A flexible planning methodology for product family assembly line based on improved NSGA_II
ISSN: 0144-5154
Article publication date: 21 May 2020
Issue publication date: 17 June 2020
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 this paper. Then, this planning model and optimization method have been successfully applied in the production of small wheel loaders.
Keywords
Citation
Wu, Y., Zhao, X., Xu, Y. and Chen, Y. (2020), "A flexible planning methodology for product family assembly line based on improved NSGA_II", Assembly Automation, Vol. 40 No. 4, pp. 625-639. https://doi.org/10.1108/AA-05-2019-0098
Publisher
:Emerald Publishing Limited
Copyright © 2020, Emerald Publishing Limited