Comparison of mathematical models in reverse logistics: case of pesticide containers and packaging
Comparación de modelos matemáticos en la logística inversa: caso envases y empaques de plaguicidas
DOI:
https://doi.org/10.15446/dyna.v90n228.108240Palabras clave:
reverse logistics; pesticide containers and packaging; quantitative tools; Project Management (en)logística inversa; envases y empaques plaguicidas; herramientas cuantitativas; gestión de proyectos (es)
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This article presents an analysis of the use of Mixed Integer Linear Programming (MILP) and Discrete Event Simulation in reverse logistics networks, specifically applied to the process of collection and final disposal of empty pesticide containers and packaging in the Department of Boyacá- Colombia, which faces a problem due to the non-return and collection of all empty pesticide containers and packages generated by farmers. Due to the above, initially, a literature search on reverse logistics research is carried out, to subsequently propose a deterministic and stochastic model using linear programming and simulation respectively, to analyze which of these mathematical tools offers and represents better the process under study. The results show that the deterministic model offers better results in terms of planning the quantities to be collected in each of the farms, however, it does not contemplate the possible variations in different periods. On the contrary, the simulation, having a stochastic component, includes the variability of the generation of pesticide containers and packages, better identifying the bottlenecks that may occur in the process. In conclusion, it is evident that both models offer advantages for the reverse logistics process, where the ideal could be the combination of the deterministic with the stochastic.
Este artículo presenta un análisis del uso de la Programación Lineal Entera Mixta (MILP) y la Simulación de Eventos Discretos en redes de logística inversa, aplicado específicamente al proceso de recolección y disposición final de envases y empaques vacíos de plaguicidas en el Departamento de Boyacá- Colombia, el cual enfrenta un problema a causa de la no devolución y recolección de la totalidad de los envases y empaques vacíos de plaguicidas que generan los agricultores. Debido a lo anterior, inicialmente se realiza una búsqueda de literatura sobre investigaciones en logística inversa, para posteriormente proponer un modelo determinístico y estocástico haciendo uso de la programación lineal y la simulación respectivamente, con el objetivo de analizar cuál de estas herramientas matemáticas ofrecen y representan de mejor manera el proceso bajo estudio. Los resultados demuestran que el modelo determinístico ofrece mejores resultados en términos de planificación de las cantidades a recolectar en cada una de las fincas, sin embargo, no contempla las variaciones posibles en distintos periodos. Por el contrario, la simulación al tener un componente estocástico incluye la variabilidad de la generación de envases y empaques de plaguicidas, identificando de mejor forma los cuellos de botellas que se puedan presentar en el proceso. En conclusión, se evidencia que ambos modelos ofrecen ventajas para el proceso de logística inversa, donde el ideal podría ser la combinación de lo determinístico con lo estocástico.
Referencias
Blewett, D.K., The dictionary of modern war, RQ, 31(2), pp. 256-258, 1991.
Guide, J.V. and Van Wassenhove, L.N., The reverse supply chain, Harvard Business Review, 80(2), pp. 25-26, 2002.
Rogers, D.S. and Tibben‐Lembke, R., An examination of reverse logistics practices, Journal of Business Logistics, 22(2), pp. 129-148, 2001. DOI: https://doi.org/10.1002/j.2158-1592.2001.tb00007.x
Shuang, Y., Diabat, A., and Liao, Y., A stochastic reverse logistics production routing model with emissions control policy selection, International Journal of Production Economics, 213, pp. 201-216, 2019, DOI: https://doi.org/10.1016/j.ijpe.2019.03.006. DOI: https://doi.org/10.1016/j.ijpe.2019.03.006
Govindan, K., and Bouzon, M., From a literature review to a multi-perspective framework for reverse logistics barriers and drivers, Journal of Cleaner Production, 187, pp. 318-337, 2018, DOI: https://doi.org/10.1016/j.jclepro.2018.03.040. DOI: https://doi.org/10.1016/j.jclepro.2018.03.040
Wilson, M., and Goffnett, S., Reverse logistics: understanding end-of-life product management, Business Horizons, 65(5), pp. 643-655, 2022, DOI: https://doi.org/10.1016/j.bushor.2021.10.005. DOI: https://doi.org/10.1016/j.bushor.2021.10.005
