Analysis of queuing-inventory system with phase-type service time under hybrid replenishment policy
Keywords:
queuing-inventory system, hybrid replenishment policy, phase-type service distribution, matrix-geometric methodAbstract
We investigate a single-server queuing-inventory system with a hybrid replenishment policy. Customer arrivals follow a Poisson process and service times have a phase-type distribution. A hybrid inventory replenishment policy is defined as follows: when the inventory level falls to s, the (s, Q) policy is applied, provided that the number of customers in the system is less than a threshold r; if at this point the customers quantity is greater than or equal to r, the (s, S) policy is applied. The mathematical model of the investigated queuing-inventory system is constructed as a multi-dimensional continuous-time Markov chain. The stability condition is established, and steady-state distribution is calculated using the matrix-geometric method. Numerical results are presented.
References
- Bijvank M, Vis IFA. Lost-sales inventory theory: a review. European Journal of Operational Research. 2011;215(1):1–13. DOI: 10.1016/j.ejor.2011.02.004.
- Krishnamoorthy A, Manikandan R, Lakshmy B. A revisit to queueing-inventory system with positive service time. Annals of Operations Research. 2015;233:221–236. DOI: 10.1007/s10479-013-1437-x.
- Krishnamoorthy A, Shajin D, Narayanan VC. Inventory with positive service time: a survey. In: Anisimov V, Limnios N, editors. Queueing theory 2: advanced trends. London: ISTE; 2021. p. 201–238 (Sciences. Mathematics: queuing theory and applications). Co-published by the John Wiley & Sons. DOI: 10.1002/9781119755234.ch6.
- Salini K, Arya PS, Manikandan R. Queueing-inventory systems: a survey. arXiv:2308.06518v3 [Preprint]. 2023 [cited 2025 March 21]: [40 p.]. Available from: https://arxiv.org/abs/2308.06518v3.
- Wang J, Zhang Y. Research progress on queueing-inventory systems. Operations Research Transactions. 2025;29(3):77–92. Chinese. DOI: 10.15960/j.cnki.issn.1007-6093.2025.03.004.
- Chakravarthy SR, Rumyantsev A. Analytical and simulation studies of queueing-inventory models with MAP demands in batches and positive phase type services. Simulation Modeling Practice and Theory. 2020;103:102092. DOI: 10.1016/j.simpat.2020.102092.
- Otten S, Daduna H. Stability of queueing-inventory systems with customers of different priorities. Annals of Operations Research. 2023;331(2):963 – 983. DOI: 10.1007/s10479-022-05140-1.
- Shajin D, Jacob J, Krishnamoorthy A. On a queueing inventory problem with necessary and optional inventories. Annals of Operations Research. 2022;315(2):2089 –2114. DOI: 10.1007/s10479-021-03975-8.
- Rasmi K, Jacob MJ, Rumyantsev AS, Krishnamoorthy A. A multi-server heterogeneous queuing-inventory system with class-dependent inventory access. Mathematics. 2021;9(9):1037. DOI: 10.3390/math9091037.
- Jeganathan K, Anzen Koffer V, Pavai Madheswari S, Venkatesan T. An investigation on retrial queueing-inventory system with server maintenance based on customer satisfaction. International Journal of Applied and Computational Mathematics. 2025;11(5):193. DOI: 10.1007/s40819-025-02023-4.
- Jeganathan K, Anzen Koffer V, Lakshmanan K, Ammar SI. Performance analysis of synergistic servers in a multi-server queueing-inventory system with encouraged arrivals. Journal of the Indian Society for Probability and Statistics. 2026;27(1):159 –202. DOI: 10.1007/s41096-025-00255-7.
- Dudin AN. Admission control in a parcel delivery system with account of the finite capacity of the warehouse at the pick-up point. Journal of the Belarusian State University. Mathematics and Informatics. 2025;1:68 –78. EDN: ZIAXUB.
- Melikov A, Mirzayev R, Nair SS. Double sources queuing-inventory system with hybrid replenishment policy. Mathematics. 2022;10(14):2423. DOI: 10.3390/math10142423.
- Melikov AZ, Mirzayev RR, Nair SS. Numerical study of a queuing-inventory system with two supply sources and destructive customers. Journal of Computer and Systems Sciences International. 2022;61(4):581–598. DOI: 10.1134/S1064230722030091.
- Lawrence AS, Melikov A, Sivakumar B. Analysis and optimization of hybrid replenishment policy in a double-sources queueing-inventory system with MAP arrivals. Annals of Operations Research. 2023;331(2):1249 –1267. DOI: 10.1007/s10479-023-05646-2.
- Mirzayev RR. A model of a queuing system with a base stock policy and two supply sources. Informatics and Control Problems. 2022;42(1):26 –32. DOI: 10.54381/icp.2022.1.04.
- Mirzayev R. Optimal cost analysis in a double-source queuing-inventory system under hybrid replenishment policy. Journal of Baku Engineering University. Mathematics and Computer Science. 2025;9(1):19 –25. DOI: 10.30546/09090.2025.210.019.
- Ozkar S, Melikov A. Algorithmic approach to study queueing-inventory systems with queue-dependent hybrid replenishment policy. In: Dudin A, Nazarov A, Moiseev A, editors. Information technologies and mathematical modelling: queueing theory and related fields. Revised selected papers of the 23 rd International conference; 2024 October 20 –26; Karshi, Uzbekistan. Cham: Springer; 2025. p. 288 –302 (Communications in computer and information science; volume 2472). DOI: 10.1007/978-3-031-88307-1_23.
- Chakravarthy SR. Introduction to matrix-analytic methods in queues 1: analytical and simulation approach – basics. London: ISTE; 2022. XV, 341 p. (Mathematics and statistics series). Co-published by the John Wiley & Sons. DOI: 10.1002/9781394165421.
- Chakravarthy SR. Introduction to matrix-analytic methods in queues 2: analytical and simulation approach – queues and simulation. London: ISTE; 2022. XV, 415 p. (Mathematics and statistics series). Co-published by the John Wiley & Sons. DOI: 10.1002/9781394174201.
- Dudin AN, Klimenok VI, Vishnevsky VM. The theory of queuing systems with correlated flows. Cham: Springer; 2020. XXII, 410 p. DOI: 10.1007/978-3-030-32072-0.
- Neuts MF. Matrix-geometric solutions in stochastic models: an algorithmic approach. Baltimore: John Hopkins University Press; 1981. XIII, 332 p.
Downloads
Additional Files
Published
Issue
Section
License
Copyright (c) 2026 Journal of the Belarusian State University. Mathematics and Informatics

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The authors who are published in this journal agree to the following:
- The authors retain copyright on the work and provide the journal with the right of first publication of the work on condition of license Creative Commons Attribution-NonCommercial. 4.0 International (CC BY-NC 4.0).
- The authors retain the right to enter into certain contractual agreements relating to the non-exclusive distribution of the published version of the work (e.g. post it on the institutional repository, publication in the book), with the reference to its original publication in this journal.
- The authors have the right to post their work on the Internet (e.g. on the institutional store or personal website) prior to and during the review process, conducted by the journal, as this may lead to a productive discussion and a large number of references to this work. (See The Effect of Open Access.)



















