Forecasting high-granular air passenger demand flows: An integrated modeling framework applied to the Italian airport system
Author
Abstract
Suggested Citation
DOI: 10.1016/j.jairtraman.2025.102937
Download full text from publisher
As the access to this document is restricted, you may want to
for a different version of it.References listed on IDEAS
- Freund-Feinstein, Uzi & Bekhor, Shlomo, 2017. "An airline itinerary choice model that includes the option to delay the decision," Transportation Research Part A: Policy and Practice, Elsevier, vol. 96(C), pages 64-78.
- Coldren, Gregory M. & Koppelman, Frank S. & Kasturirangan, Krishnan & Mukherjee, Amit, 2003. "Modeling aggregate air-travel itinerary shares: logit model development at a major US airline," Journal of Air Transport Management, Elsevier, vol. 9(6), pages 361-369.
- Fildes, Robert & Wei, Yingqi & Ismail, Suzilah, 2011.
"Evaluating the forecasting performance of econometric models of air passenger traffic flows using multiple error measures,"
International Journal of Forecasting, Elsevier, vol. 27(3), pages 902-922, July.
- Fildes, Robert & Wei, Yingqi & Ismail, Suzilah, 2011. "Evaluating the forecasting performance of econometric models of air passenger traffic flows using multiple error measures," International Journal of Forecasting, Elsevier, vol. 27(3), pages 902-922.
- Xu, Shuojiang & Chan, Hing Kai & Zhang, Tiantian, 2019. "Forecasting the demand of the aviation industry using hybrid time series SARIMA-SVR approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 169-180.
- Liu, Jing & Hsu, Fu-Chieh & Bai, Yunkai & Mai, Huiwen, 2024. "A dual-benefit perspective of business travel," Annals of Tourism Research, Elsevier, vol. 109(C).
- Hsiao, Chieh-Yu & Hansen, Mark, 2011. "A passenger demand model for air transportation in a hub-and-spoke network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 1112-1125.
- Burghouwt, Guillaume & de Wit, Jaap, 2005. "Temporal configurations of European airline networks," Journal of Air Transport Management, Elsevier, vol. 11(3), pages 185-198.
- Gudmundsson, S.V. & Cattaneo, M. & Redondi, R., 2021. "Forecasting temporal world recovery in air transport markets in the presence of large economic shocks: The case of COVID-19," Journal of Air Transport Management, Elsevier, vol. 91(C).
- Carson, Richard T. & Cenesizoglu, Tolga & Parker, Roger, 2011.
"Forecasting (aggregate) demand for US commercial air travel,"
International Journal of Forecasting, Elsevier, vol. 27(3), pages 923-941, July.
- Carson, Richard T. & Cenesizoglu, Tolga & Parker, Roger, 2011. "Forecasting (aggregate) demand for US commercial air travel," International Journal of Forecasting, Elsevier, vol. 27(3), pages 923-941.
- Lhéritier, Alix & Bocamazo, Michael & Delahaye, Thierry & Acuna-Agost, Rodrigo, 2019. "Airline itinerary choice modeling using machine learning," Journal of choice modelling, Elsevier, vol. 31(C), pages 198-209.
- Nicole Adler, 2005. "Hub-Spoke Network Choice Under Competition with an Application to Western Europe," Transportation Science, INFORMS, vol. 39(1), pages 58-72, February.
- Chang, Li-Yen, 2012. "International air passenger flows between pairs of APEC countries: A non-parametric regression tree approach," Journal of Air Transport Management, Elsevier, vol. 20(C), pages 4-6.
- Avogadro, Nicolò & Cattaneo, Mattia & Paleari, Stefano & Redondi, Renato, 2021. "Replacing short-medium haul intra-European flights with high-speed rail: Impact on CO2 emissions and regional accessibility," Transport Policy, Elsevier, vol. 114(C), pages 25-39.
- Boonekamp, Thijs & Zuidberg, Joost & Burghouwt, Guillaume, 2018. "Determinants of air travel demand: The role of low-cost carriers, ethnic links and aviation-dependent employment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 112(C), pages 18-28.
- Klophaus, Richard & Yu, Chunyan, 2023. "Short-haul airline services in Europe and North America - A cross-business model and cross-continental analysis," Journal of Air Transport Management, Elsevier, vol. 109(C).
- Birolini, Sebastian & Cattaneo, Mattia & Malighetti, Paolo & Morlotti, Chiara, 2020. "Integrated origin-based demand modeling for air transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
- Grosche, Tobias & Rothlauf, Franz & Heinzl, Armin, 2007. "Gravity models for airline passenger volume estimation," Journal of Air Transport Management, Elsevier, vol. 13(4), pages 175-183.
