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2023 | OriginalPaper | Chapter

Algorithms for Multiple Autonomous Robotic Systems in Warehouse Order Picking Operations: A General Review

Authors : Zehra Duzgit, Ayhan Ozgur Toy

Published in: Industrial Engineering in the Covid-19 Era

Publisher: Springer Nature Switzerland

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Abstract

Warehouses have always been indispensable components of supply chains for the smooth flow of materials from supplier to customer. Expansion of e-commerce, requiring faster delivery of smaller orders, promoted stock management and consequently warehouse operations. The search for increased efficiency in stock management and warehouse operations yielded the deployment of autonomous robotic systems. One example of such a system is Amazon’s Kiva system. It has been claimed that the Kiva system reduces the unnecessary time and cost of pickers close to zero. These recent developments are invaluable since order picking is the most labor-intensive and capital-intensive operation in all warehouse operations. An enhancement in the order picking process decreases warehouse expenses, increases the throughput of the warehouse and customer service level, and implicitly improves the supply chain performance. Hence, intelligent systems are essential to optimize the order fulfillment process. Increasing the throughput and the speed of the system requires the employment of more pickers. Operating autonomous robotic systems simultaneously is more sophisticated. The problem of batching and routing jointly is complex by itself. When it is required to embed congestion and collision prevention into the batching and routing of multiple pickers, the problem can get prohibitively complex. In this study, we review algorithms for the order picking problem both for single picker and multiple picker cases which form the basis for the development of intelligent batching and routing algorithms for multiple autonomous robotic systems.

