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Link to original content: https://doi.org/10.1007/s13198-024-02341-8
A two-warehouse inventory model for deteriorating items with partially backlogged demand rate under trade credit policies | International Journal of System Assurance Engineering and Management Skip to main content
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A two-warehouse inventory model for deteriorating items with partially backlogged demand rate under trade credit policies

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Abstract

This work presents a two-storage inventory model developed considering the effect of deterioration of items, partial advanced payment and two-level trade credit financing policies ignoring the relationship between the credit periods offered for retailers as well as customers by the supplier and retailer respectively. Here, demand is dependent on freshness period of the items, credit period (offered by the retailer) of customers and item’s selling price. Here, shortages are permitted with partially backlogged. According to the length of credit period for retailer, three scenarios are investigated. Then these scenarios are discussed in details and the corresponding models are formulated with the objectives to determine the optimal policy by optimizing the average profit of each scenario subject to some constraints. The corresponding optimization problems of different scenarios are non-linear in nature and those problems are solved with the help of differential evolution (DE) algorithm and other eight existing metaheuristic algorithms. To validate the model, three numerical examples are considered and solved. The results obtained from DE algorithm are compared statistically with that of other algorithms. For justification of the comparison and also the verification of the statistical significance of DE algorithm, two different tests, viz. Friedman and analysis of variance (ANOVA) tests are carried out for the numerical examples. Finally, sensitivity analyses are conducted and the effects of different system parameters on best found (optimal) policy are presented graphically.

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References

  • Aarya DD, Kumar M, Singh SJ (2020) Inventory model for decaying products with shortages and inflation under trade credit in two warehouses. In: Recent advances in mathematics for engineering, CRC Press, pp 327–350

  • Afrifa GA, Alshehabi A, Tingbani I, Halabi H (2021) Abnormal inventory and performance in manufacturing companies: evidence from the trade credit channel. Rev Quant Financ Acc 56:581–617

    Google Scholar 

  • Aghajani M, Fattahi P, Hajipour V (2021) Bi-objective reliable multi-product location-inventory problem design with perishable products and freshness-dependent demands. Int J Ind Syst Eng 38(1):107–132

    Google Scholar 

  • Agrawal S, Banerjee S, Papachristos S (2013) Inventory model with deteriorating items, ramp-type demand and partially backlogged shortages for a two warehouse system. Appl Math Model 37(20–21):8912–8929

    MathSciNet  Google Scholar 

  • Ahmed W, Jalees M, Omair M, Mukhtar Z, Imran M (2022) An inventory management for global supply chain through reworking of defective items having positive inventory level under multi-trade-credit-period. Ann Oper Res 315(1):1–28

    MathSciNet  Google Scholar 

  • Bai R, Kendall G (2008) A model for fresh produce shelf-space allocation and inventory management with freshness-condition-dependent demand. INFORMS J Comput 20(1):78–85

    MathSciNet  Google Scholar 

  • Banerjee S, Agrawal S (2017) Inventory model for deteriorating items with freshness and price dependent demand: optimal discounting and ordering policies. Appl Math Model 52:53–64

    MathSciNet  Google Scholar 

  • Barman A, Das R, De PK (2021a) Optimal pricing, replenishment scheduling, and preservation technology investment policy for multi-item deteriorating inventory model under shortages. Int J Model Simul Sci Comput 12(05):2150039

    Google Scholar 

  • Barman D, Mahata GC, Das B (2021b) Advance payment based vendor–buyer production inventory model with stochastic lead time and continuous review policy. Opsearch 58(4):1217–1237

    MathSciNet  Google Scholar 

  • Bhunia AK, Shaikh AA (2015) An application of PSO in a two-warehouse inventory model for deteriorating item under permissible delay in payment with different inventory policies. Appl Math Comput 256:831–850