Eren, E., and Rıfat-Tuzkaya, U., Safe distance-based vehicle routing problem: medical waste collection case study in COVID-19 pandemic, Computers & Industrial Engineering, 157, art. 107328, 2021, DOI: https://doi.org/10.1016/j.cie.2021.107328. DOI: https://doi.org/10.1016/j.cie.2021.107328
Govindan, K., Nasr, A.K., Mostafazadeh, P., and Mina, H., Medical waste management during coronavirus disease 2019 (COVID-19) outbreak: A mathematical programming model, Computers & Industrial Engineering, 162, art. 107668, 2021, DOI: https://doi.org/10.1016/j.cie.2021.107668. DOI: https://doi.org/10.1016/j.cie.2021.107668
Wang, J., Cevik, M., Amin, S.H., and Parsaee, A.A., Mixed-integer linear programming models for the paint waste management problem, Transportation Research Part E: Logistics and Transportation Review, 151, art. 102343, 2021, DOI: https://doi.org/10.1016/j.tre.2021.102343. DOI: https://doi.org/10.1016/j.tre.2021.102343
Yu, H., Sun, X., Solvang, W.D., Laporte, G., and Lee, C.K.M., A stochastic network design problem for hazardous waste management, Journal of Cleaner Production, 277, art. 123566, 2020, DOI: https://doi.org/10.1016/j.jclepro.2020.123566. DOI: https://doi.org/10.1016/j.jclepro.2020.123566
Xiao, Z., Sun, J., Shu, W., and Wang, T., Location-allocation problem of reverse logistics for end-of-life vehicles based on the measurement of carbon emissions, Computers & Industrial Engineering, 127, pp. 169-181, 2019, DOI: https://doi.org/10.1016/j.cie.2018.12.012. DOI: https://doi.org/10.1016/j.cie.2018.12.012
Govindan, K., and Gholizadeh, H., Robust network design for sustainable-resilient reverse logistics network using big data: a case study of end-of-life vehicles, Transportation Research Part E: Logistics and Transportation Review, 149, art. 102279, 2021, DOI: https://doi.org/10.1016/j.tre.2021.102279. DOI: https://doi.org/10.1016/j.tre.2021.102279
Buczyńska, A., and Szadkowska-Stańczyk, I., Identification of health hazards to rural population living near pesticide dump sites in Poland, International Journal of Occupational Medicine and Environmental Health, 18(4), pp. 331-339, 2005.
Elfvendahl, S., Mihale, M., Kishimba, M.A., and Kylin, H., Pesticide pollution remains severe after cleanup of a stockpile of obsolete pesticides at Vikuge, Tanzania, Ambio, 33(8), pp. 503-508, 2004. DOI: https://doi.org/10.1579/0044-7447-33.8.503. DOI: https://doi.org/10.1579/0044-7447-33.8.503
Sivanesan, S.D., Krishnamurthi, K., Wachasunder, S.D., and Chakrabarti, T., Genotoxicity of pesticide waste contaminated soil and its leachate, Biomedical and Environmental Sciences, 17(3), pp. 257-265, 2004.
Bondori, A., Bagheri, A., Allahyari, M.S., and Damalas, C.A., Pesticide waste disposal among farmers of Moghan region of Iran: current trends and determinants of behavior, Environmental Monitoring and Assessment, 191, pp. 1-9, 2019. DOI: https://doi.org/10.1007/s10661-018-7150-0
Morello, L., Oliveira, S., Oliveira, K., Silva, B., Siegloch, A.E., and Agostinetto, L., Disposal of pesticide wastes in apple orchards in the south of Brazil and its compliance with current legislation, Journal of Agricultural Science, 11(10), pp. 140-153, 2019. DOI: https://doi.org/10.5539/jas.v11n10p140
Sharafi, K. et al., Knowledge, attitude and practices of farmers about pesticide use, risks, and wastes; a cross-sectional study (Kermanshah, Iran), Science of The Total Environment, 645, pp. 509-517, 2018, DOI: https://doi.org/10.1016/j.scitotenv.2018.07.132. DOI: https://doi.org/10.1016/j.scitotenv.2018.07.132
Wang, J.-J. Chen, H., Rogers, D.S. Ellram, L.M., and Grawe, S.J., A bibliometric analysis of reverse logistics research (1992-2015) and opportunities for future research, International Journal of Physical Distribution & Logistics Management, 2017. DOI: https://doi.org/10.1108/IJPDLM-10-2016-0299
Comper, I.C., Chaves, G.d.L.D., and Matavel, N.I., Análise Bibliométrica da Logística Reversa, Revista Ifes Ciência, 2(1), pp. 72-97, 2016. DOI: https://doi.org/10.36524/ric.v2i1.251
Banguera, L.A. Sepúlveda, J., Ternero, M.R., Vargas, M., and Vásquez, Ó.C., Reverse logistics network design under extended producer responsibility: the case of out-of-use tires in the Gran Santiago city of Chile, International Journal of Production Economics, 205, pp. 193-200, 2018, DOI: https://doi.org/10.1016/j.ijpe.2018.09.006. DOI: https://doi.org/10.1016/j.ijpe.2018.09.006
