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The effect of human errors on an integrated stochastic supply chain model with setup cost reduction and backorder price discount

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  • Tiwari, Sunil
  • Kazemi, Nima
  • Modak, Nikunja Mohan
  • Cárdenas-Barrón, Leopoldo Eduardo
  • Sarkar, Sumon

Abstract

This study develops an integrated vendor–buyer inventory model for a supply chain where quality issues and human error affect its coordination. Each lot shipped to the buyer contains defective items, with a rate which randomly changes from a lot to the other. The buyer inspects every shipped lot to segregate defective items. However, the inspection process at the buyer’s end goes wrong in the classification of defective and non-defective items. On the other hand, the buyer may run out of inventory, but in order to avoid lost sales, he/she offers a price discount on the backlogged items to his/her customers. Due to the vendor-buyer relationship, the buyer invests in reducing the setup cost of the vendor. Supply chain’s lead-time is considered variable, and two models are developed based on the probability distribution of the lead-time demand. In the first model, it is assumed that lead-time demand follows a normal distribution, while in the latter one, it does not follow any certain distribution. Two models are developed to determine the joint optimal decision variables that minimize the total cost of the supply chain. Two iterative algorithms are developed to obtain the optimal solution for both models. A set of numerical analysis and sensitivity analysis are conducted to gain insights.