    MathSciNet  Google Scholar 

  • Bhunia AK, Mahato SK, Shaikh AA, Jaggi CK (2014) A deteriorating inventory model with displayed stock-level-dependent demand and partially backlogged shortages with all unit discount facilities via particle swarm optimisation. Int J Syst Sci Oper Logist 1(3):164–180

    Google Scholar 

  • Chandra S (2020) Two warehouse inventory model for deteriorating items with stock dependent demand under permissible delay in payment. J Math Comput Sci 10(4):1131–1149

    Google Scholar 

  • Chen SC, Min J, Teng JT, Li F (2016) Inventory and shelf-space optimization for fresh produce with expiration date under freshness-and-stock-dependent demand rate. J Oper Res Soc 67(6):884–896

    Google Scholar 

  • Chen CJ, Jain N, Yang SA (2023) The impact of trade credit provision on retail inventory: an empirical investigation using synthetic controls. Manage Sci 69(8):4591–4608

    Google Scholar 

  • Chen Z, Dan B, Ma S, Tian Y (2024) Demand information sharing of fresh produce supply chain considering competing suppliers’ freshness-keeping effort. Int Trans Oper Res 31(2):1206–1231

    MathSciNet  Google Scholar 

  • Choudhury M, Mahata GC (2024) Non-instantaneous deteriorating items inventory models with fixed lifetime products under hybrid partial prepayment and trade credit in supply chain. J Ind Manag Optimiz 20(1):221–259

    MathSciNet  Google Scholar 

  • Choudhury M, De SK, Mahata GC (2022) Inventory decision for products with deterioration and expiration dates for pollution-based supply chain model in fuzzy environments. RAIRO-Oper Res 56(1):475–500

    MathSciNet  Google Scholar 

  • Chung KJ, Huang TS (2007) The optimal retailer’s ordering policies for deteriorating items with limited storage capacity under trade credit financing. Int J Prod Econ 106(1):127–145

    Google Scholar 

  • Claassen GDH, Kirst P, Van ATT, Snels JCMA, Guo X, van Beek P (2024) Integrating time-temperature dependent deterioration in the economic order quantity model for perishable products in multi-echelon supply chains. Omega 125:103041

    Google Scholar 

  • Das SC, Manna AK, Rahman MS, Shaikh AA, Bhunia AK (2021a) An inventory model for non-instantaneous deteriorating items with preservation technology and multiple credit periods-based trade credit financing via particle swarm optimization. Soft Comput 25(7):5365–5384

    Google Scholar 

  • Das S, Khan MAA, Mahmoud EE, Abdel-Aty AH, Abualnaja KM, Shaikh AA (2021b) A production inventory model with partial trade credit policy and reliability. Alex Eng J 60(1):1325–1338

    Google Scholar 

  • Das D (2023) A two-warehouses production inventory model for deteriorating items with stock-dependent demand under preservation technology using modified genetic algorithm. ICTACT J Soft Comput. https://doi.org/10.21917/ijsc.2023.0433

    Article  Google Scholar 

  • Dey D, Kar S, Bhattacharya DK (2024) Analytical solution of a modified single item continuous production inventory model under constant deterioration, goal levels and penalties. Opsearch 61(1):399–420

    MathSciNet  Google Scholar 

  • Duary A, Banerjee T, Shaikh AA, Niaki STA, Bhunia AK (2021) A Weibull distributed deteriorating inventory model with all-unit discount, advance payment and variable demand via different variants of PSO. Int J Logist Syst Manag 40(2):145–170

    Google Scholar 

  • Duary A, Das S, Arif MG, Abualnaja KM, Khan MAA, Zakarya M, Shaikh AA (2022) Advance and delay in payments with the price-discount inventory model for deteriorating items under capacity constraint and partially backlogged shortages. Alex Eng J 61(2):1735–1745

    Google Scholar 

  • Dye CY (2012) A finite horizon deteriorating inventory model with two-phase pricing and time-varying demand and cost under trade credit financing using particle swarm optimization. Swarm Evol Comput 5:37–53

