IDEAS home Printed from https://ideas.repec.org/a/eee/matcom/v246y2026icp591-620.html

Analytical and simulation studies of GI/M/1 queue integrated with an (s,Q) inventory policy

Author

Listed:
  • Verma, Akash
  • Samanta, Sujit Kumar

Abstract

This study investigates a single server GI/M/1 queueing system attached with an (s,Q) inventory policy. The system has finite number of waiting rooms for the arrival of demands. Demands arrive in the manner of arbitrary distribution and they are served according to the exponential distribution. Every demand needs a single item from the stock. An order for items is placed when the stock level falls to a predetermined threshold s. An outside source replenishes the stock of the items according to an exponential distribution. The arrival demand waits in the queue for replenishment when stock level is zero. The paper derives the joint probability distribution of the number of demands and the stock level at the pre-arrival epoch. To determine the joint probability distribution at an arbitrary epoch, we obtain a relation between the system length and stock level distribution at the pre-arrival epoch, as well as the residual time of arrival demand as a supplementary variable at the arbitrary epoch. We then determine the probability density function of the waiting time distribution for a demand who joined the queue. We construct the total cost function with the help of performance measures. We numerically determine the optimal values for waiting space, reordering threshold, and order quantity. Numerical results support our analytical findings. The validation of our model is confirmed through simulation experiments. Additionally, a simulation study is conducted for the GI/G/1 queueing-inventory model to review the cost analysis for various parameters.

