dc.contributor.author | Cano J.A | |
dc.contributor.author | Cortés P | |
dc.contributor.author | Campo E.A | |
dc.contributor.author | Correa-Espinal A.A. | |
dc.date.accessioned | 2022-09-14T14:34:07Z | |
dc.date.available | 2022-09-14T14:34:07Z | |
dc.date.created | 2021 | |
dc.identifier.issn | 20888708 | |
dc.identifier.uri | http://hdl.handle.net/11407/7572 | |
dc.description | This paper introduces a grouped genetic algorithm (GGA) to solve the order batching and sequencing problem with multiple pickers (OBSPMP) with the objective of minimizing total completion time. To the best of our knowledge, for the first time, an OBSPMP is solved by means of GGA considering picking devices with heterogeneous load capacity. For this, an encoding scheme is proposed to represent in a chromosome the orders assigned to batches, and batches assigned to picking devices. Likewise, the operators of the proposed algorithm are adapted to the specific requirements of the OBSPMP. Computational experiments show that the GGA performs much better than six order batching and sequencing heuristics, leading to function objective savings of 18.3% on average. As a conclusion, the proposed algorithm provides feasible solutions for the operations planning in warehouses and distribution centers, improving margins by reducing operating time for order pickers, and improving customer service by reducing picking service times. © 2021 Institute of Advanced Engineering and Science. All rights reserved. | eng |
dc.language.iso | eng | |
dc.publisher | Institute of Advanced Engineering and Science | |
dc.relation.isversionof | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85101187748&doi=10.11591%2fijece.v11i3.pp2516-2524&partnerID=40&md5=30471010225fabb03c725d449fb77fe9 | |
dc.source | International Journal of Electrical and Computer Engineering | |
dc.title | Solving the order batching and sequencing problem with multiple pickers: A grouped genetic algorithm | |
dc.type | Article | |
dc.rights.accessrights | info:eu-repo/semantics/restrictedAccess | |
dc.publisher.program | Administración de Empresas | |
dc.type.spa | Artículo | |
dc.identifier.doi | 10.11591/ijece.v11i3.pp2516-2524 | |
dc.subject.keyword | Grouped genetic algorithms | eng |
dc.subject.keyword | Heterogeneous load capacity | eng |
dc.subject.keyword | Multiple pickers | eng |
dc.subject.keyword | Order batching | eng |
dc.subject.keyword | Sequencing | eng |
dc.relation.citationvolume | 11 | |
dc.relation.citationissue | 3 | |
dc.relation.citationstartpage | 2516 | |
dc.relation.citationendpage | 2524 | |
dc.publisher.faculty | Facultad de Ciencias Económicas y Administrativas | |
dc.affiliation | Cano, J.A., Faculty of Economics and Administrative Sciences, Universidad de Medellín, Carrera 87 # 30-65, Medellin, Colombia | |
dc.affiliation | Cortés, P., Escuela Técnica Superior de Ingeniería, Seville University, Spain | |
dc.affiliation | Campo, E.A., ESACS-Escuela Superior en Administración de Cadena de Suministro, Colombia | |
dc.affiliation | Correa-Espinal, A.A., Departamento de Ingeniería de la Organización, Universidad Nacional de Colombia, Colombia | |
dc.relation.references | Cano, J. A., Correa-Espinal, Alexander Alberto, Gómez-Montoya, Rodrigo Andrés, An evaluation of picking routing policies to improve warehouse efficiency (2017) International Journal of Industrial Engineering and Management, 8 (4), pp. 229-238 | |
dc.relation.references | Ardjmand, E., Bajgiran, Omid Sanei, Youssef, Eyad, Using list-based simulated annealing and genetic algorithm for order batching and picker routing in put wall based picking systems (2019) Applied Soft Computing Journal, 75, pp. 106-119 | |
dc.relation.references | Henn, S., Schmid, V., Metaheuristics for order batching and sequencing in manual order picking systems (2013) Computers and Industrial Engineering, 66 (2), pp. 338-351 | |
dc.relation.references | Cano, J. A., Correa-Espinal, Alexander, Gómez-Montoya, Rodrigo, Using genetic algorithms for order batching in multi-parallel-aisle picker-to-parts systems (2020) International Journal of Applied Decision Sciences, 13 (4), pp. 417-434 | |
dc.relation.references | Cano, J. A., Order Picking Optimization Based on a Picker Routing Heuristic: Minimizing Total Traveled Distance in Warehouses (2020) Handbook of Research on the Applications of International Transportation and Logistics for World Trade, pp. 74-96. , G. Ç. Ceyhun, Ed. PA, USA: IGI Global | |
dc.relation.references | Menéndez, B., General Variable Neighborhood Search for the Order Batching and Sequencing Problem (2017) European Journal of Operational Research, 263 (1), pp. 82-93 | |
dc.relation.references | Bustillo, M., An algorithm for batching, sequencing and picking operations in a warehouse (2015) International Conference on Industrial Engineering and Systems Management, IEEE IESM 2015, pp. 842-849 | |
dc.relation.references | Henn, S., Order batching and sequencing for the minimization of the total tardiness in picker-to-part warehouses (2015) Flexible Services and Manufacturing Journal, 27 (1), pp. 86-114 | |
