Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años

Los estudios sobre la cadena de abastecimiento remonta al siglo pasado, pero el termino se popularizo cuando fue usado por un consultor de una compañía quien lo utilizo en una entrevista en el Financial Times en 1982, pero ya fue hasta 1990 cuando este termino se popularizo evolucionando y mencionán...

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Autores:
Castro, Lauren
Jimenez, Yohany Andrés
Tipo de recurso:
Article of journal
Fecha de publicación:
2020
Institución:
Corporación Universidad de la Costa
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REDICUC - Repositorio CUC
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spa
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https://repositorio.cuc.edu.co/
Palabra clave:
Cadenas de abastecimiento
Logística
Logística inversa
Estado del arte
Desarrollo sostenible
Logística verde
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oai_identifier_str oai:repositorio.cuc.edu.co:11323/6935
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network_name_str REDICUC - Repositorio CUC
repository_id_str
dc.title.spa.fl_str_mv Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
title Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
spellingShingle Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
Cadenas de abastecimiento
Logística
Logística inversa
Estado del arte
Desarrollo sostenible
Logística verde
title_short Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
title_full Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
title_fullStr Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
title_full_unstemmed Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
title_sort Estado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 años
dc.creator.fl_str_mv Castro, Lauren
Jimenez, Yohany Andrés
dc.contributor.author.spa.fl_str_mv Castro, Lauren
Jimenez, Yohany Andrés
dc.subject.spa.fl_str_mv Cadenas de abastecimiento
Logística
Logística inversa
Estado del arte
Desarrollo sostenible
Logística verde
topic Cadenas de abastecimiento
Logística
Logística inversa
Estado del arte
Desarrollo sostenible
Logística verde
description Los estudios sobre la cadena de abastecimiento remonta al siglo pasado, pero el termino se popularizo cuando fue usado por un consultor de una compañía quien lo utilizo en una entrevista en el Financial Times en 1982, pero ya fue hasta 1990 cuando este termino se popularizo evolucionando y mencionándose en varios contextos, es mucho los que el estado del arte ha avanzado en estos últimos 30 años es por esto que este trabajo plantea un escenarios general que muestre como ha sido esta evolución a través de una revisión literaria exhaustiva de artículos especializados enfatizando en temas como que es la cadena de abastecimiento, la medición de su desempeño, el desarrollo sostenible, las cadenas de suministro sostenibles y la logística verde.
publishDate 2020
dc.date.accessioned.none.fl_str_mv 2020-08-16T20:07:08Z
dc.date.available.none.fl_str_mv 2020-08-16T20:07:08Z
dc.date.issued.none.fl_str_mv 2020-08
dc.type.spa.fl_str_mv Artículo de revista
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dc.type.content.spa.fl_str_mv Text
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dc.identifier.instname.spa.fl_str_mv Corporación Universidad de la Costa
dc.identifier.reponame.spa.fl_str_mv REDICUC - Repositorio CUC
dc.identifier.repourl.spa.fl_str_mv https://repositorio.cuc.edu.co/
url https://hdl.handle.net/11323/6935
https://repositorio.cuc.edu.co/
identifier_str_mv Corporación Universidad de la Costa
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dc.relation.references.spa.fl_str_mv Ammons J.C., Realff M.J. y Newton D. (2000). Decision models for reverse production system design. In:Madu CN (eds) Handbook of Environmentally Conscious Manufacturing. Kluwer: Boston, pp 341–362.
Attaran M. y Attaran S. (2007). “Collaborative Supply Chain Management, The most promising practice for building efficient and sustainable supply chains”. Business Process Management Journal. Vol. 13 No. 3, 2007.pp. 390-404.
Ayres R.U y Ayres L.W.(1996). “Industrial Ecology. Towards Closing the Material Cycle”. Elgar: Chetelham.
Bacallan J.J. (2000), “ Greening the supply chain”. Business and Environment, Vol. 6 N°5, pp 11 -12.
Barros AI, Dekker R y Scholten V (1998). A two-level network for recycling sand: A case study. Eur J Opl Res 110: 199–214.