Suggested Citation

  • Verma, Akash & Samanta, Sujit Kumar, 2026. "Analytical and simulation studies of GI/M/1 queue integrated with an (s,Q) inventory policy," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 246(C), pages 591-620.
  • Handle: RePEc:eee:matcom:v:246:y:2026:i:c:p:591-620
    DOI: 10.1016/j.matcom.2025.09.032
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378475426000686
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.matcom.2025.09.032?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Oded Berman & Eungab Kim, 2004. "Dynamic inventory strategies for profit maximization in a service facility with stochastic service, demand and lead time," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 60(3), pages 497-521, December.
    2. Jeganathan, K. & Abdul Reiyas, M. & Prasanna Lakshmi, K. & Saravanan, S., 2019. "Two server Markovian inventory systems with server interruptions: Heterogeneous vs. homogeneous servers," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 155(C), pages 177-200.
    3. Maike Schwarz & Hans Daduna, 2006. "Queueing systems with inventory management with random lead times and with backordering," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 64(3), pages 383-414, December.
    4. A. Krishnamoorthy & Dhanya Shajin & B. Lakshmy, 2016. "GI/M/1 type queueing-inventory systems with postponed work, reservation, cancellation and common life time," Indian Journal of Pure and Applied Mathematics, Springer, vol. 47(2), pages 357-388, June.
    5. Kim, Eungab, 2005. "Optimal inventory replenishment policy for a queueing system with finite waiting room capacity," European Journal of Operational Research, Elsevier, vol. 161(1), pages 256-274, February.
    6. A. Krishnamoorthy & Dhanya Shajin & B. Lakshmy, 2016. "On a queueing-inventory with reservation, cancellation, common life time and retrial," Annals of Operations Research, Springer, vol. 247(1), pages 365-389, December.
    7. Zhao, Ning & Lian, Zhaotong, 2011. "A queueing-inventory system with two classes of customers," International Journal of Production Economics, Elsevier, vol. 129(1), pages 225-231, January.
    8. Jeganathan, K. & Abdul Reiyas, M., 2020. "Two parallel heterogeneous servers Markovian inventory system with modified and delayed working vacations," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 172(C), pages 273-304.
    9. S. K. Samanta & K. P. Sapna Isotupa & A. Verma, 2023. "Continuous review (s, Q) inventory system at a service facility with positive order lead times," Annals of Operations Research, Springer, vol. 331(2), pages 1007-1028, December.
    10. Wu, Chia-Huang & Yang, Dong-Yuh & He, Ting-En, 2024. "Matrix-augmentation approach for machine repair problem with generally distributed repair times during working breakdown periods," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 225(C), pages 1019-1038.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. S. K. Samanta & K. P. Sapna Isotupa & A. Verma, 2023. "Continuous review (s, Q) inventory system at a service facility with positive order lead times," Annals of Operations Research, Springer, vol. 331(2), pages 1007-1028, December.
    2. Umay Uzunoglu Kocer & Serife Ozkar, 2023. "A production queueing-inventory system with two-customer and a server subject to breakdown," Annals of Operations Research, Springer, vol. 331(2), pages 1089-1117, December.
    3. Jalili Marand, Ata & Li, Hongyan & Thorstenson, Anders, 2019. "Joint inventory control and pricing in a service-inventory system," International Journal of Production Economics, Elsevier, vol. 209(C), pages 78-91.
    4. Sha, Yue & Zhang, Junlong & Cao, Hui, 2021. "Multistage stochastic programming approach for joint optimization of job scheduling and material ordering under endogenous uncertainties," European Journal of Operational Research, Elsevier, vol. 290(3), pages 886-900.
    5. Dhanya Shajin & A. Krishnamoorthy & A. N. Dudin & Varghese C. Joshua & Varghese Jacob, 2020. "On a queueing-inventory system with advanced reservation and cancellation for the next K time frames ahead: the case of overbooking," Queueing Systems: Theory and Applications, Springer, vol. 94(1), pages 3-37, February.
    6. M. Keerthana & N. Sangeetha & B. Sivakumar, 2023. "Optimal service rates of a queueing inventory system with finite waiting hall, arbitrary service times and positive lead times," Annals of Operations Research, Springer, vol. 331(2), pages 739-762, December.
    7. Youseef Alotaibi, 2016. "Business process modelling challenges and solutions: a literature review," Journal of Intelligent Manufacturing, Springer, vol. 27(4), pages 701-723, August.
    8. Dhanya Shajin & A. Krishnamoorthy, 2021. "On a queueing-inventory system with impatient customers, advanced reservation, cancellation, overbooking and common life time," Operational Research, Springer, vol. 21(2), pages 1229-1253, June.
    9. Jung Woo Baek, 2024. "On the Control Policy of a Queuing–Inventory System with Variable Inventory Replenishment Speed," Mathematics, MDPI, vol. 12(2), pages 1-19, January.
    10. Fathi, Mahdi & Khakifirooz, Marzieh & Diabat, Ali & Chen, Huangen, 2021. "An integrated queuing-stochastic optimization hybrid Genetic Algorithm for a location-inventory supply chain network," International Journal of Production Economics, Elsevier, vol. 237(C).
    11. Zhao, Ning & Lian, Zhaotong, 2011. "A queueing-inventory system with two classes of customers," International Journal of Production Economics, Elsevier, vol. 129(1), pages 225-231, January.
    12. S. Dissa & P. V. Ushakumari, 2024. "Two commodity perishable queueing inventory system with random common lifetime of commodities and positive lead time," OPSEARCH, Springer;Operational Research Society of India, vol. 61(2), pages 809-834, June.
    13. Kathirvel Jeganathan & Thanushkodi Harikrishnan & Kumarasankaralingam Lakshmanan & Agassi Melikov & Janos Sztrik, 2023. "Modeling of Junior Servers Approaching a Senior Server in the Retrial Queuing-Inventory System," Mathematics, MDPI, vol. 11(22), pages 1-31, November.
    14. Song, Dong-Ping & Dong, Jing-Xin & Xu, Jingjing, 2014. "Integrated inventory management and supplier base reduction in a supply chain with multiple uncertainties," European Journal of Operational Research, Elsevier, vol. 232(3), pages 522-536.
    15. K. Jeganathan & S. Selvakumar & S. Saravanan & N. Anbazhagan & S. Amutha & Woong Cho & Gyanendra Prasad Joshi & Joohan Ryoo, 2022. "Performance of Stochastic Inventory System with a Fresh Item, Returned Item, Refurbished Item, and Multi-Class Customers," Mathematics, MDPI, vol. 10(7), pages 1-37, April.
    16. Baek, Jung Woo & Bae, Yun Han, 2022. "A queuing-inventory model for manufacturing systems with fluid-type inventory," Omega, Elsevier, vol. 111(C).
    17. S. R. Chakravarthy & Arunava Maity & U. C. Gupta, 2017. "An ‘(s, S)’ inventory in a queueing system with batch service facility," Annals of Operations Research, Springer, vol. 258(2), pages 263-283, November.
    18. A. Krishnamoorthy & R. Manikandan & B. Lakshmy, 2015. "A revisit to queueing-inventory system with positive service time," Annals of Operations Research, Springer, vol. 233(1), pages 221-236, October.
    19. Subrata Golui & Chandan Pal & R. Manikandan & Abhay Sobhanan, 2024. "Optimal control of a dynamic production-inventory system with various cost criteria," Annals of Operations Research, Springer, vol. 337(1), pages 75-103, June.
    20. Agassi Melikov & Ramil Mirzayev & Sajeev S. Nair, 2022. "Double Sources Queuing-Inventory System with Hybrid Replenishment Policy," Mathematics, MDPI, vol. 10(14), pages 1-16, July.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:matcom:v:246:y:2026:i:c:p:591-620. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/mathematics-and-computers-in-simulation/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.