    Google Scholar 

  • Esmaeili M, Nasrabadi M (2021) An inventory model for single-vendor multi-retailer supply chain under inflationary conditions and trade credit. J Ind Prod Eng 38(2):75–88

    Google Scholar 

  • Feng L, Wang WC, Teng JT, Cárdenas-Barrón LE (2022) Pricing and lot-sizing decision for fresh goods when demand depends on unit price, displaying stocks and product age under generalized payments. Eur J Oper Res 296(3):940–952

    MathSciNet  Google Scholar 

  • Gupta M, Tiwari S, Jaggi CK (2020) Retailer’s ordering policies for time-varying deteriorating items with partial backlogging and permissible delay in payments in a two-warehouse environment. Ann Oper Res 295(1):139–161

    MathSciNet  Google Scholar 

  • Huang YF (2006) An inventory model under two levels of trade credit and limited storage space derived without derivatives. Appl Math Model 30(5):418–436

    Google Scholar 

  • Jaggi CK, Verma P (2010) Two-warehouse inventory model for deteriorating items with linear trend in demand and shortages under inflationary conditions. Int J Procure Manag 3(1):54–71

    Google Scholar 

  • Jaggi CK, Khanna A, Pareek S, Sharma R (2013) Ordering policy in a two-warehouse environment for deteriorating items with shortages under inflationary conditions. Int J Strateg Decis Sci 4(2):27–47

    Google Scholar 

  • Jaggi CK, Tiwari S, Shafi A (2015) Effect of deterioration on two-warehouse inventory model with imperfect quality. Comput Ind Eng 88:378–385

    Google Scholar 

  • Jani MY, Betheja MR, Chaudhari U, Sarkar B (2023) Effect of future price increase for products with expiry dates and price-sensitive demand under different payment policies. Mathematics 11(2):263

    Google Scholar 

  • Jonas CP (2019) Optimizing a two-warehouse system under shortage backordering, trade credit, and decreasing rental conditions. Int J Prod Econ 209:147–155

    Google Scholar 

  • Khakzad A, Gholamian MR (2020) The effect of inspection on deterioration rate: an inventory model for deteriorating items with advanced payment. J Clean Prod 254:120117

    Google Scholar 

  • Khan MAA, Shaikh AA, Panda GC, Konstantaras I (2019) Two-warehouse inventory model for deteriorating items with partial backlogging and advance payment scheme. RAIRO-Oper Res 53(5):1691–1708

    MathSciNet  Google Scholar 

  • Khan MAA, Halim MA, AlArjani A, Shaikh AA, Uddin MS (2022) Inventory management with hybrid cash-advance payment for time-dependent demand, time-varying holding cost and non-instantaneous deterioration under backordering and non-terminating situations. Alex Eng J 61(11):8469–8486

    Google Scholar 

  • Khan MAA, Shaikh AA, Khan AR, Alrasheedi AF (2023) Advertising and pricing strategies of an inventory model with product freshness-related demand and expiration date-related deterioration. Alex Eng J 73:353–375

    Google Scholar 

  • Kumar A, Chanda U (2018) Two-warehouse inventory model for deteriorating items with demand influenced by innovation criterion in growing technology market. J Manag Anal 5(3):198–212

    Google Scholar 

  • Kumar BA, Paikray SK, Padhy B (2022) Retailer’s optimal ordering policy for deteriorating inventory having positive lead time under pre-payment interim and post-payment strategy. Int J Appl Comput Math 8(4):165

    MathSciNet  Google Scholar 

  • Kumar N, Manna AK, Shaikh AA, Bhunia AK (2021) Application of hybrid binary tournament-based quantum-behaved particle swarm optimization on an imperfect production inventory problem. Soft Comput, 1–23

  • Kundu A, Guchhait P, Maiti M, Castillo O (2021) Inventory of a deteriorating green product with preservation technology cost using a hybrid algorithm. Soft Comput 25(17):11621–11636