Beamon B.M. (1999). "Designing the green supply chain”.Logistics Information Management. Vol. 12, Iss. 4; pg. 332.
Bowen F.E., Causins, P.D., Lamming R.C. y Feruk A.C. (2001). “Hoises for Courses: explaining the gap between the theory and practice of green supply”. Greener Management International Auntomn, pp 41-6
Cano Cuadro, H. T. (2019). Green Innovation at the industrial level: A systematic Review. JMSOR: International Journal of Management Science & Operation Research, 4(1), 13-19.
Chen M. (2006) “Sustainable Recycling of Automotive Products in China: Technology and Regulation”.JOM; Aug; 58, 8; ABI/INFORM Trade & Industry pg. 23
Coronado Hernández, J. R.-C.-M.-P. (2018). Aplicación del modelo de difusión de Bass para estimar el ciclo de vida de una tienda minorista. IJMSOR: International Journal of Management Science & Operation Res, 3(1), 5-10.
Crane A. (2000), “Marketing and the natural environment: what role for morality?”. Journal of Macro Marketing, Vol. 20 No. 2, pp. 144-54.
De Boer, J. (2003), “Sustainability labelling schemes: the logic of their claims and their functions for stakeholders”, Business Strategy and the Environment, Vol. 12, pp. 254-64.
Ekvall T. y Weidema B.P. (2004). "System Boundaries and Input Data in Consequential Life Cycle Inventory Analysis." Int J LCA 9(3): 161-171.
Fava H.A. (1997). “LCA: Concept, methodology or strategy?”. Journal of Industrial Ecology 1(2):8-10
Feldman D. y Smith G. (2003), Company Codes of Conduct and International Standards: An Analytical Comparison, The World Bank Group – Corporate Social Responsibility Practice, Washington, DC.
Fiksel J. (1996), Design for Environment: Creating Eco-Efficient Products and Processes McGraw-Hill, New York, NY.
Fleischmann M., Beullens P., Bloemhof-Ruwaard J.M. y Wassenhove L.N.(2001). The impact of product recovery on logistics network design. Prod Opl Mngt 10: 156–173
Frosch R.A. y Gallopoulos N.E. (1989). “Strategies for manufacturing”. Scientific American 261(9): 94 – 102.
Greadel T.E. (1994). “Industrial ecology – definition and implementation. In Industry Ecology and Global Change”. Socolow R., Adrews C., Berkhout F., Thomas V. (eds). Cambridge University Press: Cambridge; 23-41.
Heijungs R. (1996). “Life cycle assessment: what it is and how to do it”, Paris: United Nations Environment Programme.
Heiskanen E. (2000). “Managers’ interpretations of LCA: enlightenment and responsibility of confusion and denial?”.. Business Strategy and the Environment 9(4) 239 -254.
Heiskanen E. (2002). The intuitional logic of life cycle thinking. Journal of cleaner production 10(5): 427 – 437.
Hoffman, A.J. (2000), “Competitive Environmental Management: A Guide to the Changing Business Landscape”, Island Press, Washington, DC.
Hunkeler D., Saur K., Strandford H.,Rebitzer G., Schmidt W.P., Jensen A.A., Christiansen K. (2003). Life Cycle Manangement. SETAC:Brussels.
Hunt R.C. y Franklin W.E. (1996). “LCA – How it came personal/reflections on the origin and the development of LCA in the USA”. International Journal of Life Cycle Assesment 1(1). 4-7.
Jayaraman V., Guide Jr. V.D.R. y Srivastava R. (1999). A closed loop logistics model for remanufacturing. J Opl Res 50: 497–508.
orgensen A.L. y Knudsen J.S. (2006). “Sustainable competitiveness in global value chains: how do small Danish firms behave?”. Corporate Governance. VOL. 6 NO. 4 2006, pp. 449-462.
Kaplinsky, R. y Morris, M. (2001), A Handbook for Value Chain Research, Institute of Development Studies, University of Sussex, Brighton.
Korhonen J. (2000). “Industrial Ecosystem . Using the Material an Energy Flow Model of an Ecosystem in an Industrial System”. University of Jyräkylä: Jyräkylä.
