A Markov decision optimization of medical service resources for two-class patient queues in emergency departments via particle swarm optimization algorithm

A Markov decision optimization of medical service resources for two-class patient queues in emergency departments via particle swarm optimization algorithm

Abstract In the modern healthcare system, the rational allocation of emergency department (ED) resources is crucial for enhancing emergency response efficiency, ensuring patient safety, and improving the quality of medical services. This paper focuses on the issue of ED resource allocation and desig...

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Bibliographic Details
Main Authors: Chia-Hung Wang, Rong Tian, Kun Hu, Yu-Tin Chen, Tien-Hsiung Ku
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Queueing system
Waiting time
Hospital bed capacity
Emergency department
Particle swarm optimization
Healthcare service quality
Online Access:https://doi.org/10.1038/s41598-025-86158-w
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