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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Main Authors: Masoomeh Zeinalnezhad, Abdoulmohammad Gholamzadeh Chofreh, Feybi Ariani Goni, Jiří Jaromír Klemeš, Emelia Sari
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:International Journal of Environmental Research and Public Health
Subjects:
Online Access:https://www.mdpi.com/1660-4601/17/22/8577
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spelling 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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