A survey on the Traveling Salesman Problem and its variants in a warehousing context
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DOI: 10.1016/j.ejor.2024.04.014
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- Michel Gendreau & Gilbert Laporte & Alain Hertz, 1997. "An Approximation Algorithm for the Traveling Salesman Problem with Backhauls," Operations Research, INFORMS, vol. 45(4), pages 639-641, August.
- Christoph H. Glock & Eric H. Grosse & Ralf M. Elbert & Torsten Franzke, 2017. "Maverick picking: the impact of modifications in work schedules on manual order picking processes," International Journal of Production Research, Taylor & Francis Journals, vol. 55(21), pages 6344-6360, November.
- Ardjmand, Ehsan & Shakeri, Heman & Singh, Manjeet & Sanei Bajgiran, Omid, 2018. "Minimizing order picking makespan with multiple pickers in a wave picking warehouse," International Journal of Production Economics, Elsevier, vol. 206(C), pages 169-183.
- Silva, Marcos Melo & Subramanian, Anand & Vidal, Thibaut & Ochi, Luiz Satoru, 2012. "A simple and effective metaheuristic for the Minimum Latency Problem," European Journal of Operational Research, Elsevier, vol. 221(3), pages 513-520.
- Maximilian Löffler & Nils Boysen & Michael Schneider, 2023. "Human-Robot Cooperation: Coordinating Autonomous Mobile Robots and Human Order Pickers," Transportation Science, INFORMS, vol. 57(4), pages 979-998, July.
- Masae, Makusee & Glock, Christoph H. & Grosse, Eric H., 2020. "Order picker routing in warehouses: A systematic literature review," International Journal of Production Economics, Elsevier, vol. 224(C).
- Albert H. Schrotenboer & Susanne Wruck & Kees Jan Roodbergen & Marjolein Veenstra & Arjan S. Dijkstra, 2017. "Order picker routing with product returns and interaction delays," International Journal of Production Research, Taylor & Francis Journals, vol. 55(21), pages 6394-6406, November.
- Melh Çelk & Haldun Süral, 2014. "Order picking under random and turnover-based storage policies in fishbone aisle warehouses," IISE Transactions, Taylor & Francis Journals, vol. 46(3), pages 283-300.
- Pop, Petrică C. & Cosma, Ovidiu & Sabo, Cosmin & Sitar, Corina Pop, 2024. "A comprehensive survey on the generalized traveling salesman problem," European Journal of Operational Research, Elsevier, vol. 314(3), pages 819-835.
- Wanying Chen & René De Koster & Yeming Gong, 2022. "Analysis and Design of Rack-Climbing Robotic Storage and Retrieval Systems," Transportation Science, INFORMS, vol. 56(6), pages 1658-1676, November.
- Matusiak, Marek & de Koster, René & Kroon, Leo & Saarinen, Jari, 2014. "A fast simulated annealing method for batching precedence-constrained customer orders in a warehouse," European Journal of Operational Research, Elsevier, vol. 236(3), pages 968-977.
- Makusee Masae & Christoph H. Glock & Panupong Vichitkunakorn, 2020. "Optimal order picker routing in a conventional warehouse with two blocks and arbitrary starting and ending points of a tour," International Journal of Production Research, Taylor & Francis Journals, vol. 58(17), pages 5337-5358, September.
- Ömer Öztürkoğlu & Kevin Gue & Russell Meller, 2012. "Optimal unit-load warehouse designs for single-command operations," IISE Transactions, Taylor & Francis Journals, vol. 44(6), pages 459-475.
- Weidinger, Felix & Boysen, Nils & Schneider, Michael, 2019. "Picker routing in the mixed-shelves warehouses of e-commerce retailers," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126182, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Rodríguez-Pereira, Jessica & Fernández, Elena & Laporte, Gilbert & Benavent, Enrique & Martínez-Sykora, Antonio, 2019. "The Steiner Traveling Salesman Problem and its extensions," European Journal of Operational Research, Elsevier, vol. 278(2), pages 615-628.
- de Koster, Rene & Le-Duc, Tho & Roodbergen, Kees Jan, 2007. "Design and control of warehouse order picking: A literature review," European Journal of Operational Research, Elsevier, vol. 182(2), pages 481-501, October.