    Google Scholar 

  • Lashgari M, Taleizadeh AA, Ahmadi A (2016) Partial up-stream advanced payment and partial down-stream delayed payment in a three-level supply chain. Ann Oper Res 238(1–2):329–354

    MathSciNet  Google Scholar 

  • Liao JJ, Huang KN (2010) Deterministic inventory model for deteriorating items with trade credit financing and capacity constraints. Comput Ind Eng 59(4):611–618

    Google Scholar 

  • Liao JJ, Huang KN, Chung KJ (2012) Lot-sizing decisions for deteriorating items with two warehouses under an order-size-dependent trade credit. Int J Prod Econ 137(1):102–115

    Google Scholar 

  • Liao JJ, Chung KJ, Huang KN (2013) A deterministic inventory model for deteriorating items with two warehouses and trade credit in a supply chain system. Int J Prod Econ 146(2):557–565

    Google Scholar 

  • Liu C, Chen W, Zhou Q, Mu J (2021) Modelling dynamic freshness-keeping effort over a finite time horizon in a two-echelon online fresh product supply chain. Eur J Oper Res 293(2):511–528

    MathSciNet  Google Scholar 

  • Liu C, Lv J, Hou P, Lu D (2023) Disclosing products’ freshness level as a non-contractible quality: optimal logistics service contracts in the fresh products supply chain. Eur J Oper Res 307(3):1085–1102

    MathSciNet  Google Scholar 

  • Mahdavisharif M, Kazemi M, Jahani H, Bagheri F (2023) Pricing and inventory policy for non-instantaneous deteriorating items in vendor-managed inventory systems: a Stackelberg game theory approach. Int J Syst Sci Oper Logist 10(1):2038715

    Google Scholar 

  • Maihami R, Karimi B, Ghomi SMTF (2017) Effect of two-echelon trade credit on pricing-inventory policy of non-instantaneous deteriorating products with probabilistic demand and deterioration functions. Ann Oper Res 257(1):237–273

    MathSciNet  Google Scholar 

  • Manna AK, Akhtar M, Shaikh AA, Bhunia AK (2021) Optimization of a deteriorated two-warehouse inventory problem with all-unit discount and shortages via tournament differential evolution. Appl Soft Comput 107:107388

    Google Scholar 

  • Mashud AHM, Wee HM, Huang CV (2021) Preservation technology investment, trade credit and partial backordering model for a non-instantaneous deteriorating inventory. RAIRO-Oper Res 55:S51–S77

    MathSciNet  Google Scholar 

  • Mondal R, Shaikh AA, Bhunia AK (2019) Crisp and interval inventory models for ameliorating item with Weibull distributed amelioration and deterioration via different variants of quantum behaved particle swarm optimization-based techniques. Math Comput Model Dyn Syst 25(6):602–626

    MathSciNet  Google Scholar 

  • Moradi S, Gholamian MR, Sepehri A (2023) An inventory model for imperfect quality items considering learning effects and partial trade credit policy. Opsearch 60(1):276–325

    MathSciNet  Google Scholar 

  • Nobil AH, Sedigh AHA, Cárdenas-Barrón LE (2020) A multiproduct single machine economic production quantity (EPQ) inventory model with discrete delivery order, joint production policy and budget constraints. Ann Oper Res 286(1):265–301

    MathSciNet  Google Scholar 

  • Palanivel M, Uthayakumar R (2017) Two-warehouse inventory model for non-instantaneous deteriorating items with partial backlogging and permissible delay in payments under inflation. Int J Oper Res 28(1):35–69

    MathSciNet  Google Scholar 

  • Panda GC, Khan MAA, Shaikh AA (2019) A credit policy approach in a two-warehouse inventory model for deteriorating items with price-and stock-dependent demand under partial backlogging. J Ind Eng Int 15(1):147–170

    Google Scholar 

  • Patra SK, Paikray SK, Dutta H (2024) An inventory model under power pattern demand having trade credit facility and preservation technology investment with completely backlogged shortages. J Ind Manag Optim, 0–0.

