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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Jaggi CK, Tiwari S, Shafi A (2015) Effect of deterioration on two-warehouse inventory model with imperfect quality. Comput Ind Eng 88:378–385
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
Jonas CP (2019) Optimizing a two-warehouse system under shortage backordering, trade credit, and decreasing rental conditions. Int J Prod Econ 209:147–155
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Satapathy S, Naik A (2016) Social group optimization (SGO): a new population evolutionary optimization technique. Complex Intell Syst 2(3):173–203
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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).
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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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DOI: https://doi.org/10.1007/s13198-024-02341-8