Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets
The COVID-19 epidemic has spread across the world within months and creates multiple challenges for healthcare providers. Patients with cardiovascular disease represent a vulnerable population when suffering from COVID-19. Most hospitals have been facing difficulties in the treatment of COVID-19 pat...
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doaj-ea5f6babf0154eaab6d5e166ced06eeb2020-11-25T04:06:19ZengMDPI AGInternational Journal of Environmental Research and Public Health1661-78271660-46012020-11-01178577857710.3390/ijerph17228577Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri NetsMasoomeh Zeinalnezhad0Abdoulmohammad Gholamzadeh Chofreh1Feybi Ariani Goni2Jiří Jaromír Klemeš3Emelia Sari4Department of Industrial Engineering, West Tehran Branch, Islamic Azad University, Tehran 1468763785, IranSustainable Process Integration Laboratory–SPIL, NETME Centre, Faculty of Mechanical Engineering, Brno University of Technology, VUT Brno, Technická 2896/2, 61669 Brno, Czech RepublicSustainable Process Integration Laboratory–SPIL, NETME Centre, Faculty of Mechanical Engineering, Brno University of Technology, VUT Brno, Technická 2896/2, 61669 Brno, Czech RepublicSustainable Process Integration Laboratory–SPIL, NETME Centre, Faculty of Mechanical Engineering, Brno University of Technology, VUT Brno, Technická 2896/2, 61669 Brno, Czech RepublicDepartment of Industrial Engineering, Faculty of Industrial Technology, Universitas Trisakti, Kyai Tapa No 1, Grogol, Jakarta Barat 11440, IndonesiaThe COVID-19 epidemic has spread across the world within months and creates multiple challenges for healthcare providers. Patients with cardiovascular disease represent a vulnerable population when suffering from COVID-19. Most hospitals have been facing difficulties in the treatment of COVID-19 patients, and there is a need to minimise patient flow time so that staff health is less endangered, and more patients can be treated. This article shows how to use simulation techniques to prepare hospitals for a virus outbreak. The initial simulation of the current processes of the heart clinic first identified the bottlenecks. It confirmed that the current workflow is not optimal for COVID-19 patients; therefore, to reduce waiting time, three optimisation scenarios are proposed. In the best situation, the discrete-event simulation of the second scenario led to a 62.3% reduction in patient waiting time. This is one of the few studies that show how hospitals can use workflow modelling using timed coloured Petri nets to manage healthcare systems in practice. This technique would be valuable in these challenging times as the health of staff, and other patients are at risk from the nosocomial transmission.https://www.mdpi.com/1660-4601/17/22/8577healthcare systemshospitalCOVID-19discrete-event simulationwaiting timetimed coloured Petri net |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Masoomeh Zeinalnezhad Abdoulmohammad Gholamzadeh Chofreh Feybi Ariani Goni Jiří Jaromír Klemeš Emelia Sari |
spellingShingle |
Masoomeh Zeinalnezhad Abdoulmohammad Gholamzadeh Chofreh Feybi Ariani Goni Jiří Jaromír Klemeš Emelia Sari Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets International Journal of Environmental Research and Public Health healthcare systems hospital COVID-19 discrete-event simulation waiting time timed coloured Petri net |
author_facet |
Masoomeh Zeinalnezhad Abdoulmohammad Gholamzadeh Chofreh Feybi Ariani Goni Jiří Jaromír Klemeš Emelia Sari |
author_sort |
Masoomeh Zeinalnezhad |
title |
Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets |
title_short |
Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets |
title_full |
Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets |
title_fullStr |
Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets |
title_full_unstemmed |
Simulation and Improvement of Patients’ Workflow in Heart Clinics during COVID-19 Pandemic Using Timed Coloured Petri Nets |
title_sort |
simulation and improvement of patients’ workflow in heart clinics during covid-19 pandemic using timed coloured petri nets |
publisher |
MDPI AG |
series |
International Journal of Environmental Research and Public Health |
issn |
1661-7827 1660-4601 |
publishDate |
2020-11-01 |
description |
The COVID-19 epidemic has spread across the world within months and creates multiple challenges for healthcare providers. Patients with cardiovascular disease represent a vulnerable population when suffering from COVID-19. Most hospitals have been facing difficulties in the treatment of COVID-19 patients, and there is a need to minimise patient flow time so that staff health is less endangered, and more patients can be treated. This article shows how to use simulation techniques to prepare hospitals for a virus outbreak. The initial simulation of the current processes of the heart clinic first identified the bottlenecks. It confirmed that the current workflow is not optimal for COVID-19 patients; therefore, to reduce waiting time, three optimisation scenarios are proposed. In the best situation, the discrete-event simulation of the second scenario led to a 62.3% reduction in patient waiting time. This is one of the few studies that show how hospitals can use workflow modelling using timed coloured Petri nets to manage healthcare systems in practice. This technique would be valuable in these challenging times as the health of staff, and other patients are at risk from the nosocomial transmission. |
topic |
healthcare systems hospital COVID-19 discrete-event simulation waiting time timed coloured Petri net |
url |
https://www.mdpi.com/1660-4601/17/22/8577 |
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