Abstract
The Capacitated Vehicle Routing Problem (CVRP) is the well-known combinatorial optimization problem having numerous relevant applications in operations research. As known, CVRP is strongly NP-hard even in the Euclidean plane, APX-hard for an arbitrary metric, and can be approximated in polynomial time with any accuracy in the Euclidean spaces of any fixed dimension. In particular, for the several special cases of the planar Euclidean CVRP there are known Polynomial Time Approximation Schemes (PTAS) stemming from the seminal papers by M. Haimovich, A. Rinnooy Kan and S. Arora. Although, these results appear to be promising and make a solid contribution to the field of algorithmic analysis of routing problems, all of them are restricted to the special case of the CVRP, where all customers have splittable or even unit demand, which seems to be far from the practice.
In this paper, to the best of our knowledge, we propose the first Efficient Polynomial Time Approximation Scheme (EPTAS) for this problem in the case of non-uniform non-splittable demand.
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Notes
- 1.
Although, in some cases, they can perform even better.
References
Adamaszek, A., Czumaj, A., Lingas, A.: PTAS for k-tour cover problem on the plane for moderately large values of \(k\). Int. J. Found. Comput. Sci. 21(06), 893–904 (2010)
Arora, S.: Polynomial time approximation schemes for Euclidean traveling salesman and other geometric problems. J. ACM 45, 753–782 (1998)
Asano, T., Katoh, N., Tamaki, H., Tokuyama, T.: Covering points in the plane by k-tours: towards a polynomial time approximation scheme for general k. In: Proceedings of the Twenty-ninth Annual ACM Symposium on Theory of Computing, STOC 1997, pp. 275–283. ACM, New York (1997)
Blocho, M., Czech, Z.: A parallel memetic algorithm for the vehicle routing problem with time windows. In: 2013 Eighth International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, pp. 144–151 (2013)
Borčinova, Z.: Two models of the capacitated vehicle routing problem. Croatian Oper. Res. Rev. 8, 463–469 (2017)
Bula, G.A., Gonzalez, F.A., Prodhon, C., Afsar, H.M., Velasco, N.M.: Mixed integer linear programming model for vehicle routing problem for hazardous materials transportation**universidad nacional de colombia. universite de technologie de troyes. IFAC-PapersOnLine 49(12), 538–543 (2016). http://www.sciencedirect.com/science/article/pii/S2405896316309673. 8th IFAC Conference on Manufacturing Modelling, Management and Control, MIM 2016
Dantzig, G., Ramser, J.: The truck dispatching problem. Manag. Sci. 6, 80–91 (1959)
Das, A., Mathieu, C.: A quasi-polynomial time approximation scheme for Euclidean capacitated vehicle routing. In: Proceedings of the Twenty-first Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2010, pp. 390–403. Society for Industrial and Applied Mathematics, Philadelphia (2010)
Das, A., Mathieu, C.: A quasipolynomial time approximation scheme for Euclidean capacitated vehicle routing. Algorithmica 73, 115–142 (2015)
Fomin, F.V., Lokshtanov, D., Raman, V., Saurabh, S.: Bidimensionality and EPTAS. In: Proceedings of the Twenty-Second Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2011, pp. 748–759. Society for Industrial and Applied Mathematics, Philadelphia (2011). http://dl.acm.org/citation.cfm?id=2133036.2133095
González, O., Segura, C., Valdez Peña, S.: A parallel memetic algorithm to solve the capacitated vehicle routing problem with time windows. Int. J. Comb. Optim. Probl. Inform. 9(1), 35–45 (2018). https://ijcopi.org/index.php/ojs/article/view/77
Haimovich, M., Rinnooy Kan, A.H.G.: Bounds and heuristics for capacitated routing problems. Math. Oper. Res. 10(4), 527–542 (1985)
Hashimoto, H., Yagiura, M.: A path relinking approach with an adaptive mechanism to control parameters for the vehicle routing problem with time windows. In: van Hemert, J., Cotta, C. (eds.) EvoCOP 2008. LNCS, vol. 4972, pp. 254–265. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-78604-7_22
van Hoorn, J.J.: A note on the worst case complexity for the capacitated vehicle routing problem. In: Research Memorandum, vol. 5. Faculteit der Economische Wetenschappen en Bedrijfskunde (2010)
