Please use this identifier to cite or link to this item:
http://hdl.handle.net/10397/104104
| Title: | Data analytics in managing aircraft routing and maintenance staffing with price competition by a Stackelberg-Nash game model | Authors: | Eltoukhy, AEE Wang, ZX Chan, FTS Fu, X |
Issue Date: | Feb-2019 | Source: | Transportation research. Part E, Logistics and transportation review, Feb. 2019, v. 122, p. 143-168 | Abstract: | This study develops a Stackelberg-Nash game model (SNGM) to capture the interdependence between aircraft routing of airlines and maintenance staffing of maintenance providers, and to consider the price competition among maintenance providers. The SNGM’s overall Nash equilibrium is obtained using an iterative game algorithm. The SNGM effectiveness is demonstrated with a case study, in which a neural network-based algorithm is developed to forecast accurate non-propagated delays, and a multiple linear regression algorithm is adopted to predict demand-price relationship for each maintenance provider. The results reveal cost savings of about 26% and 22% for the airline and the maintenance providers, respectively. | Keywords: | Aircraft routing problem Data analytics Game theory Maintenance staffing problem |
Publisher: | Elsevier Ltd | Journal: | Transportation research. Part E, Logistics and transportation review | ISSN: | 1366-5545 | EISSN: | 1878-5794 | DOI: | 10.1016/j.tre.2018.12.002 | Rights: | © 2018 Elsevier Ltd. All rights reserved © 2018. This manuscript version is made available under the CC-BY-NC-ND 4.0 license https://creativecommons.org/licenses/by-nc-nd/4.0/ The following publication Eltoukhy, A. E. E., Wang, Z. X., Chan, F. T. S., & Fu, X. (2019). Data analytics in managing aircraft routing and maintenance staffing with price competition by a Stackelberg-Nash game model. Transportation Research Part E: Logistics and Transportation Review, 122, 143–168 is available at https://doi.org/10.1016/j.tre.2018.12.002. |
| Appears in Collections: | Journal/Magazine Article |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| Eltoukhy_Data_Analytics_Managing.pdf | Pre-Published version | 1.7 MB | Adobe PDF | View/Open |
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