Possik Jalal, Asgary Ali, Solis Adriano O, Zacharewicz Gregory, Shafiee Mohammad A, Najafabadi Mahdi M, Nadri Nazanin, Guimaraes Abel, Iranfar Hossein, Ma Philip, Lee Christie M, Tofighi Mohammadali, Aarabi Mehdi, Gorecki Simon, Wu Jianhong
School of Administrative Studies and Advanced Disaster, Emergency and Rapid Response SimulationYork University Toronto ON M3J 1P3 Canada.
FGESUniversité Catholique de Lille F-59000 Lille France.
IEEE Trans Eng Manag. 2022 Aug 18;70(8):2931-2943. doi: 10.1109/TEM.2022.3195813. eCollection 2023 Aug.
Hospitals and other healthcare settings use various simulation methods to improve their operations, management, and training. The COVID-19 pandemic, with the resulting necessity for rapid and remote assessment, has highlighted the critical role of modeling and simulation in healthcare, particularly distributed simulation (DS). DS enables integration of heterogeneous simulations to further increase the usability and effectiveness of individual simulations. This article presents a DS system that integrates two different simulations developed for a hospital intensive care unit (ICU) ward dedicated to COVID-19 patients. AnyLogic has been used to develop a simulation model of the ICU ward using agent-based and discrete event modeling methods. This simulation depicts and measures physical contacts between healthcare providers and patients. The Unity platform has been utilized to develop a virtual reality simulation of the ICU environment and operations. The high-level architecture, an IEEE standard for DS, has been used to build a cloud-based DS system by integrating and synchronizing the two simulation platforms. While enhancing the capabilities of both simulations, the DS system can be used for training purposes and assessment of different managerial and operational decisions to minimize contacts and disease transmission in the ICU ward by enabling data exchange between the two simulations.
医院和其他医疗保健机构使用各种模拟方法来改善其运营、管理和培训。新冠疫情导致了对快速远程评估的需求,凸显了建模与模拟在医疗保健领域的关键作用,尤其是分布式模拟(DS)。DS能够整合异构模拟,以进一步提高单个模拟的可用性和有效性。本文介绍了一个DS系统,该系统整合了为收治新冠患者的医院重症监护病房(ICU)开发的两种不同模拟。AnyLogic已被用于使用基于智能体和离散事件建模方法开发ICU病房的模拟模型。该模拟描绘并测量了医护人员与患者之间的身体接触。Unity平台已被用于开发ICU环境和操作的虚拟现实模拟。高层体系结构是DS的一项IEEE标准,已被用于通过整合和同步两个模拟平台来构建基于云的DS系统。在增强两种模拟能力的同时,该DS系统可用于培训目的以及评估不同的管理和运营决策,通过在两个模拟之间实现数据交换,将ICU病房中的接触和疾病传播降至最低。