Suggested Citation

  • Tiwari, Sunil & Kazemi, Nima & Modak, Nikunja Mohan & Cárdenas-Barrón, Leopoldo Eduardo & Sarkar, Sumon, 2020. "The effect of human errors on an integrated stochastic supply chain model with setup cost reduction and backorder price discount," International Journal of Production Economics, Elsevier, vol. 226(C).
  • Handle: RePEc:eee:proeco:v:226:y:2020:i:c:s092552732030044x
    DOI: 10.1016/j.ijpe.2020.107643
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    1. Z X Chen & B R Sarker, 2010. "Multi-vendor integrated procurement-production system under shared transportation and just-in-time delivery system," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(11), pages 1654-1666, November.
    2. Marchi, B. & Ries, J.M. & Zanoni, S. & Glock, C.H., 2016. "A joint economic lot size model with financial collaboration and uncertain investment opportunity," International Journal of Production Economics, Elsevier, vol. 176(C), pages 170-182.
    3. Mou, Qiong & Cheng, Yunlong & Liao, Huchang, 2017. "A note on “lead time reduction strategies in a single-vendor-single-buyer integrated inventory model with lot size-dependent lead times and stochastic demand”," International Journal of Production Economics, Elsevier, vol. 193(C), pages 827-831.
    4. Ertogral, K. & Darwish, M. & Ben-Daya, M., 2007. "Production and shipment lot sizing in a vendor-buyer supply chain with transportation cost," European Journal of Operational Research, Elsevier, vol. 176(3), pages 1592-1606, February.
    5. Glock, C. H. & Kim, T., 2012. "A joint economic lot sizemodel with returnable transport items," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 59079, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    6. Hesham K. Alfares & Ahmed M. Attia, 2017. "A supply chain model with vendor-managed inventory, consignment, and quality inspection errors," International Journal of Production Research, Taylor & Francis Journals, vol. 55(19), pages 5706-5727, October.
    7. Modak, Nikunja Mohan & Kelle, Peter, 2019. "Managing a dual-channel supply chain under price and delivery-time dependent stochastic demand," European Journal of Operational Research, Elsevier, vol. 272(1), pages 147-161.
    8. De Giovanni, Pietro & Karray, Salma & Martín-Herrán, Guiomar, 2019. "Vendor Management Inventory with consignment contracts and the benefits of cooperative advertising," European Journal of Operational Research, Elsevier, vol. 272(2), pages 465-480.
    9. Hui Shu & Xideng Zhou, 2014. "An optimal policy for a single-vendor and a single-buyer integrated system with setup cost reduction and process-quality improvement," International Journal of Systems Science, Taylor & Francis Journals, vol. 45(5), pages 1242-1252, May.
    10. Bijvank, Marco & Vis, Iris F.A., 2011. "Lost-sales inventory theory: A review," European Journal of Operational Research, Elsevier, vol. 215(1), pages 1-13, November.
    11. Hsien-Jen Lin & Yu-Jen Lin, 2014. "Supply chain coordination with defective items and quantity discount," International Journal of Systems Science, Taylor & Francis Journals, vol. 45(12), pages 2529-2538, December.
    12. Dominguez, Roberto & Cannella, Salvatore & Barbosa-Póvoa, Ana P. & Framinan, Jose M., 2018. "Information sharing in supply chains with heterogeneous retailers," Omega, Elsevier, vol. 79(C), pages 116-132.
    13. Glock, C. H., 2012. "Lead time reduction strategies in a single-vendor-single-buyer integrated inventory model with lot size-dependent lead times and stochastic demand," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 57816, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. Kaur Arshinder & Arun Kanda & S. G. Deshmukh, 2011. "A Review on Supply Chain Coordination: Coordination Mechanisms, Managing Uncertainty and Research Directions," International Handbooks on Information Systems, in: Tsan-Ming Choi & T.C. Edwin Cheng (ed.), Supply Chain Coordination under Uncertainty, pages 39-82, Springer.
    15. L-Y Ouyang & C-K Chen & H-C Chang, 1999. "Lead time and ordering cost reductions in continuous review inventory systems with partial backorders," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(12), pages 1272-1279, December.
    16. Glock, C. H. & Grosse, E. H. & Neumann, W. P. & Sgarbossa, F., 2017. "Editorial: Human factors in industrial and logistic system design," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 89304, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    17. Sarkar, Biswajit & Moon, Ilkyeong, 2014. "Improved quality, setup cost reduction, and variable backorder costs in an imperfect production process," International Journal of Production Economics, Elsevier, vol. 155(C), pages 204-213.
    18. Pan, Jason Chao-Hsien & Lo, Ming-Cheng & Hsiao, Yu-Cheng, 2004. "Optimal reorder point inventory models with variable lead time and backorder discount considerations," European Journal of Operational Research, Elsevier, vol. 158(2), pages 488-505, October.
    19. Grosse, E. H. & Glock, C. H. & Jaber, M. Y. & Neumann, W. P., 2015. "Incorporating human factors in order picking planning models: framework and research opportunities," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 65237, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    20. David, Israel & Eben-Chaime, Moshe, 2008. "How accurate is the integrated vendor-buyer continuous model?," International Journal of Production Economics, Elsevier, vol. 114(2), pages 805-810, August.
    21. Salameh, M. K. & Jaber, M. Y., 2000. "Economic production quantity model for items with imperfect quality," International Journal of Production Economics, Elsevier, vol. 64(1-3), pages 59-64, March.
