A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines
This paper presents an approach for scheduling under a common due date on parallel unrelated machine problems based on artificial neural network. The objective is to allocate and sequence the jobs on the machines so that the total cost be minimized. This cost is composed of the total earliness and...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | en |
| Published: |
Faculty of Science, Universiti Teknologi Malaysia
2001
|
| Subjects: | |
| Online Access: | http://eprints.utm.my/1754/1/AbdelazizHamad2001_NeuralNetworkforCommonDue.pdf http://eprints.utm.my/1754/ http://www.fs.utm.my/matematika/content/view/58/31/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1845470535325057024 |
|---|---|
| author | Hamad, Abdelaziz Sanugi, Bahrom Salleh, Shaharuddin |
| author_facet | Hamad, Abdelaziz Sanugi, Bahrom Salleh, Shaharuddin |
| author_sort | Hamad, Abdelaziz |
| building | UTM Library |
| collection | Institutional Repository |
| content_provider | Universiti Teknologi Malaysia |
| content_source | UTM Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | This paper presents an approach for scheduling under a common due date on parallel unrelated machine problems based on artificial neural network. The objective is to allocate and sequence the jobs on the machines so that the
total cost be minimized. This cost is composed of the total earliness and the total tardiness cost. Neural network is a suitable model in our study due to the
fact that the problem is NP-hard. In our study, neural network has been proven to be effective and robust in generating near optimal solutions to the problem. |
| format | Article |
| id | my.utm.eprints-1754 |
| institution | Universiti Teknologi Malaysia |
| language | en |
| publishDate | 2001 |
| publisher | Faculty of Science, Universiti Teknologi Malaysia |
| record_format | eprints |
| spelling | my.utm.eprints-17542010-08-13T02:33:43Z http://eprints.utm.my/1754/ A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines Hamad, Abdelaziz Sanugi, Bahrom Salleh, Shaharuddin QA Mathematics This paper presents an approach for scheduling under a common due date on parallel unrelated machine problems based on artificial neural network. The objective is to allocate and sequence the jobs on the machines so that the total cost be minimized. This cost is composed of the total earliness and the total tardiness cost. Neural network is a suitable model in our study due to the fact that the problem is NP-hard. In our study, neural network has been proven to be effective and robust in generating near optimal solutions to the problem. Faculty of Science, Universiti Teknologi Malaysia 2001-12 Article PeerReviewed application/pdf en http://eprints.utm.my/1754/1/AbdelazizHamad2001_NeuralNetworkforCommonDue.pdf Hamad, Abdelaziz and Sanugi, Bahrom and Salleh, Shaharuddin (2001) A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines. Matematika, 17 (2). pp. 63-70. ISSN 0127-8274 http://www.fs.utm.my/matematika/content/view/58/31/ |
| spellingShingle | QA Mathematics Hamad, Abdelaziz Sanugi, Bahrom Salleh, Shaharuddin A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title | A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title_full | A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title_fullStr | A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title_full_unstemmed | A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title_short | A Neural Network for Common Due Date Job Scheduling Problem on Parallel Unrelated Machines |
| title_sort | neural network for common due date job scheduling problem on parallel unrelated machines |
| topic | QA Mathematics |
| url | http://eprints.utm.my/1754/1/AbdelazizHamad2001_NeuralNetworkforCommonDue.pdf http://eprints.utm.my/1754/ http://www.fs.utm.my/matematika/content/view/58/31/ |
| url_provider | http://eprints.utm.my/ |