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International Journal of Research and Innovation in Applied Science (IJRIAS)

Analyzing Patient Flow Dynamics: An M/M/1 Queue Model with Vacations in Hospital Outpatient Services. A Case Study of the Regional Hospital, Bamenda

byLeo. Tanyam. Encho; Pipima Celestine Mofor

Published February 1, 2026  •  Vol. 11, Issue 1, pp. 558–581Open Access
DOI: 10.51584/IJRIAS.2026.11010046

Abstract

Globally, healthcare systems face the pervasive challenge of optimizing patient flow, minimizing wait times, and enhancing service delivery. In this research work, an M/M/1 queueing system is considered with impatient customers and a variant of multiple vacation policy, where the case that customer impatience is due to the servers’ vacation is examined. Whenever a system becomes empty, the server takes a vacation. However, the server is allowed to take a maximum number of vacations, denoted by K vacations, if the system remains empty after the end of a vacation. We derive the probability generating functions of the steady-state probabilities and obtain the closed-form expressions of the system sizes when the server is in different states. In addition, the closed-form expressions for other important performance measures is obtained. Finally, some numerical results are presented. Our result shows that E(L_K) and the mean system size E(L) all decrease with θ for any finite K whereas P_V and P_b neither increase nor decrease with θ when K = 2 and K = 3.

Keywords: M/M/1 queue; Synchronous working vacation; Impatient customers; Generating function

JournalInternational Journal of Research and Innovation in Applied Science (IJRIAS)
ISSN2454-6194
Volume / IssueVolume 11, Issue 1
Pages558–581
Publication dateFebruary 1, 2026
DOI10.51584/IJRIAS.2026.11010046
PublisherRSIS International
LicenseOpen Access

How to cite this article

Leo. Tanyam. Encho, & Pipima Celestine Mofor (2026). Analyzing Patient Flow Dynamics: An M/M/1 Queue Model with Vacations in Hospital Outpatient Services. A Case Study of the Regional Hospital, Bamenda. International Journal of Research and Innovation in Applied Science (IJRIAS), 11(1), 558-581. https://doi.org/10.51584/IJRIAS.2026.11010046

BibTeX

@article{Leo2026,
  title   = {Analyzing Patient Flow Dynamics: An M/M/1 Queue Model with Vacations in Hospital Outpatient Services. A Case Study of the Regional Hospital, Bamenda},
  author  = {Leo. Tanyam. Encho and Pipima Celestine Mofor},
  journal = {International Journal of Research and Innovation in Applied Science (IJRIAS)},
  volume  = {11},
  number  = {1},
  pages   = {558--581},
  year    = {2026},
  doi     = {10.51584/IJRIAS.2026.11010046},
  publisher = {RSIS International}
}