一个基于离散事件模拟的健康数字双胞胎框架,优化了重症监护工作流程
Gayan Dihantha Kuruppu Kuruppu Appuhamilage1, Maqbool Hussain2, Mohsin Zaman3
1School of Computing, College of Science and Engineering, University of Derby, Kedleston Road, Derby, UK, DE22 1GB.
NPJ digital medicine
|June 19, 2025
概括
这项研究整合了数字双胞胎和离散事件模拟,以优化重症监护工作流程. 该方法成功地实时跟踪了72%的员工任务,提高了患者安全和运营效率.
科学领域:
- 医疗保健技术 医疗保健技术 医疗保健技术
- 数字健康数字健康
- 关键护理医学 关键护理医学
背景情况:
- 数字双胞胎在医疗保健中越来越多地被采用,特别是在精准医学中.
- 离散事件模拟是建模医疗保健过程的关键方法.
- 优化重症监护工作流程对于患者安全和运营效率至关重要.
研究的目的:
- 介绍数字双胞胎和离散事件模拟的综合方法,以优化重症监护工作流程.
- 提出一种新的双层架构,用于监测重症监护病房中的物理和概念实体.
- 使用Azure云建立实时处理工作流跟踪方法.
主要方法:
- 数字双胞胎技术与离散事件模拟的整合.
- 开发用于实时监控的双层架构.
- 使用Azure云服务实现工作流跟踪.
主要成果:
- 建议的方法成功地通过审查观察表格,实时跟踪72%的员工执行的任务.
- 证明了关键护理工作流程实时优化的潜力.
- 强调了使用基于云计算的解决方案来监控医疗保健过程的可行性.
结论:
- 数字双胞胎与离散事件模拟集成,具有显著的潜力,可以在关键环境中提高精确护理.
- 开发的方法可以弥合实际和理想的临床实践之间的差距.
- 实时跟踪工作流程可以提高患者安全,运营效率和重症监护的可持续性.
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