- Fageda, Xavier & Suau-Sanchez, Pere & Mason, Keith J., 2015. "The evolving low-cost business model: Network implications of fare bundling and connecting flights in Europe," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 289-296.
- Rafael Bernardo Carmona Benitez & Maria Rosa Nieto, 2023. "A methodology for calculating the unmet passenger demand in the air transportation industry," Papers 23003, Working Papers of Business and Economics School. Anahuac University (Mexico)..
- Li, Tao & Trani, Antonio A., 2014. "A model to forecast airport-level General Aviation demand," Journal of Air Transport Management, Elsevier, vol. 40(C), pages 192-206.
- Samagaio, António & Wolters, Mark, 2010. "Comparative analysis of government forecasts for the Lisbon Airport," Journal of Air Transport Management, Elsevier, vol. 16(4), pages 213-217.
- Banerjee, Nilabhra & Morton, Alec & Akartunalı, Kerem, 2020. "Passenger demand forecasting in scheduled transportation," European Journal of Operational Research, Elsevier, vol. 286(3), pages 797-810.
- Wardman, Mark & Chintakayala, V. Phani K. & de Jong, Gerard, 2016. "Values of travel time in Europe: Review and meta-analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 93-111.
- Lurkin, Virginie & Garrow, Laurie A. & Higgins, Matthew J. & Newman, Jeffrey P. & Schyns, Michael, 2017.
"Accounting for price endogeneity in airline itinerary choice models: An application to Continental U.S. markets,"
Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 228-246.
- Virginie Lurkin & Laurie A. Garrow & Matthew J. Higgins & Jeffrey P. Newman & Michael Schyns, 2016. "Accounting for Price Endogeneity in Airline Itinerary Choice Models: An Application to Continental U.S. Markets," NBER Working Papers 22730, National Bureau of Economic Research, Inc.
- Wei, Wenbin & Hansen, Mark, 2005. "Impact of aircraft size and seat availability on airlines' demand and market share in duopoly markets," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 41(4), pages 315-327, July.
- Dantas, Tiago Mendes & Cyrino Oliveira, Fernando Luiz & Varela Repolho, Hugo Miguel, 2017. "Air transportation demand forecast through Bagging Holt Winters methods," Journal of Air Transport Management, Elsevier, vol. 59(C), pages 116-123.
- Tillmann, Andreas M. & Joormann, Imke & Ammann, Sabrina C.L., 2023. "Reproducible air passenger demand estimation," Journal of Air Transport Management, Elsevier, vol. 112(C).
- Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer.
- Plakandaras, Vasilios & Papadimitriou, Theophilos & Gogas, Periklis, 2019. "Forecasting transportation demand for the U.S. market," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 195-214.
- Wang, Sen & Gao, Yi, 2021. "A literature review and citation analyses of air travel demand studies published between 2010 and 2020," Journal of Air Transport Management, Elsevier, vol. 97(C).
- Hansen, Mark, 1990. "Airline competition in a hub-dominated environment: An application of noncooperative game theory," Transportation Research Part B: Methodological, Elsevier, vol. 24(1), pages 27-43, February.
- Train,Kenneth E., 2009.
"Discrete Choice Methods with Simulation,"
Cambridge Books,
Cambridge University Press, number 9780521747387, August.
- Kenneth Train, 2003. "Discrete Choice Methods with Simulation," Online economics textbooks, SUNY-Oswego, Department of Economics, number emetr2, December.
- Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, August.
- Klophaus, Richard & Conrady, Roland & Fichert, Frank, 2012. "Low cost carriers going hybrid: Evidence from Europe," Journal of Air Transport Management, Elsevier, vol. 23(C), pages 54-58.
- Jan Brueckner & Darin Lee & Ethan Singer, 2014. "City-Pairs Versus Airport-Pairs: A Market-Definition Methodology for the Airline Industry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 44(1), pages 1-25, February.
- Gelhausen, Marc C. & Berster, Peter & Wilken, Dieter, 2018. "A new direct demand model of long-term forecasting air passengers and air transport movements at German airports," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 140-152.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Birolini, Sebastian & Cattaneo, Mattia & Malighetti, Paolo & Morlotti, Chiara, 2020. "Integrated origin-based demand modeling for air transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
- Wandelt, Sebastian & Signori, Andrea & Chang, Shuming & Wang, Shuang & Du, Zhuoming & Sun, Xiaoqian, 2025. "Unleashing the potential of operations research in air transport: A review of applications, methods, and challenges," Journal of Air Transport Management, Elsevier, vol. 124(C).
