; (ii) leveling the production volume in different production periods; and (iii) producing a solution which is as close as possible to the just-in-time level. We also consider lost sales, backorders, safety stocks, storage space limitation, and capacity constraints. We propose two novel Pareto-based multi-objective meta-heuristic algorithms: multi-objective vibration damping optimization (MOVDO) and a multi-objective harmony search algorithm (MOHSA). We compare MOVDO and MOHSA with two well-known evolutionary algorithms called the non-dominated sorting genetic algorithm (NSGA-II) and multi-objective simulated an-nealing (MOSA) to demonstrate the efficiency and effectiveness of the proposed methods.
Type de document :
Article dans une revue
International Journal of Advanced Manufacturing Technology, Springer Verlag, 2015, 80 (1), pp.31-45. 〈10.1007/s00170-015-6993-6〉
Liste complète des métadonnées

Littérature citée [42 références]  Voir  Masquer  Télécharger

https://hal-emse.ccsd.cnrs.fr/emse-01181848
Contributeur : Nabil Absi <>
Soumis le : lundi 3 août 2015 - 11:07:37
Dernière modification le : jeudi 10 septembre 2015 - 01:02:58

Identifiants

Collections

Citation

Vahid Hajipour, Amirsaman Kheirkhah, Madjid Tavana, Nabil Absi. Novel Pareto-based meta-heuristics for solving multi-objective multi-item capacitated lot-sizing problems. International Journal of Advanced Manufacturing Technology, Springer Verlag, 2015, 80 (1), pp.31-45. 〈10.1007/s00170-015-6993-6〉. 〈emse-01181848〉

Partager

Métriques

Consultations de la notice

45