Simulations in planning logistics processes as a tool of decision-making in manufacturing companies

Agalianos, K., Ponis, S.T., Aretoulaki, E., Plakas, G., Efthymiou, O., 2020. Discrete Event Simulation and Digital Twins: Review and Challenges for Logistics. Procedia Manufacturing, 51, 2020, 1636-1641, ISSN 2351-9789, DOI: 10.1016/j.promfg.2020.10.228.Open DOISearch in Google Scholar

Bajdor, P., 2021. Simulations of the Relationship between the Experience Level of E-Commerce Customers and the Adopted Variables - Implications for Management in the Area of Online Shopping. Procedia Computer Science, 192, 2576-2585, DOI: 10.1016/j.procs.2021.09.027Open DOISearch in Google Scholar

Baskiewicz, N., 2018. Coordination of Cooperation in the Field of Logistics in the Automotive Industry. in: Logistics and Organizations - Brazilian and Polish Experience (ed.) Otola, I., Grabowska, M., Okano, M. T., Centro Estadual de Educacao Tecnologica Paula Souza, Sao Paulo, Brazil, 150-162Search in Google Scholar

Beaverstock, M., Greenwood, A., Lavery, E., Nordgren, W., 2017, Applied Simulation. Modeling and Analysis using FlexSim. 5^th Edition, FlexSim Software Products Inc. Orem. USASearch in Google Scholar

Berg, J.V., Zijm, W. 1999. Models for warehouse management: Classification and examples. International Journal of Production Economics, 519-528.Search in Google Scholar

Bley, H., Oltermann, R., Wuttke, C.C. 2000, Distributed model management system for material flow simulation. Journal of Materials Processing Technology, 107, 1–3, 478-484, ISSN 0924-0136, DOI: 10.1016/S0924-0136(00)00690-7.Open DOISearch in Google Scholar

Bottani, E., Volpi, A., Montanari, R., 2019. Design and optimization of order picking systems: An integrated procedure and two case studies. Computers & Industrial Engineering 137 (2019) 106035, DOI: 10.1016/j.cie.2019.106035Open DOISearch in Google Scholar

Bottani, E., Cecconi, M., Vignali, G., Montanari, R., 2012. Optimisation of storage allocation in order picking operations through a genetic algorithm'. International Journal of Logistics: Research and Applications, 15(2), 127-146.10.1080/13675567.2012.694860Search in Google Scholar

Boysen, N., Stephan, K., 2013, The deterministic product location problem under a pick-by-order policy. Discrete Applied Mathematics, 161, 18, 2862-2875, DOI: 10.1016/j.dam.2013.07.002.Open DOISearch in Google Scholar

Boysen, N., Fedtke, S., Weidinger, F., 2018, Optimizing automated sorting in warehouses: The minimum order spread sequencing problem. European Journal of Operational Research, 270, (1), 386-400, ISSN 0377-2217, DOI: 10.1016/j.ejor.2018.03.026.Open DOISearch in Google Scholar

Caron, F., Marchet, G., Perego, A., 1998. Routing policies and COI-based storagenpolicies in picker-to-part systems. International Journal of Production Research, 36,713-732.10.1080/002075498193651Search in Google Scholar

Chabot, T., Coelho, L. C., Renaud, J., Côté, J., 2018. Mathematical model, heuristics and exact method for order picking in narrow aisles. Journal of the Operational Research Society, 69(8), 1242-1253, DOI: 10.1080/01605682.2017.Open DOISearch in Google Scholar

Chackelson, C., Errasti, A., Ciprs, D., Lahoz, F., 2013. Evaluating order picking performance trade-offs by configuring main operating strategies in a retail distributor: A Design of Experiments approach. International Journal of Production Research, 51(20), 6097-6109.10.1080/00207543.2013.796421Search in Google Scholar

Chen, W., Zhang, Y. Zhou, Y., 2022. Integrated scheduling of zone picking and vehicle routing problem with time windows in the front warehouse mode. Computers & Industrial Engineering, 163, 107823, DOI: 10.1016/j.cie.2021.107823.Open DOISearch in Google Scholar

Chen, C.M., Gong, Y., De Koster, R. B. M., Van Nunen, J.A.E.E., 2010,). A flexible evaluative framework for order picking systems. Production and Operations Management, 19 (1), 70–82. DOI: 10.1111/j.1937-5956.2009.01047.x.Open DOISearch in Google Scholar

Coelho, F., Relvas, S., Barbosa-Póvoa, A.P., 2021. Simulation-based decision support tool for in-house logistics: the basis for a digital twin. Computers & Industrial Engineering, 153, 107094, ISSN 0360-8352, DOI: 10.1016/j.cie.2020.107094.Open DOISearch in Google Scholar

