A Hybrid Algorithm Based on Particle Swarm Optimization and Artificial Immune for an Assembly Job Shop Scheduling Problem
Joint Authors
Du, Hui
Liu, Dacheng
Zhang, Mian-hao
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-08-28
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
To produce the final product, parts need to be fabricated in the process stages and thereafter several parts are joined under the assembly operations based on the predefined bill of materials.
But assembly relationship between the assembly parts and components has not been considered in general job shop scheduling problem model.
The aim of this research is to find the schedule which minimizes completion time of Assembly Job Shop Scheduling Problem (AJSSP).
Since the complexity of AJSSP is NP-hard, a hybrid particle swarm optimization (HPSO) algorithm integrated PSO with Artificial Immune is proposed and developed to solve AJSSP.
The selection strategy based on antibody density makes the particles of HPSO maintain the diversity during the iterative process, thus overcoming the defect of premature convergence.
Then HPSO algorithm is applied into a case study development from classical FT06.
Finally, the effect of key parameters on the proposed algorithm is analyzed and discussed regarding how to select the parameters.
The experiment result confirmed its practice and effectiveness.
American Psychological Association (APA)
Du, Hui& Liu, Dacheng& Zhang, Mian-hao. 2016. A Hybrid Algorithm Based on Particle Swarm Optimization and Artificial Immune for an Assembly Job Shop Scheduling Problem. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1112118
Modern Language Association (MLA)
Du, Hui…[et al.]. A Hybrid Algorithm Based on Particle Swarm Optimization and Artificial Immune for an Assembly Job Shop Scheduling Problem. Mathematical Problems in Engineering No. 2016 (2016), pp.1-10.
https://search.emarefa.net/detail/BIM-1112118
American Medical Association (AMA)
Du, Hui& Liu, Dacheng& Zhang, Mian-hao. A Hybrid Algorithm Based on Particle Swarm Optimization and Artificial Immune for an Assembly Job Shop Scheduling Problem. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1112118
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1112118