  • Piramuthu S, Zhou W (2013) RFID and perishable inventory management with shelf-space and freshness dependent demand. Int J Prod Econ 144(2):635–640

    Google Scholar 

  • Priyamvada P, Rini R, Jaggi CK (2022) Optimal inventory strategies for deteriorating items with price-sensitive investment in preservation technology. RAIRO-Oper Res 56(2):601–617

    MathSciNet  Google Scholar 

  • Rahaman M, Mondal SP, Shaikh AA, Pramanik P, Roy S, Maiti MK, De D (2020) Artificial bee colony optimization-inspired synergetic study of fractional-order economic production quantity model. Soft Comput 24(20):15341–15359

    Google Scholar 

  • Rahman MS, Khan MAA, Halim MA, Nofal TA, Shaikh AA, Mahmoud EE (2021) Hybrid price and stock dependent inventory model for perishable goods with advance payment related discount facilities under preservation technology. Alex Eng J 60(3):3455–3465

    Google Scholar 

  • Rana RS, Kumar D, Prasad K (2021) Two warehouse dispatching policies for perishable items with freshness efforts, inflationary conditions and partial backlogging. Oper Manag Res, 1–18

  • Rao R (2020) Rao algorithms: three metaphor-less simple algorithms for solving optimization problems. Int J Ind Eng Comput 11(1):107–130

    Google Scholar 

  • Rao RV, Savsani VJ, Vakharia DP (2011) Teaching–learning-based optimization: a novel method for constrained mechanical design optimization problems. Comput Aided Des 43(3):303–315

    Google Scholar 

  • Roy SK, Pervin M, Weber GW (2020) A two-warehouse probabilistic model with price discount on backorders under two levels of trade-credit policy. J Ind Manag Optimiz 16(2):553

    MathSciNet  Google Scholar 

  • Salmasnia A, Talesh-Kazemi A, Maleki MR (2022) Joint optimization of inventory planning, maintenance policy and pricing for perishable complementary products by considering the product freshness and technology level. J Ind Bus Econ, 1–34

  • San-José LA, Sicilia J, Cárdenas-Barrón LE, González-de-la-Rosa M (2024) A sustainable inventory model for deteriorating items with power demand and full backlogging under a carbon emission tax. Int J Prod Econ 268:109098

    Google Scholar 

  • Saren S, Sarkar B, Bachar RK (2020) Application of various price-discount policy for deteriorated products and delay-in-payments in an advanced inventory model. Inventions 5(3):50

    Google Scholar 

  • Satapathy S, Naik A (2016) Social group optimization (SGO): a new population evolutionary optimization technique. Complex Intell Syst 2(3):173–203

    Google Scholar 

  • Shaikh AA (2017a) A two warehouse inventory model for deteriorating items with variable demand under alternative trade credit policy. Int J Logist Syst Manag 27(1):40–61

    Google Scholar 

  • Shaikh AA (2017b) An inventory model for deteriorating item with frequency of advertisement and selling price dependent demand under mixed type trade credit policy. Int J Logist Syst Manag 28(3):375–395

    Google Scholar 

  • Sharma A, Kaushik J (2021) Inventory model for deteriorating items with ramp type demand under permissible delay in payment. Int J Procure Manag 14(5):578–595

    Google Scholar 

  • Sharma S, Tyagi A, Verma BB, Kumar S (2022) An inventory control model for deteriorating items under demand dependent production with time and stock dependent demand. Int J Oper Quant Manag 27(4):321–336

    Google Scholar 

  • Sharma MK, Mandal D (2024) An inventory model with preservation technology investments and stock-varying demand under advanced payment scheme. OPSEARCH, 1–22

