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Uncovering heterogeneous decision-making in truck tour organization: A shipment-based behavioral modeling approach

Author

Listed:
  • Yang, Yitao
  • Nadi, Ali
  • Song, Dongdong
  • Cebeci, Merve Seher
  • Jia, Bin
  • de Bok, Michiel
  • Tavasszy, Lóránt A.

Abstract

The efficient movement of freight trucks is vital for modern logistics, where the organization of truck tours is central to optimizing supply chain operations and minimizing transportation costs. The truck tour patterns embody a complex interplay of diverse decision-making factors, reflecting the effectiveness of transport and logistics planning initiatives. Despite previous research efforts, an in-depth analysis of understanding how various decision-making factors, such as time of the day and product type, interact and their heterogeneous effects on shaping truck tour patterns is still lacking. This limitation hinders the development of more effective and sustainable strategies for freight transportation. In this paper, by leveraging large-scale carrier and shipment dataset in the Netherlands, we capture and analyze the heterogeneity of over 1000 diverse tour patterns of freight trucks in terms of temporal, spatial, and shipment requirements characteristics. We further introduce a novel modeling approach using random parameters logit models with heterogeneity in means and variances to uncover the heterogeneous effects of various factors on the choice of truck tour patterns. The model results highlight the multifaceted nature of truck travel behaviors, offering practical implications for logistics operations, policy development and freight planning.

Suggested Citation

  • Yang, Yitao & Nadi, Ali & Song, Dongdong & Cebeci, Merve Seher & Jia, Bin & de Bok, Michiel & Tavasszy, Lóránt A., 2026. "Uncovering heterogeneous decision-making in truck tour organization: A shipment-based behavioral modeling approach," Transport Policy, Elsevier, vol. 178(C).
  • Handle: RePEc:eee:trapol:v:178:y:2026:i:c:s0967070x25005013
    DOI: 10.1016/j.tranpol.2025.103958
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    References listed on IDEAS