dc.relation.references | Zhang, J., On-line order batching and sequencing problem with multiple pickers: A hybrid rule-based algorithm (2017) Applied Mathematical Modelling, 45 (1), pp. 271-284 | |
dc.relation.references | Van Gils, T., Formulating and Solving the Integrated Batching, Routing, and Picker Scheduling Problem in a Real-life Spare Parts Warehouse (2019) European Journal of Operational Research, 277 (3), pp. 814-830 | |
dc.relation.references | Henn, S., Algorithms for on-line order batching in an order picking warehouse (2012) Computers and Operations Research, 39 (11), pp. 2549-2563 | |
dc.relation.references | Ardjmand, E., Minimizing order picking makespan with multiple pickers in a wave picking warehouse (2018) International Journal of Production Economics, 206 (1), pp. 169-183 | |
dc.relation.references | Chen, T. L., An efficient hybrid algorithm for integrated order batching, sequencing and routing problem (2015) International Journal of Production Economics, 159, pp. 158-167 | |
dc.relation.references | Menéndez, B., Parallel variable neighborhood search for the min-max order batching problem (2017) International Transactions in Operational Research, 24 (3), pp. 635-662 | |
dc.relation.references | Gademann, N., van de Velde, S., Order batching to minimize total travel time in a parallel-aisle warehouse (2005) IIE Transactions, 37 (1), pp. 63-75 | |
dc.relation.references | Tavakol, M. M., Sami, A., Particle swarm optimization in solving Vehicle Routing Problem (2013) Bulletin of Electrical Engineering and Informatics (BEEI), 2 (4), pp. 252-257 | |
dc.relation.references | Kalantari, S., Abadeh, M. S., GASA-JOSH: A Hybrid Evolutionary-Annealing Approach for Job-Shop Scheduling Problem (2013) Bulletin of Electrical Engineering and Informatics (BEEI), 2 (2), pp. 132-140 | |
dc.relation.references | Duong, T. L., Application of a new constraint handling method for economic dispatch considering electric market (2020) Bulletin of Electrical Engineering and Informatics (BEEI), 9 (4), pp. 1542-1549 | |
dc.relation.references | Sabikan, S., Nawawi, S. W., Aziz, Naa, Modelling of time-to collision for unmanned aerial vehicle using particles swarm optimization (2020) IAES International Journal of Artificial Intelligence (IJ-AI), 9 (3), pp. 488-496 | |
dc.relation.references | Girsang, A. S., Fast Ant Colony Optimization for Clustering (2018) Indonesian Journal of Electrical Engineering and Computer Science (IJEECS), 12 (1), pp. 78-86 | |
dc.relation.references | Ali, Z. A., An enhanced hybrid genetic algorithm for solving traveling salesman problem (2020) Indonesian Journal of Electrical Engineering and Computer Science (IJEECS), 18 (2), pp. 1035-1039 | |
dc.relation.references | Koch, S., Wäscher, G., A Grouping Genetic Algorithm for the Order Batching Problem in Distribution Warehouses (2016) Journal of Business Economics, 86 (1), pp. 131-153 | |
dc.relation.references | Mutingi, M., Mbohwa, C., Optimizing Order Batching in Order Picking Systems: Hybrid Grouping Genetic Algorithm (2017) Grouping Genetic Algorithms, pp. 121-140 | |
dc.relation.references | Pan, J. C.-H., Order batching in a pick-and-pass warehousing system with group genetic algorithm (2015) Omega, 57, pp. 238-248 | |
dc.relation.references | Scholz, A., Order picking with multiple pickers and due dates-Simultaneous solution of order batching, batch assignment and sequencing, and picker routing problems (2017) European Journal of Operational Research, 263 (2), pp. 461-478 | |
dc.relation.references | Matusiak, M., Utilizing individual picker skills to improve order batching in a warehouse (2017) European Journal of Operational Research, 263 (3), pp. 888-899 | |
dc.relation.references | Cano, J. A., Formulations for joint order picking problems in low-level picker-to-part systems (2020) Bulletin of Electrical Engineering and Informatics (BEEI), 9 (2), pp. 836-844 | |
dc.relation.references | Cano, J. A., Correa-Espinal, Alexander A., Gómez-Montoya, Rodrigo Andrés, Mathematical programming modeling for joint order batching, sequencing and picker routing problems in manual order picking systems (2019) Journal of King Saud University-Engineering Sciences, 32 (3), pp. 219-228 | |
dc.relation.references | Sadiq, S. S., Solving multi-objective master production schedule problem using memetic algorithm (2020) Indonesian Journal of Electrical Engineering and Computer Science (IJEECS), 18 (2), pp. 938-945 | |
dc.relation.references | Ariyani, A. K., Mahmudy, Wayan Firdaus, Anggodo, Yusuf Priyo, Hybrid Genetic Algorithms and Simulated Annealing for Multi-trip Vehicle Routing Problem with Time Windows (2018) International Journal of Electrical and Computer Engineering (IJECE), 8 (6), pp. 4713-4723 | |
dc.type.coar | http://purl.org/coar/resource_type/c_6501 | |
dc.type.version | info:eu-repo/semantics/publishedVersion | |
dc.type.driver | info:eu-repo/semantics/article | |
dc.identifier.reponame | reponame:Repositorio Institucional Universidad de Medellín | |
dc.identifier.repourl | repourl:https://repository.udem.edu.co/ | |
dc.identifier.instname | instname:Universidad de Medellín | |