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Integrated self-driving travel scheme planning

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  • Du, Jiaoman
  • Zhou, Jiandong
  • Li, Xiang
  • Li, Lei
  • Guo, Ao

Abstract

Travel scheme planning is a crucial operational-level decision to be made in travel supply chain management. We investigate an integrated self-driving travel scheme planning (ISTSP) problem to optimize routing, hotel selection, and time scheduling under several streams of personalized considerations: best site-viewing time windows, rest requirements, and preference for site visiting sequences. The travel scheme planning problem is formulated in two models: (i) total cost minimization, and (ii) bi-objective optimization with total cost minimization and tourists’ utility maximization. A heuristic solution framework integrating multi-categorical attribute K-means clustering, dynamic programming algorithm, and constraint satisfaction procedure is designed to solve these two models. Finally, we provide illustrative examples to demonstrate the effectiveness and validity of the proposed models and solution methods.

Suggested Citation

  • Du, Jiaoman & Zhou, Jiandong & Li, Xiang & Li, Lei & Guo, Ao, 2021. "Integrated self-driving travel scheme planning," International Journal of Production Economics, Elsevier, vol. 232(C).
    • Handle: RePEc:eee:proeco:v:232:y:2021:i:c:s0925527320303133
    DOI: 10.1016/j.ijpe.2020.107963
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    as
    1. Nagy, Gabor & Salhi, Said, 2007. "Location-routing: Issues, models and methods," European Journal of Operational Research, Elsevier, vol. 177(2), pages 649-672, March.
    2. Zheng, Weimin & Liao, Zhixue & Qin, Jing, 2017. "Using a four-step heuristic algorithm to design personalized day tour route within a tourist attraction," Tourism Management, Elsevier, vol. 62(C), pages 335-349.
    3. Jonas De Vos & Patricia L. Mokhtarian & Tim Schwanen & Veronique Van Acker & Frank Witlox, 2016. "Travel mode choice and travel satisfaction: bridging the gap between decision utility and experienced utility," Transportation, Springer, vol. 43(5), pages 771-796, September.
    4. Divsalar, A. & Vansteenwegen, P. & Sörensen, K. & Cattrysse, D., 2014. "A memetic algorithm for the orienteering problem with hotel selection," European Journal of Operational Research, Elsevier, vol. 237(1), pages 29-49.
    5. Emelogu, Adindu & Chowdhury, Sudipta & Marufuzzaman, Mohammad & Bian, Linkan & Eksioglu, Burak, 2016. "An enhanced sample average approximation method for stochastic optimization," International Journal of Production Economics, Elsevier, vol. 182(C), pages 230-252.
    6. Dumrongsiri, Aussadavut & Fan, Ming & Jain, Apurva & Moinzadeh, Kamran, 2008. "A supply chain model with direct and retail channels," European Journal of Operational Research, Elsevier, vol. 187(3), pages 691-718, June.
    7. Rodríguez, Beatriz & Molina, Julián & Pérez, Fátima & Caballero, Rafael, 2012. "Interactive design of personalised tourism routes," Tourism Management, Elsevier, vol. 33(4), pages 926-940.
    8. Anzanello, Michel J. & Fogliatto, Flavio S., 2011. "Selecting the best clustering variables for grouping mass-customized products involving workers' learning," International Journal of Production Economics, Elsevier, vol. 130(2), pages 268-276, April.
    9. CASTRO, Marco & SÖRENSEN, Kenneth & VANSTEENWEGEN, Pieter & GOOS, Peter, 2012. "A simple GRASP+VND for the travelling salesperson problem with hotel selection," Working Papers 2012024, University of Antwerp, Faculty of Business and Economics.
    10. Kotiloglu, S. & Lappas, T. & Pelechrinis, K. & Repoussis, P.P., 2017. "Personalized multi-period tour recommendations," Tourism Management, Elsevier, vol. 62(C), pages 76-88.
    11. Margolis, Joshua T. & Sullivan, Kelly M. & Mason, Scott J. & Magagnotti, Mariah, 2018. "A multi-objective optimization model for designing resilient supply chain networks," International Journal of Production Economics, Elsevier, vol. 204(C), pages 174-185.
    12. A. L. Kok & C. M. Meyer & H. Kopfer & J. M. J. Schutten, 2010. "A Dynamic Programming Heuristic for the Vehicle Routing Problem with Time Windows and European Community Social Legislation," Transportation Science, INFORMS, vol. 44(4), pages 442-454, November.