Lambert D.M., Cooper M.C. y Pagh J.D. (1998), “Supply chain management: implementation issues and research opportunities”, International Journal of Logistics Management, Vol. 9 No. 2, pp. 1-19.
Landinez-Lamadrid, D. C., Ramirez-Ríos, D. G., Neira Rodado, D., Parra Negrete, K., & Combita Niño, J. P. (2017). Shapley Value: its algorithms and application to supply chains. INGE CUC, 13(1), 61-69. https://doi.org/10.17981/ingecuc.13.1.2017.06
Linnanen L., Bostrom T., Miettmen P. (1995). “Life cycle management: integrated approach towards corporate environmental issues”. Business Strategy and the Enviroment 4:117 -127.
Lippman, S. (1999), “Supply chain environmental management: elements for success”, Corporate Environmental Strategy”, Vol. 6 No. 2, pp. 175-82.
Mentzer, J.T., DeWitt, W., Keebler, J.S., Min, S., Nix, N.W., Smith, C.D. and Zacharia, Z.G. (2001), “Defining supply chain management”, Journal of Business Logistics, Vol. 22 No. 2, pp. 1-25.
Min, H. y Galle, W.P. (1997), “Green purchasing strategies: trends and implications”, Journal of Supply Chain Management, Vol. 33 No. 3, pp. 10-17.
Nieves Cristancho, J. &. (2016). e-Supply chain management for a technology company. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 31-34
Oberbacher B., Nokodem H., Kloppfer W. (1996). “LCA- How it came about: an early systems analysis of packaging for liquids – wich would be called and LCA today”. International Journal of Life Cycle Assessment 1(2):62-65.
Oliver R.K. and Webber M.D. (1982), “Supply-chain management: logistics catches up with strategy”, in Christopher, M. (Ed.), Logistics: The Strategic Issues, Chapman & Hall, London, pp. 63-75.
Peattie K. (1995), Environmental Marketing Management: Meeting the Green Challenge, Pitman, London.
Pesonen H.L. (2001). “Environmental management of value chain: promoting lifecycle thinking in industrial networks”. Greenen Management International 33: 45 – 58.
Ramirez-Rios, D. G., Rodriguez Pinto, C., Visbal Martinez, J., Monroy Silvera, F., De la Cruz Hernández, J., Donoso Meisel, Y., & Paternina Arboleda, C. D. (2016). A bicriteria optimization model for parallel machine scheduling: game theoretic vs genetic algorithms. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 20-30. Retrieved from http://ijmsoridi.com/index.php/ijmsor/article/view/73
Rao P. (2004). “ Greening production: a South East Asian Experience”. International Journal of Operation & Production Management. Vol 24 N°3 pp. 289-320.
Reinhardt, F.L. (1999), “Bringing the environment down to the earth”, Harvard Business Review, July/August, pp. 149-57.
Salema M.I., Barbosa-Póvoa A.P. y Novais A.Q. (2005). An optimization model for the design of a capacitated multi-product reverse logistics network, with uncertainty.
Salema M.I., Póvoa A.P.B. y Novais A.Q. (2006). “A warehouse-based design model for reverse Logistics”. Journal of the Operational Research Society 57, 615–629.
Sánchez Comas, A., Troncoso Palacio, A., Troncoso Mendoza, S., & Neira Rodado, D. (2016). Application of taguchi experimental design for identication of factors influence over 3D printing time with fused deposition modeling. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 43-48. Retrieved from http://ijmsoridi.com/index.php/ijmsor/article/view/76
Sepúlveda Perico, A. M. (2016). Proposed design of a network supply chain for the cocoa agro chain of Viota municipality, Cundinamarca. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 35-42.
Sheth J.N. y Parvatiyar, A. (1995), “Ecological imperatives and the role of marketing”, in Polonsky, M.J. y Mintu- Wimsatt T. (Eds), Environmental Marketing: Strategies, Practice, Theory and Research, Haworth Press, New York, NY.
