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用于解决医院协作环境中患者转诊问题的模拟优化方法的开发。

Development of simulation optimization methods for solving patient referral problems in the hospital-collaboration environment.

作者信息

Chen Ping-Shun, Lin Ming-Han

机构信息

Department of Industrial and Systems Engineering, Chung Yuan Christian University, Chung Li District, Taoyuan City 320, Taiwan, ROC.

出版信息

J Biomed Inform. 2017 Sep;73:148-158. doi: 10.1016/j.jbi.2017.08.004. Epub 2017 Aug 9.

Abstract

This research studied a patient referral problem among multiple cooperative hospitals for sharing imaging services' referrals. The proposed problem consisted of many types of patients and the uncertainty associated with the number of patients of each type, patients' arrival time, and patients' medical operation time, leading to a difficulty in finding solutions due to the uncertain environment. This research used system simulation to construct a model and develop a simulation optimization method, combining the heuristic algorithm (patient referral mechanism) with the particle swarm optimization (PSO) method, to determine a better way to refer patients from one hospital (referring hospital) to another (recipient hospital) to receive certain imaging services. After the simulated model was verified and validated, three patient referral mechanisms to dispatch referring patients to the appropriate recipient hospitals were proposed. Based on the numerical results, the findings showed that Mechanism 2, transferring patients to the hospital with the shortest waiting time, had good performance in both scenarios: allowing patient referrals among all hospitals and limiting the patients' waiting time. Finally, this study presents the conclusions and some directions for future research.

摘要

本研究探讨了多家合作医院之间共享影像服务转诊的患者转诊问题。所提出的问题包含多种类型的患者,以及与每种类型患者的数量、患者到达时间和患者医疗操作时间相关的不确定性,由于环境的不确定性,导致难以找到解决方案。本研究使用系统仿真构建模型并开发仿真优化方法,将启发式算法(患者转诊机制)与粒子群优化(PSO)方法相结合,以确定将患者从一家医院(转诊医院)转诊至另一家医院(接收医院)以接受特定影像服务的更好方式。在对模拟模型进行验证和确认后,提出了三种将转诊患者分配到合适接收医院的患者转诊机制。基于数值结果,研究结果表明,机制2(将患者转诊至等待时间最短的医院)在两种情况下均具有良好的性能:允许所有医院之间进行患者转诊以及限制患者等待时间。最后,本研究给出了结论以及未来研究的一些方向。

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