- Boysen, Nils & de Koster, René & Weidinger, Felix, 2019. "Warehousing in the e-commerce era: A survey," European Journal of Operational Research, Elsevier, vol. 277(2), pages 396-411.
- Maximilian Löffler & Michael Schneider & Ivan Žulj, 2023. "Cost-neutral reduction of infection risk in picker-to-parts warehousing systems," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 45(1), pages 151-179, March.
- Kevin Gue & Russell Meller, 2009. "Aisle configurations for unit-load warehouses," IISE Transactions, Taylor & Francis Journals, vol. 41(3), pages 171-182.
- G Laporte, 2010. "A concise guide to the Traveling Salesman Problem," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(1), pages 35-40, January.
- Charles E. Noon & James C. Bean, 1991. "A Lagrangian Based Approach for the Asymmetric Generalized Traveling Salesman Problem," Operations Research, INFORMS, vol. 39(4), pages 623-632, August.
- Sarah Vanheusden & Teun van Gils & Katrien Ramaekers & Trijntje Cornelissens & An Caris, 2023. "Practical factors in order picking planning: state-of-the-art classification and review," International Journal of Production Research, Taylor & Francis Journals, vol. 61(6), pages 2032-2056, March.
- Bipan Zou & René De Koster & Yeming Gong & Xianhao Xu & Guwen Shen, 2021. "Robotic Sorting Systems: Performance Estimation and Operating Policies Analysis," Transportation Science, INFORMS, vol. 55(6), pages 1430-1455, November.
- Weidinger, Felix & Boysen, Nils & Schneider, Michael, 2019. "Picker routing in the mixed-shelves warehouses of e-commerce retailers," European Journal of Operational Research, Elsevier, vol. 274(2), pages 501-515.
- Maximilian Schiffer & Nils Boysen & Patrick S. Klein & Gilbert Laporte & Marco Pavone, 2022. "Optimal Picking Policies in E-Commerce Warehouses," Management Science, INFORMS, vol. 68(10), pages 7497-7517, October.
- Rego, César & Gamboa, Dorabela & Glover, Fred & Osterman, Colin, 2011. "Traveling salesman problem heuristics: Leading methods, implementations and latest advances," European Journal of Operational Research, Elsevier, vol. 211(3), pages 427-441, June.
- Cambazard, Hadrien & Catusse, Nicolas, 2018. "Fixed-parameter algorithms for rectilinear Steiner tree and rectilinear traveling salesman problem in the plane," European Journal of Operational Research, Elsevier, vol. 270(2), pages 419-429.
- Bruce L. Golden & Larry Levy & Rakesh Vohra, 1987. "The orienteering problem," Naval Research Logistics (NRL), John Wiley & Sons, vol. 34(3), pages 307-318, June.
- Masae, Makusee & Glock, C. H. & Vichitkunakorn, Panupong, 2020. "Optimal Order Picker Routing in a Conventional Warehouse with Two Blocks and Arbitrary Starting and Ending Points of a Tour," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 118923, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- H. Donald Ratliff & Arnon S. Rosenthal, 1983. "Order-Picking in a Rectangular Warehouse: A Solvable Case of the Traveling Salesman Problem," Operations Research, INFORMS, vol. 31(3), pages 507-521, June.
- Jongens, Kees & Volgenant, Ton, 1985. "The symmetric clustered traveling salesman problem," European Journal of Operational Research, Elsevier, vol. 19(1), pages 68-75, January.
- Felix Weidinger & Nils Boysen & Dirk Briskorn, 2018. "Storage Assignment with Rack-Moving Mobile Robots in KIVA Warehouses," Service Science, INFORMS, vol. 52(6), pages 1479-1495, December.
- Bock, Stefan, 2015. "Solving the traveling repairman problem on a line with general processing times and deadlines," European Journal of Operational Research, Elsevier, vol. 244(3), pages 690-703.
- Fragapane, Giuseppe & de Koster, René & Sgarbossa, Fabio & Strandhagen, Jan Ola, 2021. "Planning and control of autonomous mobile robots for intralogistics: Literature review and research agenda," European Journal of Operational Research, Elsevier, vol. 294(2), pages 405-426.
- Dominik Goeke & Michael Schneider, 2021. "Modeling Single-Picker Routing Problems in Classical and Modern Warehouses," INFORMS Journal on Computing, INFORMS, vol. 33(2), pages 436-451, May.
