An approach for the solution to order batching and sequencing in picking systems
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De Koster RBM, Le-Duc T, Roodbergen KJ (2007) Design and control of warehouse order picking: a literature review. Euro J Oper Res 182(2):481–501
Bottani E, Cecconi M, Vignali G et al (2012) Optimisation of storage allocation in order picking operations through a genetic algorithm. Int J Logist Res Apps 15(2):127–146
Tompkins JA, White JA, Bozer YA et al (2010) Facilities planning. Wiley, New York
Bartholdi III JJ, Hackman ST. Warehouse & distribution science: release 0.96. The Supply Chain and Logistics Institute, School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, http://www2.isye.gatech.edu/~jjb/wh/book/editions/wh-sci-0.96.pdf 2014, Accessed 10 Aug 2018
De Koster RBM, Johnson AL, Roy D (2017) Warehouse design and management. Int J Prod Res 55(21):6327–6330
Chabot T, Lahyani R, Coelho LC et al (2017) Order picking problems under weight, fragility and category constraints. Int J Prod Res 55(21):6361–6379
Scholz A, Schubert D, Wäscher G (2017) Order picking with multiple pickers and due dates—simultaneous solution of order batching, batch assignment and sequencing, and picker routing problems. Euro J Oper Res 263(2):461–478
Gils TV, Ramaekers K, Caris A et al (2018) Designing efficient order picking systems by combining planning problems: state-of-the-art classification and review. Euro J Oper Res 267(1):1–15
Marchet G, Melacini M, Perotti S (2015) Investigating order picking system adoption: a case-study-based approach. Int J Logist Res Apps 18(1):82–98
Gu J, Goetschalckx M, McGinnis LF (2010) Research on warehouse design and performance evaluation: a comprehensive review. Euro J Oper Res 203(3):539–549
Grosse EH, Glock CH, Neumann WP (2017) Human factors in order picking: a content analysis of the literature. Int J Prod Res 55(5):1260–1276
Henn S, Schmid V (2013) Metaheuristics for order batching and sequencing in manual order picking systems. Comput Ind Eng 66(2):338–351
Van Nieuwenhuyse I, De Koster RB (2009) Evaluating order throughput time in 2-block warehouses with time window batching. Int J Prod Econ 121(2):654–664
Pinto ARF, Crepaldi AF, Nagano MS (2018) A genetic algorithm applied to pick sequencing for billing. J Intell Manuf 29(2):405–422
Chen TL, Cheng CY, Chen YY et al (2015) An efficient hybrid algorithm for integrated order batching, sequencing and routing problem. Int J Prod Econ 159:158–167
Petersen CG, Aase G (2004) A comparison of picking, storage, and routing policies in manual order picking. Int J Prod Econ 92(1):11–19
Chang FL, Liu ZX, Zheng X et al (2007) Research on order picking optimization problem of automated warehouse. Syst Eng Theory Pract 27(2):139–143
Li J, Huang R, Dai JB (2017) Joint optimisation of order batching and picker routing in the online retailer’s warehouse in China. Int J Prod Res 55(2):447–461
Scholz A, Wäscher G (2017) Order batching and picker routing in manual order picking systems: the benefits of integrated routing. Cent Eur J Oper Res 25(2):491–520
Holland JH (1975) Adaptation in natural and artificial systems. University of Michigan Press, Ann Arbor
Bertrand JWM, Fransoo JC (2002) Modelling and simulation: operations management research methodologies using quantitative modeling. Int J Oper Prod Manage 22(2):241–264
Hsu CM, Chen KY, Chen MC (2005) Batching orders in warehouses by minimizing travel distance with genetic algorithms. Comput Ind 56(2):169–178
Clarke GU, Wright JW (1964) Scheduling of vehicles from a central depot to a number of delivery points. Oper Res 12(4):568–581
Armstrong RD, Cook WD, Saipe AL (1979) Optimal batching in a semi-automated order picking system. J Oper Res Soc 30(8):711–720
Elsayed EA, Dube R, Proctor CL (1980) Heuristic algorithms for handling orders within a warehouse. Units and Bulk Materials Handling. ASME Publication, San Francisco, pp 225–233
Elsayed EA (1981) Algorithms for optimal material handling in automatic warehousing systems. Int J Prod Res 19(5):525–535
Goetschalckx M (1983) Storage and retrieval policies for efficient order picking operations. PhD Thesis, Georgia Institute of Technology, GA
Ratliff HD, Rosenthal AS (1983) Order-picking in a rectangular warehouse: a solvable case of the traveling salesman problem. Operations Research 31(3):507–521
Gademann N, Van de Velde S (2005) Order batching to minimize total travel time in a parallel-aisle warehouse. IIE Trans 37(1):63–75