Daroń, M., Wilk, M., 2020, The Measure of Enterprise Development Defined by the Use of IT Systems Supporting Logistic Management: a Comparison of Poland and Germany. Education Excellence and Innovation Management: a 2025 Vision to Sustain Economic Development during Global Challenges (ed.) SOLIMAN Khalid S., International Business Information Management Association, 8182-8190.Search in Google Scholar

De los Mozos, E. A., López, N.G., 2020. Short-term logistics management at a multinational corporation. Procedia Manufacturing, 51, 1696-1702, ISSN 2351-9789, DOI: 10.1016/j.promfg.2020.10.236.Open DOISearch in Google Scholar

De Koster, M.B.M., 1994. Performance approximation of pick-to-belt orderpicking systems. European Journal of Operational Research, 72 (3), 558–573. DOI: 10.1016/0377-2217(94)90423-5.Open DOISearch in Google Scholar

de Koster, R., Le-Duc, T., Zaerpour, N., 2012. Determining the number of zones in a pick-and-sort order picking system. International Journal of Production Research, 50(3), 757–771.10.1080/00207543.2010.543941Search in Google Scholar

Fanti, M.P., Iacobellis, G., Ukovich, W., Boschian, V., Georgoulas, G., Stylios, C., 2015. A simulation based Decision Support System for logistics management. Journal of Computational Science, 10, 86-96, ISSN 1877-7503, DOI: 10.1016/j.jocs.2014.10.003.Open DOISearch in Google Scholar

Fink, S., Benz, F., 2019. Flexibility planning in global inbound logistics. Procedia CIRP, Volume 79, 415-420, DOI: 10.1016/j.procir.2019.02.114.Open DOISearch in Google Scholar

Francis, R. L., 1967. On some problems of rectangular warehouse design and layout. The Journal of Industrial Engineering, 18, 595–604.Search in Google Scholar

Grosse, E.H., Glock, CH.H., 2015, The effect of worker learning on manual order picking processes, International Journal of Production Economics, 170, Part C, 882-890, ISSN 0925-5273, DOI:10.1016/j.ijpe.2014.12.01810.1016/j.ijpe.2014.12.018Search in Google Scholar

Gunal, M.M., 2019. Simulation for Industry 4.0. Past, Present, and Future. Springer Nature Switzerland, DOI: 10.1007/978-3-030-04137-3Open DOISearch in Google Scholar

Guimarães, R., Almeida, L., Barros, M., Afecto, M. C., Figueira, M. L., Mota, D., Galvão, M., Barreira, M. and Lima, R.M., 2022, Restructuring picking and restocking processes on a hypermarket. Production Engineering Archives, 28, no.1, 64-72. DOI: 10.30657/pea.2022.28.08Open DOISearch in Google Scholar

Güller, M., Hegmanns, T., 2014, Simulation-Based Performance Analysis of a Miniload Multishuttle Order Picking System. Procedia CIRP 17, 475 – 48010.1016/j.procir.2014.01.041Search in Google Scholar

Hameri, A.P., Paatela, A., 1995, Multidimensional simulation as a tool for strategic logistics planning,Computers in Industry, 27(3), 273-285, DOI: 10.1016/0166-3615(95)00043-1.Open DOISearch in Google Scholar

Ho, Y.C., Su, T.S., Shi, Z.B., 2008. Order-batching methods for an order-picking warehouse with two cross aisles. Computers & Industrial Engineering, 55, (2), 321-347, ISSN 0360-8352, DOI: 10.1016/j.cie.2007.12.018.Open DOISearch in Google Scholar

Ho, Y.C., Lin, J.W., 2017, Improving order-picking performance by converting a sequential zone-picking line into a zone-picking network. Computers & Industrial Engineering, 113, 241–255.10.1016/j.cie.2017.09.014Search in Google Scholar

Hong, S., Kim, Y., 2017. A route-selecting order batching model with the S-shape routes in a parallel-aisle order picking system, European Journal of Operational Research, 257(1), 185-196, ISSN 0377-2217, DOI: 10.1016/j.ejor.2016.07.017.Open DOISearch in Google Scholar

Jiang, X., Sun, L., Zhang, Y., Hu, X., 2022. Order batching and sequencing for minimising the total order completion time in pick-and-sort warehouses. Expert Systems with Applications, 187, 115943, ISSN 0957-4174, DOI: 10.1016/j.eswa.2021.115943.Open DOISearch in Google Scholar

Kaczmar, I., 2019. Komputerowe modelowanie i symulacje procesów logistycznych w środowisku FlexSim. PWN, Warszawa, Poland.Search in Google Scholar