- Roodbergen, Kees Jan & de Koster, Rene, 2001. "Routing order pickers in a warehouse with a middle aisle," European Journal of Operational Research, Elsevier, vol. 133(1), pages 32-43, August.
- Dominique Feillet & Pierre Dejax & Michel Gendreau, 2005. "Traveling Salesman Problems with Profits," Transportation Science, INFORMS, vol. 39(2), pages 188-205, May.
- Gunawan, Aldy & Lau, Hoong Chuin & Vansteenwegen, Pieter, 2016. "Orienteering Problem: A survey of recent variants, solution approaches and applications," European Journal of Operational Research, Elsevier, vol. 255(2), pages 315-332.
- van Gils, Teun & Ramaekers, Katrien & Caris, An & de Koster, René B.M., 2018. "Designing efficient order picking systems by combining planning problems: State-of-the-art classification and review," European Journal of Operational Research, Elsevier, vol. 267(1), pages 1-15.
- Taillard, Éric D. & Helsgaun, Keld, 2019. "POPMUSIC for the travelling salesman problem," European Journal of Operational Research, Elsevier, vol. 272(2), pages 420-429.
- Roberto Baldacci & Aristide Mingozzi & Roberto Roberti, 2012. "New State-Space Relaxations for Solving the Traveling Salesman Problem with Time Windows," INFORMS Journal on Computing, INFORMS, vol. 24(3), pages 356-371, August.
- Boysen, Nils & de Koster, René & Füßler, David, 2021. "The forgotten sons: Warehousing systems for brick-and-mortar retail chains," European Journal of Operational Research, Elsevier, vol. 288(2), pages 361-381.
- Weidinger, Felix & Boysen, Nils & Briskorn, Dirk, 2018. "Storage Assignment with Rack-Moving Mobile Robots in KIVA Warehouses," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126190, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Glock, C. H. & Grosse, E. H. & Elbert, R. & Franzke, T., 2017. "Maverick picking: The impact of modifications in work schedules on manual order picking processes," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 83962, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Matteo Fischetti & Juan José Salazar González & Paolo Toth, 1997. "A Branch-and-Cut Algorithm for the Symmetric Generalized Traveling Salesman Problem," Operations Research, INFORMS, vol. 45(3), pages 378-394, June.
- Weidinger, Felix, 2018. "Picker routing in rectangular mixed shelves warehouses," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126186, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Zulj, I. & Glock, C. H. & Grosse, E. H. & Schneider, Michael, 2018. "Picker routing and storage-assignment strategies for precedence-constrained order picking," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 105391, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Letchford, Adam N. & Nasiri, Saeideh D. & Theis, Dirk Oliver, 2013. "Compact formulations of the Steiner Traveling Salesman Problem and related problems," European Journal of Operational Research, Elsevier, vol. 228(1), pages 83-92.
- Kaveh Azadeh & René De Koster & Debjit Roy, 2019. "Robotized and Automated Warehouse Systems: Review and Recent Developments," Transportation Science, INFORMS, vol. 53(4), pages 917-945, July.
- Escudero, L. F., 1988. "An inexact algorithm for the sequential ordering problem," European Journal of Operational Research, Elsevier, vol. 37(2), pages 236-249, November.
- Boysen, Nils & de Koster, René & Weidinger, Felix, 2019. "Warehousing in the e-commerce era: A survey," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126185, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
- Daniels, Richard L. & Rummel, Jeffrey L. & Schantz, Robert, 1998. "A model for warehouse order picking," European Journal of Operational Research, Elsevier, vol. 105(1), pages 1-17, February.
- Matteo Fischetti & Juan José Salazar González & Paolo Toth, 1998. "Solving the Orienteering Problem through Branch-and-Cut," INFORMS Journal on Computing, INFORMS, vol. 10(2), pages 133-148, May.
- John R. Current & David A. Schilling, 1989. "The Covering Salesman Problem," Transportation Science, INFORMS, vol. 23(3), pages 208-213, August.
- Bruce Golden & Zahra Naji-Azimi & S. Raghavan & Majid Salari & Paolo Toth, 2012. "The Generalized Covering Salesman Problem," INFORMS Journal on Computing, INFORMS, vol. 24(4), pages 534-553, November.
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