Stock, J.R. (Ed.) (1998), Development and Implementation of Reverse Logistics Programs, Council of Logistics Management, Lombard, IL. Christopher, Martin, 1994. Logistics and Supply Chain Management, Richard D. Irwin, Inc., Financial Times, New York, NY.
Veleva V., Hart M., Greiner T. y Crumbley C. (2003). “Indicators for measuring environmental sustainability: A case study”.Benchmarking; 2003; 10, 2; ABI/INFORM Global pg. 107
Welford, R. (1999), “Life cycle assessment”, in Welford, R. (Ed.), Corporate Environmental Management 1: Systems and Strategies, Earthscan Publications, London.
Young, A. y Kielkiewicz-Young, A. (2001), “Sustainable supply network management”, Corporate Environmental Strategy, Vol. 8 No. 3, pp. 260-8.
Zikmund W.G. y Stanton, W.J. (1971), “Recycling solid wastes: a channels of distribution problem”, Journal of Marketing, Vol. 35, July, pp. 34-9.
Zsidisin, G.A. y Siferd, S.P. (2001), “Environmental purchasing: a framework for theory development”, European Journal of Purchasing & Supply Management, Vol. 7 No. 1, pp. 61-73.
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spelling Castro, LaurenJimenez, Yohany Andrés2020-08-16T20:07:08Z2020-08-16T20:07:08Z2020-08https://hdl.handle.net/11323/6935Corporación Universidad de la CostaREDICUC - Repositorio CUChttps://repositorio.cuc.edu.co/Los estudios sobre la cadena de abastecimiento remonta al siglo pasado, pero el termino se popularizo cuando fue usado por un consultor de una compañía quien lo utilizo en una entrevista en el Financial Times en 1982, pero ya fue hasta 1990 cuando este termino se popularizo evolucionando y mencionándose en varios contextos, es mucho los que el estado del arte ha avanzado en estos últimos 30 años es por esto que este trabajo plantea un escenarios general que muestre como ha sido esta evolución a través de una revisión literaria exhaustiva de artículos especializados enfatizando en temas como que es la cadena de abastecimiento, la medición de su desempeño, el desarrollo sostenible, las cadenas de suministro sostenibles y la logística verde.Castro, Lauren-will be generated-orcid-0000-0001-5201-5659-600Jimenez, Yohany AndrésspaCorporación Universidad de la CostaCC0 1.0 Universalhttp://creativecommons.org/publicdomain/zero/1.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Universidad de la CostaCadenas de abastecimientoLogísticaLogística inversaEstado del arteDesarrollo sostenibleLogística verdeEstado del arte cadenas de abastecimientos sostenibles: una visión de los últimos 20 añosArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/articlehttp://purl.org/redcol/resource_type/ARTinfo:eu-repo/semantics/acceptedVersionAmmons J.C., Realff M.J. y Newton D. (2000). Decision models for reverse production system design. In:Madu CN (eds) Handbook of Environmentally Conscious Manufacturing. Kluwer: Boston, pp 341–362.Attaran M. y Attaran S. (2007). “Collaborative Supply Chain Management, The most promising practice for building efficient and sustainable supply chains”. Business Process Management Journal. Vol. 13 No. 3, 2007.pp. 390-404.Ayres R.U y Ayres L.W.(1996). “Industrial Ecology. Towards Closing the Material Cycle”. Elgar: Chetelham.Bacallan J.J. (2000), “ Greening the supply chain”. Business and Environment, Vol. 6 N°5, pp 11 -12.Barros AI, Dekker R y Scholten V (1998). A two-level network for recycling sand: A case study. Eur J Opl Res 110: 199–214.Beamon B.M. (1999). "Designing the green supply chain”.Logistics Information Management. Vol. 12, Iss. 4; pg. 332.Bowen F.E., Causins, P.D., Lamming R.C. y Feruk A.C. (2001). “Hoises for Courses: explaining the gap between the theory and practice of green supply”. Greener Management International Auntomn, pp 41-6Cano Cuadro, H. T. (2019). Green Innovation at the industrial level: A systematic Review. JMSOR: International Journal of Management Science & Operation Research, 4(1), 13-19.Chen M. (2006) “Sustainable Recycling of Automotive Products in China: Technology and Regulation”.JOM; Aug; 58, 8; ABI/INFORM Trade & Industry pg. 23Coronado Hernández, J. R.