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2024 | OriginalPaper | Chapter

Simulated Annealing for the Traveling Purchaser Problem in Cold Chain Logistics

Authors : Ilker Kucukoglu, Dirk Cattrysse, Pieter Vansteenwegen

Published in: Advances in Intelligent Manufacturing and Service System Informatics

Publisher: Springer Nature Singapore

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Abstract

The chapter focuses on the Traveling Purchaser Problem in Cold Chain Logistics (TPP-CCL), an extension of the well-known Traveling Salesperson Problem (TSP). The TPP-CCL aims to minimize total traveling, procurement, and product deterioration costs for perishable foods. The problem is formulated as a non-linear mixed-integer programming model, considering product release times and deterioration costs. A simulated annealing algorithm with an advanced local search procedure is proposed to solve the TPP-CCL, demonstrating superior performance in computational experiments. The study highlights the impact of allowing extra waiting at markets on total cost reduction, providing a more realistic operational plan for perishable product procurement.

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Appendix
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Literature
1.
go back to reference Manerba, M., Mansini, R., Riera-Ledesma, J.: The traveling purchaser problem and its variants. Eur. J. Oper. Res. 259(1), 1–18 (2017)MathSciNetCrossRefMATH Manerba, M., Mansini, R., Riera-Ledesma, J.: The traveling purchaser problem and its variants. Eur. J. Oper. Res. 259(1), 1–18 (2017)MathSciNetCrossRefMATH
2.
go back to reference Ramesh, T.: Traveling purchaser problem. Opsearch 18(1–3), 78–91 (1981)MATH Ramesh, T.: Traveling purchaser problem. Opsearch 18(1–3), 78–91 (1981)MATH
3.
go back to reference Boctor, F.F., Laporte, G., Renaud, J.: Heuristics for the traveling purchaser problem. Comput. Oper. Res. 30(4), 491–504 (2003)CrossRefMATH Boctor, F.F., Laporte, G., Renaud, J.: Heuristics for the traveling purchaser problem. Comput. Oper. Res. 30(4), 491–504 (2003)CrossRefMATH
4.
go back to reference Voß, S.: Dynamic tabu search strategies for the traveling purchaser problem. Ann. Oper. Res. 63(2), 253–275 (1996)CrossRefMATH Voß, S.: Dynamic tabu search strategies for the traveling purchaser problem. Ann. Oper. Res. 63(2), 253–275 (1996)CrossRefMATH
5.
go back to reference Almeida, C.P., Gonçalves, R.A., Goldbarg, E.F., Goldbarg, M.C., Delgado, M.R.: An experimental analysis of evolutionary heuristics for the biobjective traveling purchaser problem. Ann. Oper. Res. 199(1), 305–341 (2012)MathSciNetCrossRef Almeida, C.P., Gonçalves, R.A., Goldbarg, E.F., Goldbarg, M.C., Delgado, M.R.: An experimental analysis of evolutionary heuristics for the biobjective traveling purchaser problem. Ann. Oper. Res. 199(1), 305–341 (2012)MathSciNetCrossRef
6.
go back to reference Choi, M.J., Lee, S.H.J.E.S.: The multiple traveling purchaser problem for maximizing system’s reliability with budget constraints. Expert Syst. Appl. 38(8), 9848–9853 (2011)CrossRef Choi, M.J., Lee, S.H.J.E.S.: The multiple traveling purchaser problem for maximizing system’s reliability with budget constraints. Expert Syst. Appl. 38(8), 9848–9853 (2011)CrossRef
7.
go back to reference Hamdan, S., Larbi, R., Cheaitou, A., Alsyouf, I.: Green traveling purchaser problem model: a bi-objective optimization approach. In: 7th International Conference on Modeling, Simulation, and Applied Optimization (ICMSAO), Sharjah, United Arab Emirates (2017) Hamdan, S., Larbi, R., Cheaitou, A., Alsyouf, I.: Green traveling purchaser problem model: a bi-objective optimization approach. In: 7th International Conference on Modeling, Simulation, and Applied Optimization (ICMSAO), Sharjah, United Arab Emirates (2017)
