Skip to main content

2022 | OriginalPaper | Buchkapitel

An Ant Colony Optimization with Turn-Around-Time Reduction Mechanism for the Robust Aircraft Maintenance Routing Problem

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The robust aircraft maintenance routing problem (RAMRP) is adopted by airlines to determine aircraft routes with better withstanding for possible disruptions. This can be achieved using a common approach called the buffer time insertion approach (BT). From the literature, it was observed that this approach has a pitfall of reducing the fleet productivity while inserting long buffer times. Besides, it cannot accommodate flight delays while inserting short buffer times. These disadvantages were the motivation to conduct this study to propose a RAMRP solution that incorporates a novel robustness approach, called turn-around-time reduction (TR), in which all the previous drawbacks are avoided. An ant colony-based algorithm (AC) was developed to solve the proposed RAMRP. To demonstrate the viability and effectiveness of the proposed approach, experiments are conducted based on real data obtained from a major airline company located in the Middle East. The results show that the proposed TR outperforms the existing BT in terms of fleet productivity and delay accommodation.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Gopalan, R., Talluri, K.T.: The aircraft maintenance routing problem. Oper. Res. 46(2), 260–271 (1998)CrossRef Gopalan, R., Talluri, K.T.: The aircraft maintenance routing problem. Oper. Res. 46(2), 260–271 (1998)CrossRef
2.
Zurück zum Zitat Liang, Z., Chaovalitwongse, W.A., Huang, H.C., Johnson, E.L.: On a new rotation tour network model for aircraft maintenance routing problem. Transp. Sci. 45(1), 109–120 (2011)CrossRef Liang, Z., Chaovalitwongse, W.A., Huang, H.C., Johnson, E.L.: On a new rotation tour network model for aircraft maintenance routing problem. Transp. Sci. 45(1), 109–120 (2011)CrossRef
3.
Zurück zum Zitat Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H., Niu, B.: A model with a solution algorithm for the operational aircraft maintenance routing problem. Comput. Ind. Eng. 120, 346–359 (2018)CrossRef Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H., Niu, B.: A model with a solution algorithm for the operational aircraft maintenance routing problem. Comput. Ind. Eng. 120, 346–359 (2018)CrossRef
4.
Zurück zum Zitat Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H., Niu, B., Wang, X.P.: Heuristic approaches for operational aircraft maintenance routing problem with maximum flying hours and man-power availability considerations. Ind. Manag. Data Syst. 117(10), 2142–2170 (2017)CrossRef Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H., Niu, B., Wang, X.P.: Heuristic approaches for operational aircraft maintenance routing problem with maximum flying hours and man-power availability considerations. Ind. Manag. Data Syst. 117(10), 2142–2170 (2017)CrossRef
5.
Zurück zum Zitat Eltoukhy, A.E.E., Wang, Z.X., Chan, F.T.S., Chung, S.H.: Joint optimization using a leader–follower Stackelberg game for coordinated configuration of stochastic operational aircraft maintenance routing and maintenance staffing. Comput. Ind. Eng. 125, 46–68 (2018)CrossRef Eltoukhy, A.E.E., Wang, Z.X., Chan, F.T.S., Chung, S.H.: Joint optimization using a leader–follower Stackelberg game for coordinated configuration of stochastic operational aircraft maintenance routing and maintenance staffing. Comput. Ind. Eng. 125, 46–68 (2018)CrossRef
6.
Zurück zum Zitat Eltoukhy, A.E.E., Wang, Z.X., Chan, F.T.S., Fu, X.: Data analytics in managing aircraft routing and maintenance staffing with price competition by a Stackelberg-Nash game model. Transp. Res. Part E: Logist. Transp. Rev. 122, 143–168 (2019)CrossRef Eltoukhy, A.E.E., Wang, Z.X., Chan, F.T.S., Fu, X.: Data analytics in managing aircraft routing and maintenance staffing with price competition by a Stackelberg-Nash game model. Transp. Res. Part E: Logist. Transp. Rev. 122, 143–168 (2019)CrossRef
7.
