Optimization of a multi-constraint two-sided assembly line balancing problem using an improved imperialist competitive algorithm. Issue 2 (3rd November 2019)
- Record Type:
- Journal Article
- Title:
- Optimization of a multi-constraint two-sided assembly line balancing problem using an improved imperialist competitive algorithm. Issue 2 (3rd November 2019)
- Main Title:
- Optimization of a multi-constraint two-sided assembly line balancing problem using an improved imperialist competitive algorithm
- Authors:
- Yang, Mingshun
Ba, Li
Xu, Erbao
Li, Yan
Liu, Yong
Gao, Xinqin - Abstract:
- Abstract : Purpose: Assembly is the last step in manufacturing processes. The two-sided assembly line balancing problem (TALBP) is a typical research focus in the field of combinatorial optimization. This paper aims to study a multi-constraint TALBP-I (MC-TALBP-I) that involves positional constraints, zoning constraints and synchronism constraints to make TALBP more in line with real production. For enhancing quality of assembly solution, an improved imperialist competitive algorithm (ICA) is designed for solving the problem. Design/methodology/approach: A mathematical model for minimizing the weighted sum of the number of mated-stations and stations is established. An improved ICA is designed based on a priority value encoding structure for solving MC-TALBP-I. Findings: The proposed ICA was tested by several benchmarks involving positional constraints, zoning constraints and synchronism constraints. This algorithm was compared with the late acceptance hill-climbing (LAHC) algorithm in several instances. The results demonstrated that the ICA provides much better performance than the LAHC algorithm. Practical implications: The best solution obtained by solving MC-TALBP-I is more feasible for determining the real assembly solution than the best solution obtained by solving based TALBP-I only. Originality/value: A novel ICA based on priority value encoding is proposed in this paper. Initial countries are generated by a heuristic method. An imperialist development strategy isAbstract : Purpose: Assembly is the last step in manufacturing processes. The two-sided assembly line balancing problem (TALBP) is a typical research focus in the field of combinatorial optimization. This paper aims to study a multi-constraint TALBP-I (MC-TALBP-I) that involves positional constraints, zoning constraints and synchronism constraints to make TALBP more in line with real production. For enhancing quality of assembly solution, an improved imperialist competitive algorithm (ICA) is designed for solving the problem. Design/methodology/approach: A mathematical model for minimizing the weighted sum of the number of mated-stations and stations is established. An improved ICA is designed based on a priority value encoding structure for solving MC-TALBP-I. Findings: The proposed ICA was tested by several benchmarks involving positional constraints, zoning constraints and synchronism constraints. This algorithm was compared with the late acceptance hill-climbing (LAHC) algorithm in several instances. The results demonstrated that the ICA provides much better performance than the LAHC algorithm. Practical implications: The best solution obtained by solving MC-TALBP-I is more feasible for determining the real assembly solution than the best solution obtained by solving based TALBP-I only. Originality/value: A novel ICA based on priority value encoding is proposed in this paper. Initial countries are generated by a heuristic method. An imperialist development strategy is designed to improve the qualities of countries. The effectiveness of the ICA is indicated through a set of benchmarks. … (more)
- Is Part Of:
- Assembly automation. Volume 40:Issue 2(2020)
- Journal:
- Assembly automation
- Issue:
- Volume 40:Issue 2(2020)
- Issue Display:
- Volume 40, Issue 2 (2020)
- Year:
- 2020
- Volume:
- 40
- Issue:
- 2
- Issue Sort Value:
- 2020-0040-0002-0000
- Page Start:
- 273
- Page End:
- 282
- Publication Date:
- 2019-11-03
- Subjects:
- Two-sided assembly line -- Improved imperialist competitive algorithm -- Positional constraints -- Synchronism constraints -- Zoning constraints
Automation -- Periodicals
Automatic machinery -- Periodicals
Assembly-line methods -- Periodicals
Industrial engineering -- Periodicals
670.42705 - Journal URLs:
- http://www.emerald-library.com/0144-5154.htm ↗
http://www.emeraldinsight.com/journals.htm?issn=0144-5154 ↗
http://www.emeraldinsight.com/ ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1108/AA-04-2019-0064 ↗
- Languages:
- English
- ISSNs:
- 0144-5154
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1746.606200
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 13205.xml