    13. Yao, Liufang & Parlar, Mahmut, 2019. "Product recall timing optimization using dynamic programming," International Journal of Production Economics, Elsevier, vol. 210(C), pages 1-14.
    14. Andreas Baltz & Mourad El Ouali & Gerold J&aauml;ger & Volkmar Sauerland & Anand Srivastav, 2015. "Exact and heuristic algorithms for the Travelling Salesman Problem with Multiple Time Windows and Hotel Selection," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 66(4), pages 615-626, April.
    15. CASTRO, Marco & SÖRENSEN, Kenneth & GOOS, Peter & VANSTEENWEGEN, Pieter, 2014. "The multiple travelling salesperson problem with hotel selection," Working Papers 2014030, University of Antwerp, Faculty of Business and Economics.
    16. Mafakheri, Fereshteh & Breton, Michele & Ghoniem, Ahmed, 2011. "Supplier selection-order allocation: A two-stage multiple criteria dynamic programming approach," International Journal of Production Economics, Elsevier, vol. 132(1), pages 52-57, July.
    17. Dulebenets, Maxim A. & Ozguven, Eren Erman, 2017. "Vessel scheduling in liner shipping: Modeling transport of perishable assets," International Journal of Production Economics, Elsevier, vol. 184(C), pages 141-156.
    18. Kucukkoc, Ibrahim & Li, Zixiang & Karaoglan, Aslan D. & Zhang, David Z., 2018. "Balancing of mixed-model two-sided assembly lines with underground workstations: A mathematical model and ant colony optimization algorithm," International Journal of Production Economics, Elsevier, vol. 205(C), pages 228-243.
    19. Divsalar, A. & Vansteenwegen, P. & Cattrysse, D., 2013. "A variable neighborhood search method for the orienteering problem with hotel selection," International Journal of Production Economics, Elsevier, vol. 145(1), pages 150-160.
    20. Angelelli, Enrico & Grazia Speranza, Maria, 2002. "The periodic vehicle routing problem with intermediate facilities," European Journal of Operational Research, Elsevier, vol. 137(2), pages 233-247, March.
    21. Haass, Rasmus & Dittmer, Patrick & Veigt, Marius & Lütjen, Michael, 2015. "Reducing food losses and carbon emission by using autonomous control – A simulation study of the intelligent container," International Journal of Production Economics, Elsevier, vol. 164(C), pages 400-408.
    22. Cheng, Chen-Yang & Chen, Yin-Yann & Chen, Tzu-Li & Jung-Woon Yoo, John, 2015. "Using a hybrid approach based on the particle swarm optimization and ant colony optimization to solve a joint order batching and picker routing problem," International Journal of Production Economics, Elsevier, vol. 170(PC), pages 805-814.
    23. Niels Agatz & Paul Bouman & Marie Schmidt, 2018. "Optimization Approaches for the Traveling Salesman Problem with Drone," Transportation Science, INFORMS, vol. 52(4), pages 965-981, August.
    24. P Vansteenwegen & W Souffriau & K Sörensen, 2012. "The travelling salesperson problem with hotel selection," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 63(2), pages 207-217, February.
    25. Crevier, Benoit & Cordeau, Jean-Francois & Laporte, Gilbert, 2007. "The multi-depot vehicle routing problem with inter-depot routes," European Journal of Operational Research, Elsevier, vol. 176(2), pages 756-773, January.
    26. Bektas, Tolga, 2006. "The multiple traveling salesman problem: an overview of formulations and solution procedures," Omega, Elsevier, vol. 34(3), pages 209-219, June.
    27. Sohrabi, Somayeh & Ziarati, Koorush & Keshtkaran, Morteza, 2020. "A Greedy Randomized Adaptive Search Procedure for the Orienteering Problem with Hotel Selection," European Journal of Operational Research, Elsevier, vol. 283(2), pages 426-440.
    28. Soysal, Mehmet & Bloemhof-Ruwaard, Jacqueline M. & Bektaş, Tolga, 2015. "The time-dependent two-echelon capacitated vehicle routing problem with environmental considerations," International Journal of Production Economics, Elsevier, vol. 164(C), pages 366-378.
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    Cited by:

    1. Song Liu & Xiaoyan Ma, 2021. "How Social Networks Affect the Spatiotemporal Planning of Smart Tourism: Evidence from Shanghai," Sustainability, MDPI, vol. 13(13), pages 1-18, July.

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