A flexible planning methodology for product family assembly line based on improved NSGA_II. Issue 4 (21st May 2020)
- Record Type:
- Journal Article
- Title:
- A flexible planning methodology for product family assembly line based on improved NSGA_II. Issue 4 (21st May 2020)
- Main Title:
- A flexible planning methodology for product family assembly line based on improved NSGA_II
- Authors:
- Wu, Yongming
Zhao, Xudong
Xu, Yanxia
Chen, Yuling - Abstract:
- Abstract : Purpose: The product family assembly line (PFAL) is a mixed model-assembly line, which is widely used in mass customization and intelligent manufacturing. The purpose of this paper is to study the problem of PFAL, a flexible (evolution) planning method to respond to product evolution for PFAL, to focus on product data analysis and evolution planning method. Design/methodology/approach: The evolution balancing model for PFAL is established and an improved NSGA_II (INSGA_II) is proposed. From the perspective of data analysis, dynamic characteristics of PFAL are researched and analyzed. Especially the tasks, which stability is considered, can be divided into a platform and individual task. In INSGA_II algorithm, a new density selection and a decoding method based on sorting algorithms are proposed to compensate for the lack of traditional algorithms. Findings: The effectiveness and feasibility of the method are validated by an example of PFAL evolution planning for a family of similar mechanical products. The optimized efficiency is significantly improved using INSGA_II proposed in this paper and the evolution planning model proposed has a stronger ability to respond to product evolution, which maximizes business performance over an effective period of time. Originality/value: The assembly line designers and managers in discrete manufacturing companies can obtain an optimal solution for PFAL planning through the evolution planning model and INSGA-II proposed in thisAbstract : Purpose: The product family assembly line (PFAL) is a mixed model-assembly line, which is widely used in mass customization and intelligent manufacturing. The purpose of this paper is to study the problem of PFAL, a flexible (evolution) planning method to respond to product evolution for PFAL, to focus on product data analysis and evolution planning method. Design/methodology/approach: The evolution balancing model for PFAL is established and an improved NSGA_II (INSGA_II) is proposed. From the perspective of data analysis, dynamic characteristics of PFAL are researched and analyzed. Especially the tasks, which stability is considered, can be divided into a platform and individual task. In INSGA_II algorithm, a new density selection and a decoding method based on sorting algorithms are proposed to compensate for the lack of traditional algorithms. Findings: The effectiveness and feasibility of the method are validated by an example of PFAL evolution planning for a family of similar mechanical products. The optimized efficiency is significantly improved using INSGA_II proposed in this paper and the evolution planning model proposed has a stronger ability to respond to product evolution, which maximizes business performance over an effective period of time. Originality/value: The assembly line designers and managers in discrete manufacturing companies can obtain an optimal solution for PFAL planning through the evolution planning model and INSGA-II proposed in this paper. Then, this planning model and optimization method have been successfully applied in the production of small wheel loaders. … (more)
- Is Part Of:
- Assembly automation. Volume 40:Issue 4(2020)
- Journal:
- Assembly automation
- Issue:
- Volume 40:Issue 4(2020)
- Issue Display:
- Volume 40, Issue 4 (2020)
- Year:
- 2020
- Volume:
- 40
- Issue:
- 4
- Issue Sort Value:
- 2020-0040-0004-0000
- Page Start:
- 625
- Page End:
- 639
- Publication Date:
- 2020-05-21
- Subjects:
- Data analysis -- Balance optimizing -- Evolution planning -- Product family assembly line
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-05-2019-0098 ↗
- 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:
- 22072.xml