-C.-M.-P. (2018). Aplicación del modelo de difusión de Bass para estimar el ciclo de vida de una tienda minorista. IJMSOR: International Journal of Management Science & Operation Res, 3(1), 5-10.Crane A. (2000), “Marketing and the natural environment: what role for morality?”. Journal of Macro Marketing, Vol. 20 No. 2, pp. 144-54.De Boer, J. (2003), “Sustainability labelling schemes: the logic of their claims and their functions for stakeholders”, Business Strategy and the Environment, Vol. 12, pp. 254-64.Ekvall T. y Weidema B.P. (2004). "System Boundaries and Input Data in Consequential Life Cycle Inventory Analysis." Int J LCA 9(3): 161-171.Fava H.A. (1997). “LCA: Concept, methodology or strategy?”. Journal of Industrial Ecology 1(2):8-10Feldman D. y Smith G. (2003), Company Codes of Conduct and International Standards: An Analytical Comparison, The World Bank Group – Corporate Social Responsibility Practice, Washington, DC.Fiksel J. (1996), Design for Environment: Creating Eco-Efficient Products and Processes McGraw-Hill, New York, NY.Fleischmann M., Beullens P., Bloemhof-Ruwaard J.M. y Wassenhove L.N.(2001). The impact of product recovery on logistics network design. Prod Opl Mngt 10: 156–173Frosch R.A. y Gallopoulos N.E. (1989). “Strategies for manufacturing”. Scientific American 261(9): 94 – 102.Greadel T.E. (1994). “Industrial ecology – definition and implementation. In Industry Ecology and Global Change”. Socolow R., Adrews C., Berkhout F., Thomas V. (eds). Cambridge University Press: Cambridge; 23-41.Heijungs R. (1996). “Life cycle assessment: what it is and how to do it”, Paris: United Nations Environment Programme.Heiskanen E. (2000). “Managers’ interpretations of LCA: enlightenment and responsibility of confusion and denial?”.. Business Strategy and the Environment 9(4) 239 -254.Heiskanen E. (2002). The intuitional logic of life cycle thinking. Journal of cleaner production 10(5): 427 – 437.Hoffman, A.J. (2000), “Competitive Environmental Management: A Guide to the Changing Business Landscape”, Island Press, Washington, DC.Hunkeler D., Saur K., Strandford H.,Rebitzer G., Schmidt W.P., Jensen A.A., Christiansen K. (2003). Life Cycle Manangement. SETAC:Brussels.Hunt R.C. y Franklin W.E. (1996). “LCA – How it came personal/reflections on the origin and the development of LCA in the USA”. International Journal of Life Cycle Assesment 1(1). 4-7.Jayaraman V., Guide Jr. V.D.R. y Srivastava R. (1999). A closed loop logistics model for remanufacturing. J Opl Res 50: 497–508.orgensen A.L. y Knudsen J.S. (2006). “Sustainable competitiveness in global value chains: how do small Danish firms behave?”. Corporate Governance. VOL. 6 NO. 4 2006, pp. 449-462.Kaplinsky, R. y Morris, M. (2001), A Handbook for Value Chain Research, Institute of Development Studies, University of Sussex, Brighton.Korhonen J. (2000). “Industrial Ecosystem . Using the Material an Energy Flow Model of an Ecosystem in an Industrial System”. University of Jyräkylä: Jyräkylä.Lambert D.M., Cooper M.C. y Pagh J.D. (1998), “Supply chain management: implementation issues and research opportunities”, International Journal of Logistics Management, Vol. 9 No. 2, pp. 1-19.Landinez-Lamadrid, D. C., Ramirez-Ríos, D. G., Neira Rodado, D., Parra Negrete, K., & Combita Niño, J. P. (2017). Shapley Value: its algorithms and application to supply chains. INGE CUC, 13(1), 61-69. https://doi.org/10.17981/ingecuc.13.1.2017.06Linnanen