Abdol Rahim, Fatin Hamizah and Mohd. Noor, Norliza and Abdullah, Haslaile and Annanurov, Bayram (2020) Cost minimization of aircraft critical components for planning and maintenance requirements. International Journal of Integrated Engineering, 12 (7). pp. 40-53. ISSN 2229-838X
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Official URL: http://dx.doi.org/10.30880/ijie.2020.12.07.005
Abstract
Spare parts management of the aircrafts is a part of maintenance planning that requires effective and efficient planning in order to reduce aircraft downtime in maintenance processes. Spare parts unavailability during maintenance is one of the factors that affects operational availability of the aircrafts fleet. This study focused on identifying the current problem affecting operational availability of the aircrafts fleet, developing an optimization model for cost minimization of spare parts and assessing the impact on spare parts availability using the cost minimization optimization model. Data analysis using machine learning techniques in WEKA was used to identify the current problem that is affecting aircrafts fleet operational availability. Then, Linear Integer Programming (LIP) and Goal Programming (GP) methods were used to develop the cost minimization optimization model by considering the current stock level of the critical components and the budget constrain. From this study, we discovered that spare parts unavailability during maintenance was the biggest contributing factor to the operational availability of the aircrafts fleet. Besides that, the cost minimization optimization model developed in the research had produced optimum level of inventory for the critical components with minimum cost. Spare parts availability for the aircrafts fleet had been improved with the application of the model which directly maximizes the operational availability of the aircraft fleet.
Item Type: | Article |
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Uncontrolled Keywords: | Cost Minimization, Machine Learning |
Subjects: | T Technology > T Technology (General) |
Divisions: | Razak School of Engineering and Advanced Technology |
ID Code: | 90575 |
Deposited By: | Widya Wahid |
Deposited On: | 30 Apr 2021 14:48 |
Last Modified: | 30 Apr 2021 14:48 |
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