    as
    1. Khan, Mubassira & Machemehl, Randy, 2017. "Analyzing tour chaining patterns of urban commercial vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 102(C), pages 84-97.
    2. Mourad, Abood & Puchinger, Jakob & Chu, Chengbin, 2019. "A survey of models and algorithms for optimizing shared mobility," Transportation Research Part B: Methodological, Elsevier, vol. 123(C), pages 323-346.
    3. Joseph Chow & Choon Yang & Amelia Regan, 2010. "State-of-the art of freight forecast modeling: lessons learned and the road ahead," Transportation, Springer, vol. 37(6), pages 1011-1030, November.
    4. Denzil G. Fiebig & Michael P. Keane & Jordan Louviere & Nada Wasi, 2010. "The Generalized Multinomial Logit Model: Accounting for Scale and Coefficient Heterogeneity," Marketing Science, INFORMS, vol. 29(3), pages 393-421, 05-06.
    5. Lv, Ying-Yue & Yan, Xiao-Yong & Jia, Bin & Yang, Yitao & Liu, Erjian, 2024. "Quantifying the overall spatial distribution characteristics of urban heavy truck trips: The case of China," Journal of Transport Geography, Elsevier, vol. 115(C).
    6. Archetti, Claudia & Peirano, Lorenzo & Speranza, M. Grazia, 2022. "Optimization in multimodal freight transportation problems: A Survey," European Journal of Operational Research, Elsevier, vol. 299(1), pages 1-20.
    7. Sjoerd van der Spoel & Chintan Amrit & Jos van Hillegersberg, 2017. "Predictive analytics for truck arrival time estimation: a field study at a European distribution centre," International Journal of Production Research, Taylor & Francis Journals, vol. 55(17), pages 5062-5078, September.
    8. Mao Ye & Yajing Chen & Guixin Yang & Bo Wang & Qizhou Hu, 2020. "Mixed Logit Models for Travelers’ Mode Shifting Considering Bike-Sharing," Sustainability, MDPI, vol. 12(5), pages 1-18, March.
    9. Thoen, Sebastiaan & Tavasszy, Lóránt & de Bok, Michiel & Correia, Goncalo & van Duin, Ron, 2020. "Descriptive modeling of freight tour formation: A shipment-based approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 140(C).
    10. Beheshtian, Arash & Richard Geddes, R. & Rouhani, Omid M. & Kockelman, Kara M. & Ockenfels, Axel & Cramton, Peter & Do, Wooseok, 2020. "Bringing the efficiency of electricity market mechanisms to multimodal mobility across congested transportation systems," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 58-69.
    11. Yang, Yitao & Jia, Bin & Yan, Xiao-Yong & Li, Jiangtao & Yang, Zhenzhen & Gao, Ziyou, 2022. "Identifying intercity freight trip ends of heavy trucks from GPS data," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).
    12. Yang, Yitao & Jia, Bin & Yan, Xiao-Yong & Chen, Yan & Song, Dongdong & Zhi, Danyue & Wang, Yiyun & Gao, Ziyou, 2023. "Estimating intercity heavy truck mobility flows using the deep gravity framework," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    13. Techane Bosona, 2020. "Urban Freight Last Mile Logistics—Challenges and Opportunities to Improve Sustainability: A Literature Review," Sustainability, MDPI, vol. 12(21), pages 1-20, October.
    14. Jin, Xianfei & Li, Kunpeng & Sivakumar, Appa Iyer, 2013. "Scheduling and optimal delivery time quotation for customers with time sensitive demand," International Journal of Production Economics, Elsevier, vol. 145(1), pages 349-358.
    15. Jan Fabian Ehmke, 2012. "Integration of Information and Optimization Models for Routing in City Logistics," International Series in Operations Research and Management Science, Springer, edition 127, number 978-1-4614-3628-7, May.
    16. Gonzalez-Calderon, Carlos A. & Holguín-Veras, José, 2019. "Entropy-based freight tour synthesis and the role of traffic count sampling," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 121(C), pages 63-83.
    17. Aleix Bassolas & Hugo Barbosa-Filho & Brian Dickinson & Xerxes Dotiwalla & Paul Eastham & Riccardo Gallotti & Gourab Ghoshal & Bryant Gipson & Surendra A. Hazarie & Henry Kautz & Onur Kucuktunc & Alli, 2019. "Hierarchical organization of urban mobility and its connection with city livability," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    18. Julio Montecinos & Mustapha Ouhimmou & Satyaveer Chauhan & Marc Paquet & Ali Gharbi, 2021. "Transport carriers’ cooperation on the last-mile delivery in urban areas," Transportation, Springer, vol. 48(5), pages 2401-2431, October.
    19. Soares, Ricardo & Marques, Alexandra & Amorim, Pedro & Rasinmäki, Jussi, 2019. "Multiple vehicle synchronisation in a full truck-load pickup and delivery problem: A case-study in the biomass supply chain," European Journal of Operational Research, Elsevier, vol. 277(1), pages 174-194.
    20. Lóri Tavasszy & Michiel de Bok, 2023. "Overview of urban freight transport modelling," Chapters, in: Edoardo Marcucci & Valerio Gatta & Michela Le Pira (ed.), Handbook on City Logistics and Urban Freight, chapter 3, pages 60-77, Edward Elgar Publishing.
    21. Yang, Yitao & Liu, Erjian & Chen, Yan & Meng, Xin & Wang, Ting & Wang, Hui & Zhi, Danyue & Song, Dongdong & Wang, Hao, 2025. "Assessing the resilience of urban truck transport networks under the COVID-19 pandemic: A case study of China," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 197(C).
