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相关论文: Hospital Capacity Planning Using Discrete Event Si…

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Crises like the COVID-19 pandemic pose a serious challenge to health-care institutions. They need to plan the resources required for handling the increased load, for instance, hospital beds and ventilators. To support the resource planning…

Simulation models are valuable tools for resource usage estimation and capacity planning. In many situations, reliable data is not available. We introduce the BuB simulator, which requires only the specification of plausible intervals for…

应用统计 · 统计学 2020-09-08 Thomas Bartz-Beielstein , Eva Bartz , Frederik Rehbach , Olaf Mersmann

The COVID-19 pandemic has placed immense strain on hospital systems worldwide, leading to critical capacity challenges. This research proposes a two-part framework to optimize hospital capacity through patient relocation strategies. The…

人工智能 · 计算机科学 2026-03-18 Sadaf Tabatabaee , Hicham El Baz , Mohammed Khalil Ghali , Nagendra N. Nagarur

Effective hospital capacity management is pivotal for enhancing patient care quality, operational efficiency, and healthcare system resilience, notably during demand spikes like those seen in the COVID-19 pandemic. However, devising optimal…

计算机与社会 · 计算机科学 2024-04-01 Felix Parker , Fardin Ganjkhanloo , Diego A. Martínez , Kimia Ghobadi

For hospitals, realistic forecasting of bed demand during impending epidemics of infectious diseases is essential to avoid being overwhelmed by a potential sudden increase in the number of admitted patients. Short-term forecasting can aid…

Modeling infection spread during pandemics is not new, with models using past data to tune simulation parameters for predictions. These help understand the healthcare burden posed by a pandemic and respond accordingly. However, the problem…

系统与控制 · 电气工程与系统科学 2020-10-21 Himanshu Kharkwal , Dakota Olson , Jiali Huang , Abhiraj Mohan , Ankur Mani , Jaideep Srivastava

Owing to the ongoing COVID-19 pandemic and other recent global epidemics, epidemic simulation frameworks are gaining rapid significance. In this work, we present a workflow that will allow researchers to simulate the spread of an infectious…

社会与信息网络 · 计算机科学 2024-11-11 Reet Barik , Marco Minutoli , Mahantesh Halappanavar , Ananth Kalyanaraman

Chronic dialysis patients have been among the most vulnerable groups of the society during the coronavirus (COVID-19) pandemic as they need regular treatments in a hospital environment, facing infection risk. Moreover, the demand for…

最优化与控制 · 数学 2021-11-09 Cem Bozkir , Cagri Ozmemis , Ali Kaan Kurbanzade , Burcu Balcik , Evrim Gunes , Serhan Tuglular

The coronavirus disease 2019 (COVID-19) global pandemic poses the threat of overwhelming healthcare systems with unprecedented demands for intensive care resources. Managing these demands cannot be effectively conducted without a nationwide…

机器学习 · 计算机科学 2020-07-29 Zhaozhi Qian , Ahmed M. Alaa , Mihaela van der Schaar

This article showcases a personal decision support tool (PDST) called HOPLITE, for performing insightful and actionable quantitative assessments of hospital capacity, to support hospital planners and health care managers. The tool is…

人机交互 · 计算机科学 2024-02-07 Robert L Burdett , Paul Corry , David Cook , Prasad Yarlagadda

The COVID-19 pandemic highlighted the limitations of existing epidemic simulation tools. These tools provide information that guides non-pharmaceutical interventions (NPIs), yet many struggle to capture complex dynamics while remaining…

多智能体系统 · 计算机科学 2026-02-13 Zhijian Gao , Shuxin Li , Bo An

Data-driven optimization models have the potential to significantly improve hospital capacity management, particularly during demand surges, when effective allocation of capacity is most critical and challenging. However, integrating models…

计算机与社会 · 计算机科学 2024-07-26 Felix Parker , Diego A. Martínez , James Scheulen , Kimia Ghobadi

In this paper, an optimal resource allocation framework is proposed for the allocation of critical medical resources among different units during a pandemic. The framework is developed by considering the dynamics of Pandemic, hierarchical…

系统与控制 · 电气工程与系统科学 2022-03-14 Shuvrangshu Jana , Rudrashis Majumder , Debasish Ghose

This article introduces analytical techniques and a decision support tool to support capacity assessment and case mix planning (CMP) approaches previously created for hospitals. First, an optimization model is proposed to analyse the impact…

人工智能 · 计算机科学 2025-01-06 Robert L Burdett , Paul corry , David Cook , Prasad Yarlagadda

Public health officials dealing with pandemics like COVID-19 have to evaluate and prepare response plans. This planning phase requires not only looking into the spatiotemporal dynamics and impact of the pandemic using simulation models, but…

人机交互 · 计算机科学 2020-10-23 Shehzad Afzal , Sohaib Ghani , Hank C. Jenkins-Smith , David S. Ebert , Markus Hadwiger , Ibrahim Hoteit

Motivated by the experiences of a healthcare service provider during the Covid-19 pandemic, we aim to study the decisions of a provider that operates both an Emergency Department (ED) and a medical Clinic. Patients contact the provider…

计算机科学与博弈论 · 计算机科学 2022-07-12 Sanyukta Deshpande , Lavanya Marla , Alan Scheller-Wolf , Siddharth Prakash Singh

We present FabSim, a toolkit developed to simplify a range of computational tasks for researchers in diverse disciplines. FabSim is flexible, adaptable, and allows users to perform a wide range of tasks with ease. It also provides a…

分布式、并行与集群计算 · 计算机科学 2016-09-21 Derek Groen , Agastya Bhati , James Suter , James Hetherington , Stefan Zasada , Peter Coveney

Pooled testing offers an efficient solution to the unprecedented testing demands of the COVID-19 pandemic, although with potentially lower sensitivity and increased costs to implementation in some settings. Assessments of this trade-off…

应用统计 · 统计学 2021-07-13 Saskia Comess , Hannah Wang , Susan Holmes , Claire Donnat

Using SimPy and Discrete Event Simulation we have observed the different model responses of a system consisting of a hospital and people getting sick/healing under different initial conditions. In our model, each independent person can get…

数值分析 · 数学 2022-03-25 Dincer Atasoy

When facing an extreme stressor, such as the COVID-19 pandemic, healthcare systems typically respond reactively by creating surge capacity at facilities that are at or approaching their baseline capacity. However, creating individual…

最优化与控制 · 数学 2020-11-09 Felix Parker , Hamilton Sawczuk , Fardin Ganjkhanloo , Farzin Ahmadi , Kimia Ghobadi
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