Integrating genetic algorithm with time control for just-in-time scheduling problems

Junru Chen; Wei Weng; Gang Rong; Shigeru Fujimura

doi:10.1016/j.ifacol.2015.06.196

Integrating genetic algorithm with time control for just-in-time scheduling problems

Junru Chen, Wei Weng, Gang Rong, Shigeru Fujimura

Graduate School of Information, Production and Systems

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

3 Citations (Scopus)

Abstract

To reduce inventory costs and increase customer satisfaction in a real production environment, Just-in-Time (JIT) manufacturing should be combined with more flexibility. Flexibility in manufacturing system ensures improved product quality and mass customization. In this paper, we consider flexible job-shop problem (FJSP) to include several types of flexibility. Prior research on JIT scheduling problems paid little attention to flexible job shop systems. In this paper, an optimization method for FJSP for JIT manufacturing was proposed, genetic algorithm and time control are integrated to improve the JIT performance. Computational simulations and comparisons demonstrate that the proposed method shows more competitive performance than other evolutionary algorithms.

Original language	English
Title of host publication	IFAC Proceedings Volumes (IFAC-PapersOnline)
Publisher	IFAC Secretariat
Pages	893-897
Number of pages	5
Volume	48
Edition	3
DOIs	https://doi.org/10.1016/j.ifacol.2015.06.196
Publication status	Published - 2015 May 1
Event	15th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2015 - Ottawa, Canada Duration: 2015 May 11 → 2015 May 13

Other

Other	15th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2015
Country	Canada
City	Ottawa
Period	15/5/11 → 15/5/13

Fingerprint

Keywords

Arrival time control
Flexible job-shop
Genetic algorithm
Just-in-time
Production planning and scheduling

ASJC Scopus subject areas

Control and Systems Engineering

Cite this

Chen, J., Weng, W., Rong, G., & Fujimura, S. (2015). Integrating genetic algorithm with time control for just-in-time scheduling problems. In IFAC Proceedings Volumes (IFAC-PapersOnline) (3 ed., Vol. 48, pp. 893-897). IFAC Secretariat. https://doi.org/10.1016/j.ifacol.2015.06.196

Chen, J, Weng, W, Rong, G & Fujimura, S 2015, Integrating genetic algorithm with time control for just-in-time scheduling problems. in IFAC Proceedings Volumes (IFAC-PapersOnline). 3 edn, vol. 48, IFAC Secretariat, pp. 893-897, 15th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2015, Ottawa, Canada, 15/5/11. https://doi.org/10.1016/j.ifacol.2015.06.196

@inproceedings{90041a54d97e4bcdb2d860a911716942,

title = "Integrating genetic algorithm with time control for just-in-time scheduling problems",

abstract = "To reduce inventory costs and increase customer satisfaction in a real production environment, Just-in-Time (JIT) manufacturing should be combined with more flexibility. Flexibility in manufacturing system ensures improved product quality and mass customization. In this paper, we consider flexible job-shop problem (FJSP) to include several types of flexibility. Prior research on JIT scheduling problems paid little attention to flexible job shop systems. In this paper, an optimization method for FJSP for JIT manufacturing was proposed, genetic algorithm and time control are integrated to improve the JIT performance. Computational simulations and comparisons demonstrate that the proposed method shows more competitive performance than other evolutionary algorithms.",

keywords = "Arrival time control, Flexible job-shop, Genetic algorithm, Just-in-time, Production planning and scheduling",

author = "Junru Chen and Wei Weng and Gang Rong and Shigeru Fujimura",

year = "2015",

month = may

day = "1",

doi = "10.1016/j.ifacol.2015.06.196",

language = "English",

volume = "48",

pages = "893--897",

booktitle = "IFAC Proceedings Volumes (IFAC-PapersOnline)",

publisher = "IFAC Secretariat",

edition = "3",

note = "15th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2015 ; Conference date: 11-05-2015 Through 13-05-2015",

}

TY - GEN

T1 - Integrating genetic algorithm with time control for just-in-time scheduling problems

AU - Chen, Junru

AU - Weng, Wei

AU - Rong, Gang

AU - Fujimura, Shigeru

PY - 2015/5/1

Y1 - 2015/5/1

N2 - To reduce inventory costs and increase customer satisfaction in a real production environment, Just-in-Time (JIT) manufacturing should be combined with more flexibility. Flexibility in manufacturing system ensures improved product quality and mass customization. In this paper, we consider flexible job-shop problem (FJSP) to include several types of flexibility. Prior research on JIT scheduling problems paid little attention to flexible job shop systems. In this paper, an optimization method for FJSP for JIT manufacturing was proposed, genetic algorithm and time control are integrated to improve the JIT performance. Computational simulations and comparisons demonstrate that the proposed method shows more competitive performance than other evolutionary algorithms.

AB - To reduce inventory costs and increase customer satisfaction in a real production environment, Just-in-Time (JIT) manufacturing should be combined with more flexibility. Flexibility in manufacturing system ensures improved product quality and mass customization. In this paper, we consider flexible job-shop problem (FJSP) to include several types of flexibility. Prior research on JIT scheduling problems paid little attention to flexible job shop systems. In this paper, an optimization method for FJSP for JIT manufacturing was proposed, genetic algorithm and time control are integrated to improve the JIT performance. Computational simulations and comparisons demonstrate that the proposed method shows more competitive performance than other evolutionary algorithms.

KW - Arrival time control

KW - Flexible job-shop

KW - Genetic algorithm

KW - Just-in-time

KW - Production planning and scheduling

UR - http://www.scopus.com/inward/record.url?scp=84953881252&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84953881252&partnerID=8YFLogxK

U2 - 10.1016/j.ifacol.2015.06.196

DO - 10.1016/j.ifacol.2015.06.196

M3 - Conference contribution

AN - SCOPUS:84953881252

VL - 48

SP - 893

EP - 897

BT - IFAC Proceedings Volumes (IFAC-PapersOnline)

PB - IFAC Secretariat

T2 - 15th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2015

Y2 - 11 May 2015 through 13 May 2015

ER -

Access to Document

10.1016/j.ifacol.2015.06.196