    22. Chen, Yan & Huang, Zhenhua & Ai, Hongshan & Guo, Xingkun & Luo, Fan, 2021. "The Impact of GIS/GPS Network Information Systems on the Logistics Distribution Cost of Tobacco Enterprises," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    23. Liu, Hongwei & Wu, Jie & Chu, Junfei, 2019. "Environmental efficiency and technological progress of transportation industry-based on large scale data," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 475-482.
    24. Machado, Bruno & Pimentel, Carina & Sousa, Amaro de, 2023. "Integration planning of freight deliveries into passenger bus networks: Exact and heuristic algorithms," Transportation Research Part A: Policy and Practice, Elsevier, vol. 171(C).
    25. Demissie, Merkebe Getachew & Kattan, Lina, 2022. "Estimation of truck origin-destination flows using GPS data," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 159(C).
    26. Torkjazi, Mohammad & Huynh, Nathan & Shiri, Samaneh, 2018. "Truck appointment systems considering impact to drayage truck tours," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 116(C), pages 208-228.
    27. Laranjeiro, Patrícia F. & Merchán, Daniel & Godoy, Leonardo A. & Giannotti, Mariana & Yoshizaki, Hugo T.Y. & Winkenbach, Matthias & Cunha, Claudio B., 2019. "Using GPS data to explore speed patterns and temporal fluctuations in urban logistics: The case of São Paulo, Brazil," Journal of Transport Geography, Elsevier, vol. 76(C), pages 114-129.
    28. Antonio Comi & Paolo Delle Site, 2023. "Estimating and forecasting urban freight origin–destination flows," Chapters, in: Edoardo Marcucci & Valerio Gatta & Michela Le Pira (ed.), Handbook on City Logistics and Urban Freight, chapter 4, pages 78-97, Edward Elgar Publishing.
    29. Ravibabu, M., 2013. "A nested logit model of mode choice for inland movement of export shipments: A case study of containerised export cargo from India," Research in Transportation Economics, Elsevier, vol. 38(1), pages 91-100.
    30. Yang, Yitao & Jia, Bin & Yan, Xiao-Yong & Zhi, Danyue & Song, Dongdong & Chen, Yan & de Bok, Michiel & Tavasszy, Lóránt A. & Gao, Ziyou, 2023. "Uncovering and modeling the hierarchical organization of urban heavy truck flows," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    31. Holzapfel, Andreas & Potoczki, Tobias & Kuhn, Heinrich, 2023. "Designing the breadth and depth of distribution networks in the retail trade," International Journal of Production Economics, Elsevier, vol. 257(C).
    32. Diana P. Moreno-Palacio & Carlos A. Gonzalez-Calderon & Héctor López-Ospina & Jhan Kevin Gil-Marin & John Jairo Posada-Henao, 2024. "Freight tour synthesis based on entropy maximization with fuzzy logic constraints," Transportation, Springer, vol. 51(6), pages 2323-2357, December.
    33. Liu, Qing & Yang, Yang & Ng, Adolf K.Y. & Jiang, Changmin, 2023. "An analysis on the resilience of the European port network," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    34. Piendl, Raphael & Liedtke, Gernot & Matteis, Tilman, 2017. "A logit model for shipment size choice with latent classes – Empirical findings for Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 102(C), pages 188-201.
    35. Ruan, Minyan & Lin, Jie (Jane) & Kawamura, Kazuya, 2012. "Modeling urban commercial vehicle daily tour chaining," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(6), pages 1169-1184.
    36. de Bok, Michiel & Tavasszy, Lóránt & Sebastiaan Thoen,, 2022. "Application of an empirical multi-agent model for urban goods transport to analyze impacts of zero emission zones in The Netherlands," Transport Policy, Elsevier, vol. 124(C), pages 119-127.
    37. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    38. Ni, Linglin & Wang, Xiaokun, 2021. "Load factors of less-than-truckload delivery tours: An analysis with operation data," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 150(C).
    39. Cintia Machado de Oliveira & Renata Albergaria De Mello Bandeira & George Vasconcelos Goes & Daniel Neves Schmitz Gonçalves & Márcio De Almeida D’Agosto, 2017. "Sustainable Vehicles-Based Alternatives in Last Mile Distribution of Urban Freight Transport: A Systematic Literature Review," Sustainability, MDPI, vol. 9(8), pages 1-15, July.
    40. Mayerle, Sérgio Fernando & De Genaro Chiroli, Daiane Maria & Neiva de Figueiredo, João & Rodrigues, Hidelbrando Ferreira, 2020. "The long-haul full-load vehicle routing and truck driver scheduling problem with intermediate stops: An economic impact evaluation of Brazilian policy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 140(C), pages 36-51.
    41. Yin, Zhiwei & Jia, Bin & Yan, Xiao-Yong & Yang, Yitao & Ji, Hao & Gao, Ziyou, 2026. "Classification of the freight trip purpose of heavy trucks using trajectory data and waybill data," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 206(C).
    42. Behnood, Ali & Haghani, Milad & Golafshani, Emadaldin Mohammadi, 2022. "Determinants of purchase likelihood for partially and fully automated vehicles: Insights from mixed logit model with heterogeneity in means and variances," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 119-139.
    43. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    44. Figliozzi, Miguel Andres, 2010. "The impacts of congestion on commercial vehicle tour characteristics and costs," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(4), pages 496-506, July.
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