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Multi-objective periodic maintenance scheduling and optimizationvia krill herd algorithm |
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| รหัสดีโอไอ | |
| Creator | 1. Pasura Aungkulanon 2. Pongchanun Luangpaiboon 3. Roberto Montemanni |
| Title | Multi-objective periodic maintenance scheduling and optimizationvia krill herd algorithm |
| Publisher | Research and Development Office, Prince of Songkla University |
| Publication Year | 2564 |
| Journal Title | Songklanakarin Journal of Science an Technology (SJST) |
| Journal Vol. | 43 |
| Journal No. | 5 |
| Page no. | 1342-1350 |
| Keyword | preventive maintenance, multi-criteria optimization, desirability function approaches, swarm intelligence algorithms, modified krill herd algorithm |
| URL Website | https://rdo.psu.ac.th/sjst/index.php |
| ISSN | 0125-3395 |
| Abstract | This study addresses a multi-objective programming model for optimizing periodic maintenance scheduling ofdepartment assets with a specified set of machines and instruments under a given planning time period. An aim is to minimize theoverall variance of human resources and maintenance costs. The principle of the desirability function is incorporated into theoptimization model while considering diminishing marginal utility concepts. The classic krill herd algorithm is modified via threeswap mechanisms. After conducting a case study in the large retailer company in Thailand, one of the modified krill herdalgorithms is proved to be highly effective in providing high quality solutions. This method is powerful to find out the desireddegree of desirability and shows superior in learning preference structures with respect to the alternative solutions examined. |