Kara, I.: Arc based integer programming formulations for the distance constrained vehicle routing problem. In: Proceedings of LINDI 2011–3rd IEEE International Symposium on Logistics and Industrial Informatics (2011)
Khachai, M.Y., Dubinin, R.D.: Approximability of the vehicle routing problem in finite-dimensional Euclidean spaces. Proc. Steklov Inst. Math. 297(1), 117–128 (2017). https://doi.org/10.1007/978-3-319-44914-2_16
Khachai, M., Ogorodnikov, Y.: Polynomial time approximation scheme for the capacitated vehicle routing problem with time windows. Trudy instituta matematiki i mekhaniki UrO RAN 24(3), 233–246 (2018). https://doi.org/10.21538/0134-4889-2018-24-3-233-246
Khachay, M., Ogorodnikov, Y.: Efficient PTAS for the Euclidean CVRP with time windows. In: van der Aalst, W.M.P., et al. (eds.) AIST 2018. LNCS, vol. 11179, pp. 318–328. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-11027-7_30
Khachay, M., Ogorodnikov, Y.: Approximation scheme for the capacitated vehicle routing problem with time windows and non-uniform demand. In: Khachay, M., Kochetov, Y., Pardalos, P. (eds.) MOTOR 2019. LNCS, vol. 11548, pp. 309–327. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-22629-9_22
Khachay, M., Ogorodnikov, Y.: Improved polynomial time approximation scheme for capacitated vehicle routing problem with time windows. In: Evtushenko, Y., Jaćimović, M., Khachay, M., Kochetov, Y., Malkova, V., Posypkin, M. (eds.) OPTIMA 2018. CCIS, vol. 974, pp. 155–169. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-10934-9_12
Khachay, M., Dubinin, R.: PTAS for the Euclidean capacitated vehicle routing problem in \(R^d\). In: Kochetov, Y., Khachay, M., Beresnev, V., Nurminski, E., Pardalos, P. (eds.) DOOR 2016. LNCS, vol. 9869, pp. 193–205. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-44914-2_16
Khachay, M., Zaytseva, H.: Polynomial time approximation scheme for single-depot Euclidean capacitated vehicle routing problem. In: Lu, Z., Kim, D., Wu, W., Li, W., Du, D.-Z. (eds.) COCOA 2015. LNCS, vol. 9486, pp. 178–190. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-26626-8_14
Nalepa, J., Blocho, M.: Adaptive memetic algorithm for minimizing distance in the vehicle routing problem with time windows. Soft Comput. 20(6), 2309–2327 (2016)
Necula, R., Breaban, M., Raschip, M.: Tackling dynamic vehicle routing problem with time windows by means of ant colony system. In: 2017 IEEE Congress on Evolutionary Computation (CEC), pp. 2480–2487 (2017)
Ng, K., Lee, C., Zhang, S., Wu, K., Ho, W.: A multiple colonies artificial bee colony algorithm for a capacitated vehicle routing problem and re-routing strategies under time-dependent traffic congestion 109, 151–168 (2017). http://www.sciencedirect.com/science/article/pii/S0360835217301948
Papadimitriou, C.: Euclidean TSP is NP-complete. Theoret. Comput. Sci. 4, 237–244 (1977)
Song, L., Huang, H.: The Euclidean vehicle routing problem with multiple depots and time windows. In: Gao, X., Du, H., Han, M. (eds.) COCOA 2017. LNCS, vol. 10628, pp. 449–456. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-71147-8_31
Song, L., Huang, H., Du, H.: Approximation schemes for Euclidean vehicle routing problems with time windows. J. Comb. Optim. 32(4), 1217–1231 (2016)
Toth, P., Vigo, D.: Vehicle Routing: Problems, Methods, and Applications. MOS-Siam Series on Optimization, 2nd edn. SIAM, Philadelphia (2014)
Vidal, T., Crainic, T.G., Gendreau, M., Prins, C.: A hybrid genetic algorithm with adaptive diversity management for a large class of vehicle routing problems with time-windows. Comput. Oper. Res. 40(1), 475–489 (2013)
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This research was supported by the Russian Foundation for Basic Research, grants no. 17-08-01385 and 19-07-01243.
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Khachay, M., Ogorodnikov, Y. (2019). Efficient PTAS for the Euclidean Capacitated Vehicle Routing Problem with Non-uniform Non-splittable Demand. In: van der Aalst, W., et al. Analysis of Images, Social Networks and Texts. AIST 2019. Lecture Notes in Computer Science(), vol 11832. Springer, Cham. https://doi.org/10.1007/978-3-030-37334-4_35
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