    22. Oshmita Dey, 2019. "A fuzzy random integrated inventory model with imperfect production under optimal vendor investment," Operational Research, Springer, vol. 19(1), pages 101-115, March.
    23. B.C. Giri & A. Chakraborty & T. Maiti, 2017. "Consignment stock policy with unequal shipments and process unreliability for a two-level supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 55(9), pages 2489-2505, May.
    24. Zavanella, Lucio & Zanoni, Simone, 2009. "A one-vendor multi-buyer integrated production-inventory model: The 'Consignment Stock' case," International Journal of Production Economics, Elsevier, vol. 118(1), pages 225-232, March.
    25. Evan L. Porteus, 1985. "Investing in Reduced Setups in the EOQ Model," Management Science, INFORMS, vol. 31(8), pages 998-1010, August.
    26. Eric H. Grosse & Christoph H. Glock & Mohamad Y. Jaber & W. Patrick Neumann, 2015. "Incorporating human factors in order picking planning models: framework and research opportunities," International Journal of Production Research, Taylor & Francis Journals, vol. 53(3), pages 695-717, February.
    27. Behzadi, Golnar & O’Sullivan, Michael Justin & Olsen, Tava Lennon & Zhang, Abraham, 2018. "Agribusiness supply chain risk management: A review of quantitative decision models," Omega, Elsevier, vol. 79(C), pages 21-42.
    28. Grosse, E. H., 2015. "Human factors in order picking systems – A framework for integrating human factors in order picking planning models with an in-depth analysis of learning effects," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 74359, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    29. Wee, Hui Ming & Widyadana, Gede Agus, 2013. "A production model for deteriorating items with stochastic preventive maintenance time and rework process with FIFO rule," Omega, Elsevier, vol. 41(6), pages 941-954.
    30. Glock, Christoph H., 2012. "Lead time reduction strategies in a single-vendor–single-buyer integrated inventory model with lot size-dependent lead times and stochastic demand," International Journal of Production Economics, Elsevier, vol. 136(1), pages 37-44.
    31. Hoque, Mohammad A. & Goyal, Suresh K., 2006. "A heuristic solution procedure for an integrated inventory system under controllable lead-time with equal or unequal sized batch shipments between a vendor and a buyer," International Journal of Production Economics, Elsevier, vol. 102(2), pages 217-225, August.
    32. Jawad, Hussam & Jaber, Mohamad Y. & Nuwayhid, Rida Y., 2018. "Improving supply chain sustainability using exergy analysis," European Journal of Operational Research, Elsevier, vol. 269(1), pages 258-271.
    33. Marchi, B. & Ries, J. M. & Zanoni, S. & Glock, C. H., 2016. "A joint economic lot size model with financial collaboration and uncertain investment opportunity," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 79714, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    34. Mehmood Khan & Matloub Hussain & Leopoldo Eduardo Cárdenas-Barrón, 2017. "Learning and screening errors in an EPQ inventory model for supply chains with stochastic lead time demands," International Journal of Production Research, Taylor & Francis Journals, vol. 55(16), pages 4816-4832, August.
    35. Evan L. Porteus, 1986. "Optimal Lot Sizing, Process Quality Improvement and Setup Cost Reduction," Operations Research, INFORMS, vol. 34(1), pages 137-144, February.
    36. Anuraag Gutgutia & J. K. Jha, 2018. "A closed-form solution for the distribution free continuous review integrated inventory model," Operational Research, Springer, vol. 18(1), pages 159-186, April.
    37. Jason Chao-Hsien Pan & Ming-Cheng Lo, 2008. "The Learning Effect On Setup Cost Reduction For Mixture Inventory Models With Variable Lead Time," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 25(04), pages 513-529.
    38. Hsu, Jia-Tzer & Hsu, Lie-Fern, 2013. "An EOQ model with imperfect quality items, inspection errors, shortage backordering, and sales returns," International Journal of Production Economics, Elsevier, vol. 143(1), pages 162-170.
    39. Glock, C. H., 2012. "The joint economic lot size problem: a review," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 57811, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    40. Wee, H.M. & Yu, Jonas & Chen, M.C., 2007. "Optimal inventory model for items with imperfect quality and shortage backordering," Omega, Elsevier, vol. 35(1), pages 7-11, February.
    41. Glock, Christoph H., 2012. "The joint economic lot size problem: A review," International Journal of Production Economics, Elsevier, vol. 135(2), pages 671-686.
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    3. Bikash Koli Dey & Hyesung Seok, 2024. "Intelligent inventory management with autonomation and service strategy," Journal of Intelligent Manufacturing, Springer, vol. 35(1), pages 307-330, January.
    4. Sumon Sarkar & Sunil Tiwari & B. C. Giri, 2022. "Impact of uncertain demand and lead-time reduction on two-echelon supply chain," Annals of Operations Research, Springer, vol. 315(2), pages 2027-2055, August.
    5. Sumon Sarkar & Bibhas C. Giri, 2022. "Safety stock management in a supply chain model with waiting time and price discount dependent backlogging rate in stochastic environment," Operational Research, Springer, vol. 22(2), pages 917-946, April.
    6. R. Uthayakumar & B. Karthick, 2023. "Analysis of several reduction strategies on a two-echelon sustainable supply chain model with triangular fuzzy demand," OPSEARCH, Springer;Operational Research Society of India, vol. 60(1), pages 393-419, March.

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