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
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
| Journal | International Journal of Research and Innovation in Applied Science (IJRIAS) |
|---|---|
| ISSN | 2454-6194 |
| Volume / Issue | Volume 11, Issue 1 |
| Pages | 558–581 |
| Publication date | February 1, 2026 |
| DOI | 10.51584/IJRIAS.2026.11010046 |
| Publisher | RSIS International |
| License | Open 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}
}