8.
go back to reference Cheaitou, A., Hamdan, S., Larbi, R., Alsyouf, I.: Sustainable traveling purchaser problem with speed optimization. Int. J. Sustain. Transp. 1–20 (2020) Cheaitou, A., Hamdan, S., Larbi, R., Alsyouf, I.: Sustainable traveling purchaser problem with speed optimization. Int. J. Sustain. Transp. 1–20 (2020)
9.
go back to reference Roy, A., Gao, R., Jia, L., Maity, S., Kar, S.: A noble genetic algorithm to solve a solid green traveling purchaser problem with uncertain cost parameters. Am. J. Math. Manage. Sci. 1–15 (2020) Roy, A., Gao, R., Jia, L., Maity, S., Kar, S.: A noble genetic algorithm to solve a solid green traveling purchaser problem with uncertain cost parameters. Am. J. Math. Manage. Sci. 1–15 (2020)
10.
go back to reference Golden, B., Levy, L., Dahl, R.: Two generalizations of the traveling salesman problem. Omega 9(4), 439–441 (1981)CrossRef Golden, B., Levy, L., Dahl, R.: Two generalizations of the traveling salesman problem. Omega 9(4), 439–441 (1981)CrossRef
11.
go back to reference Ong, H.L.: Approximate algorithms for the travelling purchaser problem. Oper. Res. Lett. 1(5), 201–205 (1982)CrossRefMATH Ong, H.L.: Approximate algorithms for the travelling purchaser problem. Oper. Res. Lett. 1(5), 201–205 (1982)CrossRefMATH
12.
go back to reference Pearn, W. L.: On the traveling purchaser problem. Technical Note (1991) Pearn, W. L.: On the traveling purchaser problem. Technical Note (1991)
13.
14.
go back to reference Goldbarg, M.C., Bagi, L.B., Goldbarg, E.F.G.: Transgenetic algorithm for the traveling purchaser problem. Eur. J. Oper. Res. 199(1), 36–45 (2009)CrossRefMATH Goldbarg, M.C., Bagi, L.B., Goldbarg, E.F.G.: Transgenetic algorithm for the traveling purchaser problem. Eur. J. Oper. Res. 199(1), 36–45 (2009)CrossRefMATH
15.
go back to reference Ochi, L., Silva, M., Drummond, L.: Metaheuristics based on GRASP and VNS for solving the traveling purchaser problem. In: IV Metaheuristic International Conference (MIC 2001), Porto, Portugal (2001) Ochi, L., Silva, M., Drummond, L.: Metaheuristics based on GRASP and VNS for solving the traveling purchaser problem. In: IV Metaheuristic International Conference (MIC 2001), Porto, Portugal (2001)
16.
go back to reference Wang, S., Tao, F., Shi, Y., Wen, H.: Optimization of vehicle routing problem with time windows for cold chain logistics based on carbon tax. Sustainability 9(5), 694 (2017)CrossRef Wang, S., Tao, F., Shi, Y., Wen, H.: Optimization of vehicle routing problem with time windows for cold chain logistics based on carbon tax. Sustainability 9(5), 694 (2017)CrossRef
17.
go back to reference Qin, G., Tao, F., Li, L.: A vehicle routing optimization problem for cold chain logistics considering customer satisfaction and carbon emissions. Environ. Res. Public Health 16(4), 576 (2019)CrossRef Qin, G., Tao, F., Li, L.: A vehicle routing optimization problem for cold chain logistics considering customer satisfaction and carbon emissions. Environ. Res. Public Health 16(4), 576 (2019)CrossRef
18.
go back to reference Qi, C., Hu, L.: Optimization of vehicle routing problem for emergency cold chain logistics based on minimum loss. Phys. Commun. 40, 101085 (2020)CrossRef Qi, C., Hu, L.: Optimization of vehicle routing problem for emergency cold chain logistics based on minimum loss. Phys. Commun. 40, 101085 (2020)CrossRef
