Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects

Hybrid modeling enables us to use strengths of various simulation approaches. System dynamics is a continuous simulation approach which uses feedback loops, stocks and flows to simulate the complicated behavior of complex systems over time. Agent based modeling is a simulation methodology which uses...

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Bibliographic Details
Main Authors: Mostafa Khanzadi, Farnad Nasirzadeh, Mostafa Mir
Format: Article
Language:fas
Published: Iranian Society of Structrual Engineering (ISSE) 2018-06-01
Series:Journal of Structural and Construction Engineering
Subjects:
Online Access:http://www.jsce.ir/article_47364_f0ee1bea69a3abd767a0880a6a304c9f.pdf
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spelling doaj-a07d8b53494445f689d516be6cacb74a2020-11-24T22:07:54ZfasIranian Society of Structrual Engineering (ISSE)Journal of Structural and Construction Engineering2476-39772538-26162018-06-015115717310.22065/jsce.2017.86046.117847364Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projectsMostafa Khanzadi0Farnad Nasirzadeh1Mostafa Mir2Associate Professor, Department of Civil Engineering, Iran University of Science and TechnologyAssistant Professor, Department of Civil Engineering, Faculty of Engineering, Payame Noor UniversityM.S. student, Department of Civil Engineering, Iran University of Science and TechnologyHybrid modeling enables us to use strengths of various simulation approaches. System dynamics is a continuous simulation approach which uses feedback loops, stocks and flows to simulate the complicated behavior of complex systems over time. Agent based modeling is a simulation methodology which uses some specified rules to simulate the behavior of agents in their surrounding environment. Combining of system dynamics and agent-based modeling approaches enhance the capabilities and strengths of individual simulation paradigms. Also, it enables modelers to study more sophisticated problems. This paper presents a novel framework to integrate system dynamics and agent-based approaches to be implemented on construction projects. The proposed approach can provide a complete guideline for modelers by accounting for the most important issues which should be considered by modeler during integrating system dynamics and agent-based approaches. The framework proposes five steps to develop hybrid system dynamics and agent-based models. This step by step process helps to solve complex construction problems considering features of the problem. To evaluate the performance of the proposed approach it is implemented in a real project to investigate the unsafe behavior of different workgroups in a construction site taking account of the interactions with other working groups as well as the surrounding environment. Finally, the project duration is predicted taking account of unsafe behavior of different working groups.http://www.jsce.ir/article_47364_f0ee1bea69a3abd767a0880a6a304c9f.pdfhybrid simulationConstruction managementConstruction projectsSystem DynamicsAgent-based modeling
collection DOAJ
language fas
format Article
sources DOAJ
author Mostafa Khanzadi
Farnad Nasirzadeh
Mostafa Mir
spellingShingle Mostafa Khanzadi
Farnad Nasirzadeh
Mostafa Mir
Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
Journal of Structural and Construction Engineering
hybrid simulation
Construction management
Construction projects
System Dynamics
Agent-based modeling
author_facet Mostafa Khanzadi
Farnad Nasirzadeh
Mostafa Mir
author_sort Mostafa Khanzadi
title Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
title_short Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
title_full Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
title_fullStr Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
title_full_unstemmed Hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
title_sort hybrid simulation by combining system dynamics and agent-based modeling approaches in construction projects
publisher Iranian Society of Structrual Engineering (ISSE)
series Journal of Structural and Construction Engineering
issn 2476-3977
2538-2616
publishDate 2018-06-01
description Hybrid modeling enables us to use strengths of various simulation approaches. System dynamics is a continuous simulation approach which uses feedback loops, stocks and flows to simulate the complicated behavior of complex systems over time. Agent based modeling is a simulation methodology which uses some specified rules to simulate the behavior of agents in their surrounding environment. Combining of system dynamics and agent-based modeling approaches enhance the capabilities and strengths of individual simulation paradigms. Also, it enables modelers to study more sophisticated problems. This paper presents a novel framework to integrate system dynamics and agent-based approaches to be implemented on construction projects. The proposed approach can provide a complete guideline for modelers by accounting for the most important issues which should be considered by modeler during integrating system dynamics and agent-based approaches. The framework proposes five steps to develop hybrid system dynamics and agent-based models. This step by step process helps to solve complex construction problems considering features of the problem. To evaluate the performance of the proposed approach it is implemented in a real project to investigate the unsafe behavior of different workgroups in a construction site taking account of the interactions with other working groups as well as the surrounding environment. Finally, the project duration is predicted taking account of unsafe behavior of different working groups.
topic hybrid simulation
Construction management
Construction projects
System Dynamics
Agent-based modeling
url http://www.jsce.ir/article_47364_f0ee1bea69a3abd767a0880a6a304c9f.pdf
work_keys_str_mv AT mostafakhanzadi hybridsimulationbycombiningsystemdynamicsandagentbasedmodelingapproachesinconstructionprojects
AT farnadnasirzadeh hybridsimulationbycombiningsystemdynamicsandagentbasedmodelingapproachesinconstructionprojects
AT mostafamir hybridsimulationbycombiningsystemdynamicsandagentbasedmodelingapproachesinconstructionprojects
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