- Morlotti, Chiara & Birolini, Sebastian & Malighetti, Paolo & Redondi, Renato, 2023. "A latent class approach to estimate air travelers’ propensity toward connecting itineraries," Research in Transportation Economics, Elsevier, vol. 99(C).
- Wang, Sen & Gao, Yi, 2021. "A literature review and citation analyses of air travel demand studies published between 2010 and 2020," Journal of Air Transport Management, Elsevier, vol. 97(C).
- Guerrero B., Thomas E. & Avogadro, Nicolò & Ramos, Raúl, 2025. "Control Function Approach for Addressing Endogeneity in Transport Models: A Case Study on the London–Amsterdam Route," Journal of choice modelling, Elsevier, vol. 54(C).
- Birolini, Sebastian & Antunes, António Pais & Cattaneo, Mattia & Malighetti, Paolo & Paleari, Stefano, 2021. "Integrated flight scheduling and fleet assignment with improved supply-demand interactions," Transportation Research Part B: Methodological, Elsevier, vol. 149(C), pages 162-180.
- Kinene, Alan & Birolini, Sebastian, 2024. "Optimization of subsidized air transport networks using electric aircraft," Transportation Research Part B: Methodological, Elsevier, vol. 190(C).
- Abdelghany, Ahmed & Guzhva, Vitaly S., 2022. "Exploratory analysis of air travel demand stimulation in first-time served markets," Journal of Air Transport Management, Elsevier, vol. 98(C).
- Avogadro, Nicolò & Pels, Eric & Redondi, Renato, 2023. "Policy impacts on the propensity to travel by HSR in the Amsterdam – London market," Socio-Economic Planning Sciences, Elsevier, vol. 87(PB).
- Birolini, Sebastian & Besana, Emanuele & Cattaneo, Mattia & Redondi, Renato & Sallan, Jose Maria, 2022. "An integrated connection planning and passenger allocation model for low-cost carriers," Journal of Air Transport Management, Elsevier, vol. 99(C).
- Gunter, Ulrich & Zekan, Bozana, 2021. "Forecasting air passenger numbers with a GVAR model," Annals of Tourism Research, Elsevier, vol. 89(C).
- Birolini, Sebastian & Avogadro, Nicolò & Malighetti, Paolo & Paleari, Stefano, 2024. "Con-Accessibility: Logit-based catchment area modeling for strategic airport system planning," Transportation Research Part A: Policy and Practice, Elsevier, vol. 190(C).
- Hsiao, Chieh-Yu & Hansen, Mark, 2011. "A passenger demand model for air transportation in a hub-and-spoke network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 1112-1125.
- Suau-Sanchez, Pere & Voltes-Dorta, Augusto & Rodríguez-Déniz, Héctor, 2016. "Measuring the potential for self-connectivity in global air transport markets: Implications for airports and airlines," Journal of Transport Geography, Elsevier, vol. 57(C), pages 70-82.
- Birolini, Sebastian & Jacquillat, Alexandre & Cattaneo, Mattia & Antunes, António Pais, 2021. "Airline Network Planning: Mixed-integer non-convex optimization with demand–supply interactions," Transportation Research Part B: Methodological, Elsevier, vol. 154(C), pages 100-124.
- Tao Li, 2017. "A Demand Estimator Based on a Nested Logit Model," Transportation Science, INFORMS, vol. 51(3), pages 918-930, August.
- Evangelinos, Christos & Tscharaktschiew, Stefan & Obermeyer, Andy, 2025. "Quantifying an Airline's brand Image: The Ryanair disutility effect," Research in Transportation Economics, Elsevier, vol. 112(C).
- Kaukin, Andrey (Каукин, Андрей), 2018. "Diagnosis of the Growth Model of the Russian Air Transportation Market: Bottlenecks and Directions of Development [Диагностика Модели Роста Российского Рынка Авиаперевозок: Узкие Места И Направления Развития]," Working Papers 061830, Russian Presidential Academy of National Economy and Public Administration.
- Redondi, Renato & Birolini, Sebastian & Morlotti, Chiara & Paleari, Stefano, 2021. "Connectivity measures and passengers’ behavior: Comparing conventional connectivity models to predict itinerary market shares," Journal of Air Transport Management, Elsevier, vol. 90(C).
- Xu, Yifan & Adler, Nicole & Wandelt, Sebastian & Sun, Xiaoqian, 2024. "Competitive integrated airline schedule design and fleet assignment," European Journal of Operational Research, Elsevier, vol. 314(1), pages 32-50.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jaitra:v:132:y:2026:i:c:s0969699725002005. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/journal-of-air-transport-management/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.
Printed from https://ideas.repec.org/a/eee/jaitra/v132y2026ics0969699725002005.html