20.
go back to reference Wei, L., Zhang, Z., Zhang, D., Leung, S.C.H.: A Simulated annealing algorithm for the capacitated vehicle routing problem with two-dimensional loading constraints. Eur. J. Oper. Res. 265, 843–859 (2018)MathSciNetCrossRefMATH Wei, L., Zhang, Z., Zhang, D., Leung, S.C.H.: A Simulated annealing algorithm for the capacitated vehicle routing problem with two-dimensional loading constraints. Eur. J. Oper. Res. 265, 843–859 (2018)MathSciNetCrossRefMATH
21.
go back to reference Redi, A.A.N.P., Jewpanya, P., Kurniawan, A.C., Persada, S.F., Nadlifatin, R., Dewi, O.A.C.: A simulated annealing algorithm for solving two-echelon vehicle routing problem with locker facilities. Algorithms 13(9), 218 (2020)MathSciNetCrossRef Redi, A.A.N.P., Jewpanya, P., Kurniawan, A.C., Persada, S.F., Nadlifatin, R., Dewi, O.A.C.: A simulated annealing algorithm for solving two-echelon vehicle routing problem with locker facilities. Algorithms 13(9), 218 (2020)MathSciNetCrossRef
22.
go back to reference Zhan, S.-H., Lin, J., Zhang, Z.-J., Zhong, Y.-W.: List-based simulated annealing algorithm for traveling salesman problem. Comput. Intell. Neurosci. 2016, 1–12 (2016)CrossRef Zhan, S.-H., Lin, J., Zhang, Z.-J., Zhong, Y.-W.: List-based simulated annealing algorithm for traveling salesman problem. Comput. Intell. Neurosci. 2016, 1–12 (2016)CrossRef
23.
go back to reference Karagul, K., Sahin, Y., Aydemir, E., Oral, A.: A simulated annealing algorithm based solution method for a green vehicle routing problem with fuel consumption. In: Paksoy, T., Weber, G.-W., Huber, S. (eds.) Lean and Green Supply Chain Management. ISORMS, vol. 273, pp. 161–187. Springer, Cham (2019). https://doi.org/10.1007/978-3-319-97511-5_6CrossRef Karagul, K., Sahin, Y., Aydemir, E., Oral, A.: A simulated annealing algorithm based solution method for a green vehicle routing problem with fuel consumption. In: Paksoy, T., Weber, G.-W., Huber, S. (eds.) Lean and Green Supply Chain Management. ISORMS, vol. 273, pp. 161–187. Springer, Cham (2019). https://​doi.​org/​10.​1007/​978-3-319-97511-5_​6CrossRef
24.
go back to reference Ferreira, K.M., Queiroz, T.A.: Two effective simulated annealing algorithms for the location-routing problem. Appl. Soft Comput. 70, 389–422 (2018)CrossRef Ferreira, K.M., Queiroz, T.A.: Two effective simulated annealing algorithms for the location-routing problem. Appl. Soft Comput. 70, 389–422 (2018)CrossRef
25.
go back to reference Alvarez, A., Munari, P., Morabito, R.: Iterated local search and simulated annealing algorithms for the inventory routing problem. Int. Trans. Oper. Res. 25, 1785–1809 (2018)MathSciNetCrossRefMATH Alvarez, A., Munari, P., Morabito, R.: Iterated local search and simulated annealing algorithms for the inventory routing problem. Int. Trans. Oper. Res. 25, 1785–1809 (2018)MathSciNetCrossRefMATH
26.
go back to reference Laporte, G., Riera-Ledesma, J., Salazar-González, J.-J.: A branch-and-cut algorithm for the undirected traveling purchaser problem. Oper. Res. 51(6), 940–951 (2003)MathSciNetCrossRefMATH Laporte, G., Riera-Ledesma, J., Salazar-González, J.-J.: A branch-and-cut algorithm for the undirected traveling purchaser problem. Oper. Res. 51(6), 940–951 (2003)MathSciNetCrossRefMATH
Metadata
Title
Simulated Annealing for the Traveling Purchaser Problem in Cold Chain Logistics
Authors
Ilker Kucukoglu
Dirk Cattrysse
Pieter Vansteenwegen
Copyright Year
2024
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-6062-0_24

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