Trochu, J., Chaabane, A., and Ouhimmou, M., Reverse logistics network redesign under uncertainty for wood waste in the CRD industry, Resources, Conservation and Recycling, 128, pp. 32-47, 2018, DOI: https://doi.org/10.1016/j.resconrec.2017.09.011. DOI: https://doi.org/10.1016/j.resconrec.2017.09.011
Kuşakcı, A.O., Ayvaz, B., Cin, E., and Aydın, N., Optimization of reverse logistics network of End of Life Vehicles under fuzzy supply: a case study for Istanbul Metropolitan Area, Journal of Cleaner Production, 215, pp. 1036-1051, 2019, DOI: https://doi.org/10.1016/j.jclepro.2019.01.090. DOI: https://doi.org/10.1016/j.jclepro.2019.01.090
Aydin, N., Designing reverse logistics network of end-of-life-buildings as preparedness to disasters under uncertainty, Journal of Cleaner Production, 256, art. 120341, 2020, DOI: https://doi.org/10.1016/j.jclepro.2020.120341. DOI: https://doi.org/10.1016/j.jclepro.2020.120341
Yang, C., and Chen, J., Robust design for a multi-echelon regional construction and demolition waste reverse logistics network based on decision Maker’s conservative attitude, Journal of Cleaner Production, 273, art. 122909, 2020, DOI: https://doi.org/10.1016/j.jclepro.2020.122909. DOI: https://doi.org/10.1016/j.jclepro.2020.122909
Lu, S., Zhu, L., Wang, Y., Xie, L., and Su, H., Integrated forward and reverse logistics network design for a hybrid assembly-recycling system under uncertain return and waste flows: a fuzzy multi-objective programming, Journal of Cleaner Production, 243, art. 118591, 2020/01/10/ 2020, DOI: https://doi.org/10.1016/j.jclepro.2019.118591. DOI: https://doi.org/10.1016/j.jclepro.2019.118591
Safdar, N., Khalid, R., Ahmed, W., and Imran, M., Reverse logistics network design of e-waste management under the triple bottom line approach, Journal of Cleaner Production, 272, art. 122662, 2020, DOI: https://doi.org/10.1016/j.jclepro.2020.122662. DOI: https://doi.org/10.1016/j.jclepro.2020.122662
Dutta, P., Mishra, A., Khandelwal, S., and Katthawala, I., A multiobjective optimization model for sustainable reverse logistics in Indian E-commerce market, Journal of Cleaner Production, 249, art. 119348, 2020, DOI: https://doi.org/10.1016/j.jclepro.2019.119348. DOI: https://doi.org/10.1016/j.jclepro.2019.119348
Yükseltürk, A., Wewer, A., Bilge, P., and Dietrich, F., Recollection center location for end-of-life electric vehicle batteries using fleet size forecast: scenario analysis for Germany, Procedia CIRP, 96, pp. 260-265, 2021, DOI: https://doi.org/10.1016/j.procir.2021.01.084. DOI: https://doi.org/10.1016/j.procir.2021.01.084
Gholizadeh, H., Goh, M., Fazlollahtabar, H., and Mamashli, Z., Modelling uncertainty in sustainable-green integrated reverse logistics network using metaheuristics optimization, Computers & Industrial Engineering, 163, art. 107828, 2022, DOI: https://doi.org/10.1016/j.cie.2021.107828. DOI: https://doi.org/10.1016/j.cie.2021.107828
Jauhar, S.K., Amin, S.H., and Zolfagharinia, H., A proposed method for third-party reverse logistics partner selection and order allocation in the cellphone industry, Computers & Industrial Engineering, 162, art. 107719, 2021, DOI: https://doi.org/10.1016/j.cie.2021.107719. DOI: https://doi.org/10.1016/j.cie.2021.107719
Hashemi, S.E., A fuzzy multi-objective optimization model for a sustainable reverse logistics network design of municipal waste-collecting considering the reduction of emissions, Journal of Cleaner Production, 318, art. 128577, 2021. DOI: https://doi.org/10.1016/j.jclepro.2021.128577. DOI: https://doi.org/10.1016/j.jclepro.2021.128577
Hu, W., Dong, J., and Xu, N., Multi-period planning of integrated underground logistics system network for automated construction-demolition-municipal waste collection and parcel delivery: a case study, Journal of Cleaner Production, 330, art. 129760, 2022. DOI: https://doi.org/10.1016/j.jclepro.2021.129760. DOI: https://doi.org/10.1016/j.jclepro.2021.129760
Yin, R.K., Case study research: design and methods. Sage, 2009.
Taha, H.A., and Taha, H.A., Operations research: an introduction. Prentice hall Upper Saddle River, NJ, 2003.
Law, A.M., Kelton, W.D., and Kelton, W.D., Simulation modeling and analysis. Mcgraw-Hill, New York, USA, 2007.
Niebel, B.W., and Freivalds, A., Ingeniería Industrial de Niebel: métodos, estándares y diseño del trabajo. McGraw Hill, 2014.
Esfandiari, R.A. y Dunna, M.G., Simulación y analísis de modelos estocásticos/por Mohammad Reza Azarang Esfandiari y Eduardo García Dunna (no. 519.5 R3.). 1996.
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