Zurück zum Zitat Eltoukhy, A.E.E., Wang, Z.X., Shaban, I.A., Chan, F.T.S.: Coordinating aircraft maintenance routing and integrated maintenance staffing and rostering: a Stackelberg game theoretical model. Int. J. Prod. Res., 1–25 (2022) Eltoukhy, A.E.E., Wang, Z.X., Shaban, I.A., Chan, F.T.S.: Coordinating aircraft maintenance routing and integrated maintenance staffing and rostering: a Stackelberg game theoretical model. Int. J. Prod. Res., 1–25 (2022)
8.
Zurück zum Zitat Hashim, H.A., Eltoukhy, A.E.E.: Landmark and IMU data fusion: systematic convergence geometric nonlinear observer for SLAM and velocity bias. IEEE Trans. Intell. Transp. Syst. 23(4), 3292–3301 (2022)CrossRef Hashim, H.A., Eltoukhy, A.E.E.: Landmark and IMU data fusion: systematic convergence geometric nonlinear observer for SLAM and velocity bias. IEEE Trans. Intell. Transp. Syst. 23(4), 3292–3301 (2022)CrossRef
9.
Zurück zum Zitat Hashim, H.A., Eltoukhy, A.E.E.: Nonlinear filter for simultaneous localization and mapping on a matrix lie group using IMU and feature measurements. IEEE Trans. Syst. Man Cybern. Syst. 52(4), 2098–2109 (2022)CrossRef Hashim, H.A., Eltoukhy, A.E.E.: Nonlinear filter for simultaneous localization and mapping on a matrix lie group using IMU and feature measurements. IEEE Trans. Syst. Man Cybern. Syst. 52(4), 2098–2109 (2022)CrossRef
10.
Zurück zum Zitat Hashim, H.A.: guaranteed performance nonlinear observer for simultaneous localization and mapping. IEEE Control Syst. Lett. 5(1), 91–96 (2021)MathSciNetCrossRef Hashim, H.A.: guaranteed performance nonlinear observer for simultaneous localization and mapping. IEEE Control Syst. Lett. 5(1), 91–96 (2021)MathSciNetCrossRef
11.
Zurück zum Zitat Hashim, H.A., Abouheaf, M., Vamvoudakis, K.G.: Neural-adaptive stochastic attitude filter on SO(3). IEEE Control Syst. Lett. 6, 1549–1554 (2022)CrossRef Hashim, H.A., Abouheaf, M., Vamvoudakis, K.G.: Neural-adaptive stochastic attitude filter on SO(3). IEEE Control Syst. Lett. 6, 1549–1554 (2022)CrossRef
12.
Zurück zum Zitat Liang, Z., Feng, Y., Zhang, X., Wu, T., Chaovalitwongse, W.A.: Robust weekly aircraft maintenance routing problem and the extension to the tail assignment problem. Transp. Res. Part B: Methodol. 78, 238–259 (2015)CrossRef Liang, Z., Feng, Y., Zhang, X., Wu, T., Chaovalitwongse, W.A.: Robust weekly aircraft maintenance routing problem and the extension to the tail assignment problem. Transp. Res. Part B: Methodol. 78, 238–259 (2015)CrossRef
13.
Zurück zum Zitat Jamili, A.: A robust mathematical model and heuristic algorithms for integrated aircraft routing and scheduling, with consideration of fleet assignment problem. J. Air Transp. Manag. 58, 21–30 (2017)CrossRef Jamili, A.: A robust mathematical model and heuristic algorithms for integrated aircraft routing and scheduling, with consideration of fleet assignment problem. J. Air Transp. Manag. 58, 21–30 (2017)CrossRef
14.
Zurück zum Zitat Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H.: Airline schedule planning: a review and future directions. Ind. Manag. Data Syst. 117(6), 1201–1243 (2017)CrossRef Eltoukhy, A.E.E., Chan, F.T.S., Chung, S.H.: Airline schedule planning: a review and future directions. Ind. Manag. Data Syst. 117(6), 1201–1243 (2017)CrossRef
15.
