Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach
Joint Authors
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-06-23
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
A particle swarm optimization algorithm (PSO) has been used to solve the single machine total weighted tardiness problem (SMTWT) with unequal release date.
To find the best solutions three different solution approaches have been used.
To prepare subhybrid solution system, genetic algorithms (GA) and simulated annealing (SA) have been used.
In the subhybrid system (GA and SA), GA obtains a solution in any stage, that solution is taken by SA and used as an initial solution.
When SA finds better solution than this solution, it stops working and gives this solution to GA again.
After GA finishes working the obtained solution is given to PSO.
PSO searches for better solution than this solution.
Later it again sends the obtained solution to GA.
Three different solution systems worked together.
Neurohybrid system uses PSO as the main optimizer and SA and GA have been used as local search tools.
For each stage, local optimizers are used to perform exploitation to the best particle.
In addition to local search tools, neurodominance rule (NDR) has been used to improve performance of last solution of hybrid-PSO system.
NDR checked sequential jobs according to total weighted tardiness factor.
All system is named as neurohybrid-PSO solution system.
American Psychological Association (APA)
Cakar, Tarik& Koker, Rasit. 2015. Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach. Computational Intelligence and Neuroscience،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057768
Modern Language Association (MLA)
Cakar, Tarik& Koker, Rasit. Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach. Computational Intelligence and Neuroscience No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1057768
American Medical Association (AMA)
Cakar, Tarik& Koker, Rasit. Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach. Computational Intelligence and Neuroscience. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057768
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1057768