Kallat, F., Pfrommer, J., Bessai, J., Rehof, J., Meyer, A., 2021. Automatic Building of a Repository for Component-based Synthesis of Warehouse Simulation Models. Procedia CIRP, 104, 1440-1445, ISSN 2212-8271, DOI: 10.1016/j.procir.2021.11.243.Open DOISearch in Google Scholar

Kawczyński, Ł., Aguilar-Sommar, R., 2006. Comprehensive design of an order picking line by simulation, IFAC Proceedings Volumes, 39(3), 365-370, ISSN 1474-6670, DOI: 10.3182/20060517-3-FR-2903.00196.Open DOISearch in Google Scholar

Kiran, D.R., 2020. Work organization and methods engineering for productivity. BSP books Pvt. Ltd. Elsevier Inc. Oxford, UK.Search in Google Scholar

Koo, P.H., 2009. The use of bucket brigades in zone order picking systems. OR Spectrum, 31(4), 759-774. DOI: 10.1007/s00291-008-0131-xOpen DOISearch in Google Scholar

Koster, R., Le-Duc, T., Roodbergen, K.J., 2007. Design and control of warehouse order picking: A literature review. European Journal of Operational Research, 481-501.10.1016/j.ejor.2006.07.009Search in Google Scholar

Krynke, M., 2021. Management Optimizing the Costs and Duration Time of the Process in the Production System. Production Engineering Archives, 27(3), 163-170, DOI: 10.30657/pea.2021.27.21Open DOISearch in Google Scholar

Kusiak, A., 2000. Computational Intelligence in Design and Manufacturing. New York, USA: John Wiley & Sons, Inc.Search in Google Scholar

Li, J., Huang, R., Dai, J. B., 2016. Joint optimisation of order batching and picker routing in the online retailers warehouse in China. International Journal of Production Research, 0, 1–15, DOI: 10.1080/00207543.2016.1187313.Open DOISearch in Google Scholar

Masae, M., Glock, Ch. H., Vichitkunakorn, P., 2021. A method for efficiently routing order pickers in the leaf warehouse. International Journal of Production Economics, 234, 108069, ISSN 0925-5273, DOI: 10.1016/j.ijpe.2021.108069.Open DOISearch in Google Scholar

Manzini, R., Gamberi, M., Persona, A., & Regattieri, A., 2007. Design of a class based storage picker to product order picking system. International Journal of Advanced Manufacturing Technology, 32(7–8), 811–821.10.1007/s00170-005-0377-2Search in Google Scholar

Matusiak, M., De Koster, R., Saarinen, J., 2017. Utilizing individual picker skills to improve order batching in a warehouse. European Journal of Operational Research, 263(3), 888–899, DOI: 10.1016/j.ejor.2017.05.002.Open DOISearch in Google Scholar

Mesjasz-Lech. A., 2014. The Use of IT Systems Supporting the Realization of Business Processes in Enterprises and Supply Chains in Poland. Polish Journal of Management Studies, 10 (2), 94-103.Search in Google Scholar

Milewska, E. 217. It Systems Supporting the Management of Production Capacity. Management Systems in Production Engineering, 25(1), 60-67. DOI: 10.1515/mspe-2017-0009Open DOISearch in Google Scholar

Moussa, F.Z.B., De Guio, R., Dubois, S., Rasovska, I., Benmoussa, R., 2019. Study of an innovative method based on complementarity between ARIZ, lean management and discrete event simulation for solving warehousing problems. Computers & Industrial Engineering, 132, 124-140, ISSN 0360-8352, DOI: 10.1016/j.cie.2019.04.024.Open DOISearch in Google Scholar

Muppani, V.R., Adil, G.K., 2008. Efficient formation of storage classes for warehouse storage location assignment: A simulated annealing approach. Omega, 36, 609-618.10.1016/j.omega.2007.01.006Search in Google Scholar

Quader, S., Castillo-Villar, K.K., 2016. Design of an enhanced multi-aisle order-picking system considering storage assignments and routing heuristics. Robotics and Computer-Integrated Manufacturing. DOI: 10.1016/j.rcim.2015.12.009.Open DOISearch in Google Scholar

Simchi-Levi E., 2010. Managing the supply chain: the definitive guide for the business professional. New York: McGraw-Hill.Search in Google Scholar

Parikh, P., Meller, R., 2010. A travel-time model for a person-onboard order picking system. European Journal of Operational Research, 200, 385–394.10.1016/j.ejor.2008.12.031Search in Google Scholar

Petersen, Ch.G., Aase, G. 2004. A comparison of picking, storage, and routing policies in manual order picking. International Journal of Production Economics, 92, (1), 11-19, ISSN 0925-5273, DOI: 10.1016/j.ijpe.2003.09.006.Open DOISearch in Google Scholar

Ramstedt, L., Woxenius, J., 2006. Modelling approaches to operational decision-making in freight transport chains. In Proc. 18th NOFOMA Conference, Oslo, 7-8.Search in Google Scholar

