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血液透析中心患者和技术人员安排的优化模型
Farbod Farhadi1, Sina Ansari2, Francisco Jara-Moroni3
1Mario J. Gabelli School of Business, Roger Williams University, Bristol, RI, 02809, USA.
Health care management science
|July 3, 2023
概括
为了优化血液透析中心的运作,这项研究引入了一种新的调度模式,平均将技术人员成本降低17%. 该模型还根据患者和中心因素预测技术人员的需求.
科学领域:
- 医疗保健 运营 研究 研究 研究
- 应用数学 应用数学 应用数学
背景情况:
- 血液透析中心的安排涉及到独特的挑战,包括固定预约时间和每个患者的双技术员角色.
- 有效的技术人员分配对于管理运营成本至关重要,包括定期和加班工资.
研究的目的:
- 开发和评估一种新的调度模型,以优化血液透析中心的技术人员分配.
- 尽量减少技术人员的运营成本,同时确保有效的患者护理.
主要方法:
- 制定了一个混合整数编程模型,用于技术人员的调度.
- 开发了一个相当的离散时间分配模型来应对计算挑战.
- 模拟的调度实例使用来自血液透析中心的真实世界数据.
主要成果:
- 拟议的模型将技术人员的运营成本平均降低了17%,在某些情况下,与现有政策相比,降低了49%.
- 开发了一个预测模型,以根据中心属性和患者变量估计技术人员的需求.
- 患者的时间灵活性和透析预约时间被确定为影响最佳技术人员数量的关键因素.
结论:
- 新型调度模型为血液透析中心提供了显著的成本节约.
- 预测模型为诊所经理提供了宝贵的见解,以准确预测技术人员需求.
- 优化调度可以提高运营效率,并有可能改善透析诊所的患者流量.
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