Bozer YA, Kile JW (2008) Order batching in walk-and-pick order picking systems. Int J Prod Res 46(7):1887–1909
Ho YC, Tseng YY (2006) A study on order-batching methods of order-picking in a distribution centre with two cross-aisles. Int J Prod Res 44(17):3391–3417
Ho YC, Su TS, Shi ZB (2008) Order-batching methods for an order-picking warehouse with two cross aisles. Comput Industrial Eng 55(2):321–347
Hsieh LF, Huang YC (2011) New batch construction heuristics to optimise the performance of order picking systems. Int J Prod Econ 131(2):618–630
Wäscher G (2004) Order picking: a survey of planning problems and methods. In: Dyckhoff H, Lackes R, Reese J (eds) Supply chain management and reverse logistics. Part III. Berlin. Springer, Berlin, Heidelberg, pp 323–347
Elsayed EA, Unal OI (1989) Order batching algorithms and travel-time estimation for automated storage/retrieval systems. Int J Prod Res 27(7):1097–1114
Hwang H, Kim DG (2005) Order-batching heuristics based on cluster analysis in a low-level picker-to-part warehousing system. Int J Prod Res 43(17):3657–3670
Tsai CY, Liou JJ, Huang TM (2008) Using a multiple-GA method to solve the batch picking problem: considering travel distance and order due time. Int J Prod Res 46(22):6533–6555
Albareda-Sambola M, Alonso-Ayuso A, Molina E et al (2009) Variable neighborhood search for order batching in a warehouse. Asia Pac J Oper Res 26(5):655–683
Henn S, Koch S, Doerner KF et al (2010) Metaheuristics for the order batching problem in manual order picking systems. Bus Res 3(1):82–105
Henn S, Wäscher G (2012) Tabu search heuristics for the order batching problem in manual order picking systems. Euro J Oper Res 222(3):484–494
Xu X, Liu T, Li K et al (2014) Evaluating order throughput time with variable time window batching. Int J Prod Res 52(8):2232–2242
Henn S (2015) Order batching and sequencing for the minimization of the total tardiness in picker-to-part warehouses. Flexible Serv Manuf J 27(1):86–114
Won J, Olafsson S (2005) Joint order batching and order picking in warehouse operations. Int J Prod Res 43(7):1427–1442
Elsayed EA, Lee MK, Kim S et al (1993) Sequencing and batching procedures for minimizing earliness and tardiness penalty of order retrievals. Int J Prod Res 31(3):727–738
Elsayed EA, Lee MK (1996) Order processing in automated storage/retrieval systems with due dates. IIE Trans 28(7):567–578
Azadnia AH, Taheri S, Ghadimi P, et al. Order batching in warehouses by minimizing total tardiness: a hybrid approach of weighted association rule mining and genetic algorithms. Sci World J 2013; 1–13
Chen MC, Wu HP (2005) An association-based clustering approach to order batching considering customer demand patterns. Omega 33(4):333–343
Hansen P, Mladenović N (2001) Variable neighborhood search: principles and applications. Euro J Oper Res 130(3):449–467
Kulak O, Sahin Y, Taner ME (2012) Joint order batching and picker routing in single and multiple-cross-aisle warehouses using cluster-based tabu search algorithms. Flexible Serv Manuf J 24(1):52–80
Roodbergen KJ, De Koster R (2001) Routing order pickers in a warehouse with a middle aisle. Euro J Oper Res 133(1):32–43
Helsgaun K (2000) An effective im plementation of the Lin-Kernighan traveling salesman heuristic. Euro J Oper Res 126(1):106–130
Gen M, Cheng R, Lin L (2008) Network models and optimization: multiobjective genetic algorithms approach. Springer, London
Elsayed SM, Sarker RA, Essam DL (2014) A new genetic algorithm for solving optimization problems. Eng App Artif Intell 27:57–69
Gu J, Goetschalckx M, McGinnis LF (2007) Research on warehouse operation: a comprehensive review. Euro J Oper Res 177(1):1–21
Henn S, Koch S, Wäscher G (2012) Order batching in order picking warehouses: a survey of solution approaches. In: Manzini R (ed) Warehousing in the global supply chain: Advanced models, tools and applications for storage systems. Springer, London, pp 105–137
Cergibozan Ç, Tasan AS (2016) Order batching operations: an overview of classification, solution techniques, and future research. J Intell Manuf 30(1):335–349
Haupt Randy L, Haupt Sue E (2004) Practical genetic algorithms, 2nd edn. Wiley, New York
De Jong K (1988) Learning with genetic algorithms: an overview. Mach Learn 3(2–3):121–138
Goldberg DE and Lingle R. Alleles, loci, and the traveling salesman problem. In: Jonh J (ed) ICGA Proceedings of the first international conference on genetic algorithms and their applications, Pittsburgh, USA, 24-26 July-1 1985, paper no. 15, ICGA, Pittsburgh, pp 154–159