Rubrico, J.I.U., Higashi, T., Tamura, H., Ota, J., 2011. Online rescheduling of multiple picking agents for warehouse management. Robotics and Computer-Integrated Manufacturing, 27(1), 62–71. DOI: 10.1016/j.rcim.2010.06.011.Open DOISearch in Google Scholar

Rutkowski, E., 2019. IT/ICT sector in Poland. Polish Agency for Enterprise Development. parp.gov.pl, https://www.trade.gov.pl/pl/f/v/570995/PPE_PL_IT%20ICT%20SECTOR%20IN%20POLAND.pdfSearch in Google Scholar

Sava, J.A., 2022. Global ICT market share 2013-2022, by selected country. https://www.statista.com, 3.03.2022Search in Google Scholar

Setamanit, S., 2018. Evaluation of outsourcing transportation contract using simulation and design of experiment. Polish Journal of Management Studies, 18 (2), 300-310, DOI: 10.17512/pjms.2018.18.2.24Open DOISearch in Google Scholar

Sridhar, P., Vishnu, C.R., Sridharan, R., 2021, Simulation of inventory management systems in retail stores: A case study, Materials Today: Proceedings, 47(15), 5130-5134, ISSN 2214-7853, DOI: 10.1016/j.matpr.2021.05.314.Open DOISearch in Google Scholar

Sainathuni, B., Parikh, P.J., Zhang, X., Kong, N., 2014. The warehouse-inventory-transportation problem for supply chains, European Journal of Operational Research, 237(2), 690-700, ISSN 0377-2217, DOI: 10.1016/j.ejor.2014.02.007.Open DOISearch in Google Scholar

Setamanit, S., 2018. Evaluation of outsourcing transportation contract using simulation and design of experiment. Polish Journal of Management Studies, 18 (2), 300-310, DOI: 10.17512/pjms.2018.18.2.24Open DOISearch in Google Scholar

Simchi-Levi E. 2010. Managing the supply chain: the definitive guide for the business professional. New York: McGraw-Hill.Search in Google Scholar

Sridhar, P., Vishnu, C.R., Sridharan, R., 2021. Simulation of inventory management systems in retail stores: A case study. Materials Today: Proceedings, 47(15), 5130-5134, DOI: 10.1016/j.matpr.2021.05.314.Open DOISearch in Google Scholar

Steenken, D., Voß, S. Stahlbock, R., 2004. Container terminal operation and opera-tions research—a classification and literature review, OR Spectrum 26.10.1007/s00291-003-0157-zSearch in Google Scholar

Tan, Z., Li, H., He, X., 2021. Optimizing parcel sorting process of vertical sorting system in e-commerce warehouse. Advanced Engineering Informatics, 48, 101279, ISSN 1474-0346, DOI: 10.1016/j.aei.2021.101279.Open DOISearch in Google Scholar

Theys, C., Bräysy, O., Dullaert, W., Raa, B., 2010. Using a TSP heuristic for routing order pickers in warehouses. European Journal of Operational Research, 200(3), 755–763.10.1016/j.ejor.2009.01.036Search in Google Scholar

Tseng Ming-Lang, Wu Kuo-Jui and Nguyen Thi Thoa, 2011. Information technology in supply chain management: a case study. Procedia - Social and Behavioral Sciences, 25, 257–272, DOI: 10.1016/j.sbspro.2011.10.546Open DOISearch in Google Scholar

van Gils, T. Ramaekers, K. Caris, A. de Koster, R.B.M., 2018. Designing efficient order picking systems by combining planning problems: State-of-the-art classification and review. European Journal of Operational Research, 267, (1), 1-15, ISSN 0377-2217, DOI: 10.1016/j.ejor.2017.09.002.Open DOISearch in Google Scholar

Vanheusden, S., van Gils, T. Caris, A., Ramaekers, K., Braekers, K., 2020. Operational workload balancing in manual order picking. Computers & Industrial Engineering, 141, 106269, ISSN 0360-8352, DOI: 10.1016/j.cie.2020.106269.Open DOISearch in Google Scholar

Weidinger, F., Boysen, N., Schneider, M., 2019. Picker routing in the mixed-shelves warehouses of e-commerce retailers. European Journal of Operational Research, 274, (2), 501-515, ISSN 0377-2217, DOI: 10.1016/j.ejor.2018.10.021.Open DOISearch in Google Scholar

Winkelhaus, S., Zhang, M., Grosse, E.H., Glock, Ch.H., 2022. Hybrid order picking: A simulation model of a joint manual and autonomous order picking system. Computers & Industrial Engineering, 167, 107981, ISSN 0360-8352, DOI: 10.1016/j.cie.2022.107981.Open DOISearch in Google Scholar