Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design

Background: Simulation is an appropriate technique for analyzing and evaluating the dynamic behavior of complex systems. The present study aimed to develop an integrated model using a simulation approach based on designing experiments to analyze performance of the admission queue system of patients,...

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Main Authors: Arman Bahari, Farzaneh Asadi
Format: Article
Language:fas
Published: Shahid Sadoughi University of Medical Sciences 2019-09-01
Series:Rāhburdhā-yi Mudīriyyat dar Niẓām-i Salāmat
Subjects:
Online Access:http://mshsj.ssu.ac.ir/article-1-289-en.html
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spelling doaj-31e52b6c670641b0829802fbe49a16b62020-11-25T01:19:48ZfasShahid Sadoughi University of Medical SciencesRāhburdhā-yi Mudīriyyat dar Niẓām-i Salāmat2476-68792538-15632019-09-0142160172Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment DesignArman Bahari0Farzaneh Asadi1 Assistant Professor, Department of Industrial Engineering, School of Industry and Mining, University of Sistan and Baluchestan, Zahedan, Iran Ph.D. student of Industrial Engineering, School of engineering, Islamic Azad University Branch of Lahijan, Lahijan, Iran Background: Simulation is an appropriate technique for analyzing and evaluating the dynamic behavior of complex systems. The present study aimed to develop an integrated model using a simulation approach based on designing experiments to analyze performance of the admission queue system of patients, who referred to the emergency department of the Modarres hospital. Methods: In this descriptive-analytical research, effective variables on resource efficiency empowerment were identified and analyzed using inferential statistics and one-way ANOVA. Later, effects of the effective factors were estimated. Furthermore, performance of the emergency department system was simulated using the Visual Paradigm software. Results obtained from implementation of the simulation model were used as input for designing an experiment. A fully factorial 2-level experiment design was also used with central points. The independent variables studied in the simulation model included practical nurse, emergency secretary, nurse, cardiologist, and hospital bed. The dependent variable was the patients' waiting queue in the studied emergency department. Results: According to Prob > F value, the acceptable effects were determined based on the results of variance analysis for the model. The value of R2 indicated that 82.35% of the model explains all variability of the response-level data around the mean. Therefore, it can be concluded that the design space was in accordance with the estimated model based on the results of variance analysis. Conclusion: In the present study, performance analysis of the emergency department queue system was conducted using simulation and experiment design. The nonlinear regression model was able to predict the queue length. Moreover, this model can be used to predict dependent variables considering acceptable factors. According to the results, minimum length of the queue is obtained when the number of emergency secretaries is at a high level and the number of practical nurses and nurses is at a low level.http://mshsj.ssu.ac.ir/article-1-289-en.htmlEmergencySimulationOptimizationOptimizing simulation modelFactorial design
collection DOAJ
language fas
format Article
sources DOAJ
author Arman Bahari
Farzaneh Asadi
spellingShingle Arman Bahari
Farzaneh Asadi
Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
Rāhburdhā-yi Mudīriyyat dar Niẓām-i Salāmat
Emergency
Simulation
Optimization
Optimizing simulation model
Factorial design
author_facet Arman Bahari
Farzaneh Asadi
author_sort Arman Bahari
title Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
title_short Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
title_full Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
title_fullStr Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
title_full_unstemmed Analysis of Emergency Department Queue System Performance: Simulation Approach Based on Experiment Design
title_sort analysis of emergency department queue system performance: simulation approach based on experiment design
publisher Shahid Sadoughi University of Medical Sciences
series Rāhburdhā-yi Mudīriyyat dar Niẓām-i Salāmat
issn 2476-6879
2538-1563
publishDate 2019-09-01
description Background: Simulation is an appropriate technique for analyzing and evaluating the dynamic behavior of complex systems. The present study aimed to develop an integrated model using a simulation approach based on designing experiments to analyze performance of the admission queue system of patients, who referred to the emergency department of the Modarres hospital. Methods: In this descriptive-analytical research, effective variables on resource efficiency empowerment were identified and analyzed using inferential statistics and one-way ANOVA. Later, effects of the effective factors were estimated. Furthermore, performance of the emergency department system was simulated using the Visual Paradigm software. Results obtained from implementation of the simulation model were used as input for designing an experiment. A fully factorial 2-level experiment design was also used with central points. The independent variables studied in the simulation model included practical nurse, emergency secretary, nurse, cardiologist, and hospital bed. The dependent variable was the patients' waiting queue in the studied emergency department. Results: According to Prob > F value, the acceptable effects were determined based on the results of variance analysis for the model. The value of R2 indicated that 82.35% of the model explains all variability of the response-level data around the mean. Therefore, it can be concluded that the design space was in accordance with the estimated model based on the results of variance analysis. Conclusion: In the present study, performance analysis of the emergency department queue system was conducted using simulation and experiment design. The nonlinear regression model was able to predict the queue length. Moreover, this model can be used to predict dependent variables considering acceptable factors. According to the results, minimum length of the queue is obtained when the number of emergency secretaries is at a high level and the number of practical nurses and nurses is at a low level.
topic Emergency
Simulation
Optimization
Optimizing simulation model
Factorial design
url http://mshsj.ssu.ac.ir/article-1-289-en.html
work_keys_str_mv AT armanbahari analysisofemergencydepartmentqueuesystemperformancesimulationapproachbasedonexperimentdesign
AT farzanehasadi analysisofemergencydepartmentqueuesystemperformancesimulationapproachbasedonexperimentdesign
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