Zurück zum Zitat Huang, S.-H., Huang, Y.-H., Blazquez, C.A., Paredes-Belmar, G.: Application of the ant colony optimization in the resolution of the bridge inspection routing problem. Appl. Soft Comput. 65, 443–461 (2018)CrossRef Huang, S.-H., Huang, Y.-H., Blazquez, C.A., Paredes-Belmar, G.: Application of the ant colony optimization in the resolution of the bridge inspection routing problem. Appl. Soft Comput. 65, 443–461 (2018)CrossRef
16.
Zurück zum Zitat Mahato, D.P., Singh, R.S., Tripathi, A.K., Maurya, A.K.: On scheduling transactions in a grid processing system considering load through Ant Colony Optimization. Appl. Soft Comput. 61, 875–891 (2017)CrossRef Mahato, D.P., Singh, R.S., Tripathi, A.K., Maurya, A.K.: On scheduling transactions in a grid processing system considering load through Ant Colony Optimization. Appl. Soft Comput. 61, 875–891 (2017)CrossRef
17.
Zurück zum Zitat Skinderowicz, R.: An improved ant colony system for the sequential ordering problem. Comput. Oper. Res. 86, 1–17 (2017)MathSciNetCrossRef Skinderowicz, R.: An improved ant colony system for the sequential ordering problem. Comput. Oper. Res. 86, 1–17 (2017)MathSciNetCrossRef
18.
Zurück zum Zitat Balseiro, S.R., Loiseau, I., Ramonet, J.: An ant colony algorithm hybridized with insertion heuristics for the time dependent vehicle routing problem with time windows. Comput. Oper. Res. 38(6), 954–966 (2011)MathSciNetCrossRef Balseiro, S.R., Loiseau, I., Ramonet, J.: An ant colony algorithm hybridized with insertion heuristics for the time dependent vehicle routing problem with time windows. Comput. Oper. Res. 38(6), 954–966 (2011)MathSciNetCrossRef
19.
Zurück zum Zitat Eltoukhy, A.E.E., Shaban, I.A., Chan, F.T.S., Abdel-Aal, M.A.M.: Data analytics for predicting COVID-19 cases in top affected countries: observations and recommendations. Int. J. Environ. Res. Public Health 17(19), 7080 (2020)CrossRef Eltoukhy, A.E.E., Shaban, I.A., Chan, F.T.S., Abdel-Aal, M.A.M.: Data analytics for predicting COVID-19 cases in top affected countries: observations and recommendations. Int. J. Environ. Res. Public Health 17(19), 7080 (2020)CrossRef
20.
Zurück zum Zitat Hashim, H.A.: A geometric nonlinear stochastic filter for simultaneous localization and mapping. Aerosp. Sci. Technol. 111, 106569 (2021)CrossRef Hashim, H.A.: A geometric nonlinear stochastic filter for simultaneous localization and mapping. Aerosp. Sci. Technol. 111, 106569 (2021)CrossRef
21.
Zurück zum Zitat Hashim, H.A.: Exponentially stable observer-based controller for VTOL-UAVs without velocity measurements. Int. J. Control, 1–15 (2022) Hashim, H.A.: Exponentially stable observer-based controller for VTOL-UAVs without velocity measurements. Int. J. Control, 1–15 (2022)
22.
Zurück zum Zitat Hashim, H.A., Abouheaf, M., Abido, M.A.: Geometric stochastic filter with guaranteed performance for autonomous navigation based on IMU and feature sensor fusion. Control. Eng. Pract. 116, 104926 (2021)CrossRef Hashim, H.A., Abouheaf, M., Abido, M.A.: Geometric stochastic filter with guaranteed performance for autonomous navigation based on IMU and feature sensor fusion. Control. Eng. Pract. 116, 104926 (2021)CrossRef
Metadaten
Titel
An Ant Colony Optimization with Turn-Around-Time Reduction Mechanism for the Robust Aircraft Maintenance Routing Problem
verfasst von
Abdelrahman E. E. Eltoukhy
Noha Mostafa
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-031-16411-8_28

Premium Partner