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Literature
go back to reference Ardjmand, E., Shakeri, H., Singh, M., Bajgiran, O.S.: Minimizing order picking makespan with multiple pickers in a wave picking warehouse. Int. J. Produ. Eco. 206, 169–183 (2018)CrossRef Ardjmand, E., Shakeri, H., Singh, M., Bajgiran, O.S.: Minimizing order picking makespan with multiple pickers in a wave picking warehouse. Int. J. Produ. Eco. 206, 169–183 (2018)CrossRef
go back to reference Bahrami, B., Aghezzaf, E.-H., Limere, V.: Using simulation to analyze picker blocking in manual order picking systems. Procedia Manufacturing 11, 1798–1808 (2017)CrossRef Bahrami, B., Aghezzaf, E.-H., Limere, V.: Using simulation to analyze picker blocking in manual order picking systems. Procedia Manufacturing 11, 1798–1808 (2017)CrossRef
go back to reference Chen, F., Wang, H., Qi, C., Xie, Y.: An ant colony optimization routing algorithm for two order pickers with congestion consideration. Comp. Indus. Eng. 66, 77–85 (2013)CrossRef Chen, F., Wang, H., Qi, C., Xie, Y.: An ant colony optimization routing algorithm for two order pickers with congestion consideration. Comp. Indus. Eng. 66, 77–85 (2013)CrossRef
go back to reference Chen, T.L., Cheng, C.Y., Chen, Y.Y., Chan, L.K.: An efficient hybrid algorithm for integrated order batching, sequencing and routing problem. Int. J. Produ. Econ. 159, 158–167 (2015)CrossRef Chen, T.L., Cheng, C.Y., Chen, Y.Y., Chan, L.K.: An efficient hybrid algorithm for integrated order batching, sequencing and routing problem. Int. J. Produ. Econ. 159, 158–167 (2015)CrossRef
go back to reference Chen, F., Wang, H., Xie, Y., Qi, C.: An ACO-based online routing method for multiple order pickers with congestion consideration in warehouse. J. Intell. Manu. 27, 389–408 (2016)CrossRef Chen, F., Wang, H., Xie, Y., Qi, C.: An ACO-based online routing method for multiple order pickers with congestion consideration in warehouse. J. Intell. Manu. 27, 389–408 (2016)CrossRef
go back to reference Cheng, C.Y., Chen, Y.Y., Chen, T.L., Yoo, J.J.W.: Using a hybrid approach based on the particle swarm optimization and ant colony optimization to solve a joint order batching and picker routing problem. Int. J. Produ. Eco. 170, 805–814 (2015)CrossRef Cheng, C.Y., Chen, Y.Y., Chen, T.L., Yoo, J.J.W.: Using a hybrid approach based on the particle swarm optimization and ant colony optimization to solve a joint order batching and picker routing problem. Int. J. Produ. Eco. 170, 805–814 (2015)CrossRef
go back to reference Dallari, F., Marchet, G., Melacini, M.: Design of order picking system. The Int. J. Adva. Manu. Technol. 42, 1–12 (2008) Dallari, F., Marchet, G., Melacini, M.: Design of order picking system. The Int. J. Adva. Manu. Technol. 42, 1–12 (2008)
go back to reference Daniels, R., Rummel, J., Schantz, R.: A model for warehouse order picking. European J. Opera. Res. 105, 1–17 (1998)CrossRefMATH Daniels, R., Rummel, J., Schantz, R.: A model for warehouse order picking. European J. Opera. Res. 105, 1–17 (1998)CrossRefMATH
go back to reference De Koster, R., Le-Duc, T., Roodbergen, K.: Design and control of warehouse order picking: a literature review. European J. Operat. Res. 182, 481–501 (2007)CrossRefMATH De Koster, R., Le-Duc, T., Roodbergen, K.: Design and control of warehouse order picking: a literature review. European J. Operat. Res. 182, 481–501 (2007)CrossRefMATH
go back to reference Ene, S., Öztürk, N.: Storage location assignment and order picking optimization in the automotive industry. The Int. J. Adva. Manu. Technol. 60, 787–797 (2012)CrossRef Ene, S., Öztürk, N.: Storage location assignment and order picking optimization in the automotive industry. The Int. J. Adva. Manu. Technol. 60, 787–797 (2012)CrossRef
go back to reference Franzke, T., Grosse, E.H., Glock, C.H., Elbert, R.: An investigation of the effects of storage assignment and picker routing on the occurrence of picker blocking in manual picker-to-parts warehouses. The Int. J. Logi. Manage. 28, 841–863 (2017)CrossRef Franzke, T., Grosse, E.H., Glock, C.H., Elbert, R.: An investigation of the effects of storage assignment and picker routing on the occurrence of picker blocking in manual picker-to-parts warehouses. The Int. J. Logi. Manage. 28, 841–863 (2017)CrossRef
go back to reference Hong, S., Johnson, A.L., Peters, B.A.: Batch picking in narrow-aisle order picking systems with consideration for picker blocking. European J. Operat. Res. 221, 557–570 (2012)CrossRefMATH Hong, S., Johnson, A.L., Peters, B.A.: Batch picking in narrow-aisle order picking systems with consideration for picker blocking. European J. Operat. Res. 221, 557–570 (2012)CrossRefMATH
go back to reference Hsieh, L.-F., Huang, Y.C.: New batch construction heuristics to optimise the performance of order picking systems. Int. J. Produ. Eco. 131, 618–630 (2011) Hsieh, L.-F., Huang, Y.C.: New batch construction heuristics to optimise the performance of order picking systems. Int. J. Produ. Eco. 131, 618–630 (2011)
go back to reference Kulak, O., Şahin, Y., Taner, M.E.: Joint order batching and picker routing in single and multiple-cross-aisle warehouses using cluster-based tabu search algorithms. Flexible Ser. Manu. J. 24, 52–80 (2012)CrossRef Kulak, O., Şahin, Y., Taner, M.E.: Joint order batching and picker routing in single and multiple-cross-aisle warehouses using cluster-based tabu search algorithms. Flexible Ser. Manu. J. 24, 52–80 (2012)CrossRef
go back to reference Li, J., Huang, R., Dai, J.B.: Joint optimisation of order batching and picker routing in the online retailers warehouse in China. Int. J. Produ. Res. 55, 447–431 (2017)CrossRef Li, J., Huang, R., Dai, J.B.: Joint optimisation of order batching and picker routing in the online retailers warehouse in China. Int. J. Produ. Res. 55, 447–431 (2017)CrossRef