L., Bostrom T., Miettmen P. (1995). “Life cycle management: integrated approach towards corporate environmental issues”. Business Strategy and the Enviroment 4:117 -127.Lippman, S. (1999), “Supply chain environmental management: elements for success”, Corporate Environmental Strategy”, Vol. 6 No. 2, pp. 175-82.Mentzer, J.T., DeWitt, W., Keebler, J.S., Min, S., Nix, N.W., Smith, C.D. and Zacharia, Z.G. (2001), “Defining supply chain management”, Journal of Business Logistics, Vol. 22 No. 2, pp. 1-25.Min, H. y Galle, W.P. (1997), “Green purchasing strategies: trends and implications”, Journal of Supply Chain Management, Vol. 33 No. 3, pp. 10-17.Nieves Cristancho, J. &. (2016). e-Supply chain management for a technology company. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 31-34Oberbacher B., Nokodem H., Kloppfer W. (1996). “LCA- How it came about: an early systems analysis of packaging for liquids – wich would be called and LCA today”. International Journal of Life Cycle Assessment 1(2):62-65.Oliver R.K. and Webber M.D. (1982), “Supply-chain management: logistics catches up with strategy”, in Christopher, M. (Ed.), Logistics: The Strategic Issues, Chapman & Hall, London, pp. 63-75.Peattie K. (1995), Environmental Marketing Management: Meeting the Green Challenge, Pitman, London.Pesonen H.L. (2001). “Environmental management of value chain: promoting lifecycle thinking in industrial networks”. Greenen Management International 33: 45 – 58.Ramirez-Rios, D. G., Rodriguez Pinto, C., Visbal Martinez, J., Monroy Silvera, F., De la Cruz Hernández, J., Donoso Meisel, Y., & Paternina Arboleda, C. D. (2016). A bicriteria optimization model for parallel machine scheduling: game theoretic vs genetic algorithms. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 20-30. Retrieved from http://ijmsoridi.com/index.php/ijmsor/article/view/73Rao P. (2004). “ Greening production: a South East Asian Experience”. International Journal of Operation & Production Management. Vol 24 N°3 pp. 289-320.Reinhardt, F.L. (1999), “Bringing the environment down to the earth”, Harvard Business Review, July/August, pp. 149-57.Salema M.I., Barbosa-Póvoa A.P. y Novais A.Q. (2005). An optimization model for the design of a capacitated multi-product reverse logistics network, with uncertainty.Salema M.I., Póvoa A.P.B. y Novais A.Q. (2006). “A warehouse-based design model for reverse Logistics”. Journal of the Operational Research Society 57, 615–629.Sánchez Comas, A., Troncoso Palacio, A., Troncoso Mendoza, S., & Neira Rodado, D. (2016). Application of taguchi experimental design for identication of factors influence over 3D printing time with fused deposition modeling. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 43-48. Retrieved from http://ijmsoridi.com/index.php/ijmsor/article/view/76Sepúlveda Perico, A. M. (2016). Proposed design of a network supply chain for the cocoa agro chain of Viota municipality, Cundinamarca. IJMSOR: International Journal of Management Science & Operation Research, 1(1), 35-42.Sheth J.N. y Parvatiyar, A. (1995), “Ecological imperatives and the role of marketing”, in Polonsky, M.J. y Mintu- Wimsatt T. (Eds), Environmental Marketing: Strategies, Practice, Theory and Research, Haworth Press, New York, NY.Stock, J.R. (Ed.) (1998), Development and Implementation of Reverse Logistics Programs, Council of Logistics Management, Lombard, IL. Christopher, Martin, 1994. Logistics and Supply Chain Management, Richard D. Irwin, Inc., Financial Times, New York, NY.Veleva V., Hart M., Greiner T. y Crumbley C. (2003). “Indicators for measuring environmental sustainability: A case study”.Benchmarking; 2003; 10, 2; ABI/INFORM Global pg. 107Welford, R. 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