  • Soni HN (2021) Joint pricing and inventory policies for perishable items with price discount based on freshness index. Turk J Comput Math Educ (TURCOMAT) 12(11):1954–1963

    Google Scholar 

  • Storn R, Price K (1997) Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. J Global Optim 11(4):341–359

    MathSciNet  Google Scholar 

  • Taleizadeh AA (2017) Lot-sizing model with advance payment pricing and disruption in supply under planned partial backordering. Int Trans Oper Res 24(4):783–800

    MathSciNet  Google Scholar 

  • Taleizadeh AA, Tavakoli S, San-José LA (2018) A lot sizing model with advance payment and planned backordering. Ann Oper Res 271(2):1001–1022

    MathSciNet  Google Scholar 

  • Tiwari S, Cárdenas-Barrón LE, Khanna A, Jaggi CK (2016) Impact of trade credit and inflation on retailer’s ordering policies for non-instantaneous deteriorating items in a two-warehouse environment. Int J Prod Econ 176:154–169

    Google Scholar 

  • Trivedi CR, Jani MY, Joshi DC, Betheja MR (2024) Optimal pricing and advertisement with allowable shortages for non-instantaneous deteriorating items under inflation and trade credit. Int J Procure Manag 19(1):122–158

    Google Scholar 

  • Tsao YC, Pantisoontorn A, Vu TL, Chen TH (2024) Optimal production and predictive maintenance decisions for deteriorated products under advance-cash-credit payments. Int J Prod Econ 269:109132

    Google Scholar 

  • Udayakumar R, Geetha KV (2018) An EOQ model for non-instantaneous deteriorating items with two levels of storage under trade credit policy. J Ind Eng Int 14(2):343–365

    Google Scholar 

  • Xi M, Sun J, Xu W (2008) An improved quantum-behaved particle swarm optimization algorithm with weighted mean best position. Appl Math Comput 205(2):751–759

    Google Scholar 

  • Xu W, Sun J (2005) Adaptive parameter selection of quantum-behaved particle swarm optimization on global level. In: International conference on intelligent computing, Springer, Berlin, pp 420–428

  • Xu W, Zhang L, Cui J (2022) Optimal replenishment policies and trade credit for integrated inventory problems in fuzzy environment. Math Probl Eng. https://doi.org/10.1155/2022/5597437

    Article  Google Scholar 

  • Yang HL, Chang CT (2013) A two-warehouse partial backlogging inventory model for deteriorating items with permissible delay in payment under inflation. Appl Math Model 37(5):2717–2726

    MathSciNet  Google Scholar 

  • Zhang Y, Wang Z (2020) Joint ordering, pricing, and freshness-keeping policy for perishable products: single-period deterministic scenario. IEEE Trans Autom Sci Eng 17(4):1868–1882

    Google Scholar 

  • Zhang J, Wei Q, Zhang Q, Tang W (2016) Pricing, service and preservation technology investments policy for deteriorating items under common resource constraints. Comput Ind Eng 95:1–9

    Google Scholar 

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Acknowledgements

We would like to express our sincere thanks to all the anonymous reviewers for their constructive comments and suggestions to improve the paper. The first author would greatly acknowledge the financial support given by CSIR (New Delhi) under CSIR-SRF Fellowship (Sr.No.1061741522, Ref.No:18/06/2017(i)EU-V).

Funding

The first would like to acknowledge the financial support obtained from CSIR (New Delhi) under the CSIR-SRF Fellowship scheme (Sr.No.1061741522, Ref.No:18/06/2017(i)EU-V). Also, the fourth and fifth authors would like to acknowledge the Department of Science and Technology, Government of India, for FIST support (SR/FST/MSII/2017/10 (C)).

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Mondal, R., Das, S., Akhtar, M. et al. A two-warehouse inventory model for deteriorating items with partially backlogged demand rate under trade credit policies. Int J Syst Assur Eng Manag 15, 3350–3367 (2024). https://doi.org/10.1007/s13198-024-02341-8

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