go back to reference Lin, C.C., Kang, J.R., Hou, C.C., Cheng, C.Y.: Joint order batching and picker manhattan routing problem. Comp. Indus. Eng. 95, 164–174 (2016)CrossRef Lin, C.C., Kang, J.R., Hou, C.C., Cheng, C.Y.: Joint order batching and picker manhattan routing problem. Comp. Indus. Eng. 95, 164–174 (2016)CrossRef
go back to reference Matusiak, M., De Koster, R., Kroon, L., Saarinen, J.: A fast simulated annealing method for batching precedence-constrained customer orders in a warehouse. European J. Operat. Res. 236, 968–977 (2014)MathSciNetCrossRefMATH Matusiak, M., De Koster, R., Kroon, L., Saarinen, J.: A fast simulated annealing method for batching precedence-constrained customer orders in a warehouse. European J. Operat. Res. 236, 968–977 (2014)MathSciNetCrossRefMATH
go back to reference Ozturkoglu, O., Hoser, D.: A discrete cross aisle design model for order-picking warehouses. European J. Operat. Res. 275, 411–430 (2019)MathSciNetCrossRefMATH Ozturkoglu, O., Hoser, D.: A discrete cross aisle design model for order-picking warehouses. European J. Operat. Res. 275, 411–430 (2019)MathSciNetCrossRefMATH
go back to reference Pan, J.C.-H., Shih, P.-H.: Evaluation of the throughput of a multiple-picker order picking system with congestion consideration. Comp. Indus. Eng. 55, 379–389 (2008)CrossRef Pan, J.C.-H., Shih, P.-H.: Evaluation of the throughput of a multiple-picker order picking system with congestion consideration. Comp. Indus. Eng. 55, 379–389 (2008)CrossRef
go back to reference Pan, J.C.-H., Wu, M.-H.: Throughput analysis for order picking system with multiple pickers and aisle congestion considerations. Comp. Operat. Res. 39, 1661–1672 (2012)CrossRefMATH Pan, J.C.-H., Wu, M.-H.: Throughput analysis for order picking system with multiple pickers and aisle congestion considerations. Comp. Operat. Res. 39, 1661–1672 (2012)CrossRefMATH
go back to reference Pan, J.C.-H., Shih, P.-H., Wu, M.-H.: Storage assignment problem with travel distance and blocking considerations for a picker-to-part order picking system. Computers & Industrial Engineering 62, 527–535 (2012) Pan, J.C.-H., Shih, P.-H., Wu, M.-H.: Storage assignment problem with travel distance and blocking considerations for a picker-to-part order picking system. Computers & Industrial Engineering 62, 527–535 (2012)
go back to reference Parikh, P., Meller, R.D.: Estimating picker blocking in wide-aisle order picking systems. IIE Transactions 41, 232–246 (2009)CrossRef Parikh, P., Meller, R.D.: Estimating picker blocking in wide-aisle order picking systems. IIE Transactions 41, 232–246 (2009)CrossRef
go back to reference Ratliff, H., Rosenthal, A.: Order-picking in a rectangular warehouse: a solvable case of the traveling salesman problem. Operations Research 31, 507–521 (1983)CrossRefMATH Ratliff, H., Rosenthal, A.: Order-picking in a rectangular warehouse: a solvable case of the traveling salesman problem. Operations Research 31, 507–521 (1983)CrossRefMATH
go back to reference Scholz, A., Schubert, D., Wäscher, G.: Order picking with multiple pickers and due dates simultaneous solution of order batching, batch assignment and sequencing, and picker routing problems. European J. Operat. Res. 263, 461–478 (2017)MathSciNetCrossRefMATH Scholz, A., Schubert, D., Wäscher, G.: Order picking with multiple pickers and due dates simultaneous solution of order batching, batch assignment and sequencing, and picker routing problems. European J. Operat. Res. 263, 461–478 (2017)MathSciNetCrossRefMATH
go back to reference Tompkins, J.A., White, J.A., Bozer, Y.A., Tanchoco, J.M.A.: Facilities Planning, 4th edn. John Wiley & Sons, NJ (2010) Tompkins, J.A., White, J.A., Bozer, Y.A., Tanchoco, J.M.A.: Facilities Planning, 4th edn. John Wiley & Sons, NJ (2010)
go back to reference Roodbergen, K., De Koster, R.: Routing methods for warehouses with multiple cross aisles. Int. J. Produ. Res. 39, 1865–1883 (2001)CrossRefMATH Roodbergen, K., De Koster, R.: Routing methods for warehouses with multiple cross aisles. Int. J. Produ. Res. 39, 1865–1883 (2001)CrossRefMATH
go back to reference Tsai, C., Liou, J., Huang, T.: Using a multiple-GA method to solve the batch picking problem: considering travel distance and order due time. Int. J. Produ. Res. 46, 6533–6555 (2008)CrossRefMATH Tsai, C., Liou, J., Huang, T.: Using a multiple-GA method to solve the batch picking problem: considering travel distance and order due time. Int. J. Produ. Res. 46, 6533–6555 (2008)CrossRefMATH
go back to reference Valle, C.A., Beasley, J.E., Cunha, A.S.: Optimally solving the joint order batching and picker routing problem. European J. Operat. Res. 262, 817–834 (2017)MathSciNetCrossRefMATH Valle, C.A., Beasley, J.E., Cunha, A.S.: Optimally solving the joint order batching and picker routing problem. European J. Operat. Res. 262, 817–834 (2017)MathSciNetCrossRefMATH
go back to reference Won, J., Olafsson, S.: Joint order batching and order picking in warehouse operations. Int. J. Produ. Res. 43, 1427–1442 (2005)CrossRefMATH Won, J., Olafsson, S.: Joint order batching and order picking in warehouse operations. Int. J. Produ. Res. 43, 1427–1442 (2005)CrossRefMATH
go back to reference Zulj, I., Glock, C.H., Grosse, E.H., Schneider, M.: Picker routing and storage-assignment strategies for precedence-constrained order picking. Comp. Indus. Eng. 123, 338–347 (2018)CrossRef Zulj, I., Glock, C.H., Grosse, E.H., Schneider, M.: Picker routing and storage-assignment strategies for precedence-constrained order picking. Comp. Indus. Eng. 123, 338–347 (2018)CrossRef
Metadata
Title
Algorithms for Multiple Autonomous Robotic Systems in Warehouse Order Picking Operations: A General Review
Authors
Zehra Duzgit
Ayhan Ozgur Toy
Copyright Year
2023
DOI
https://doi.org/10.1007/978-3-031-25847-3_1