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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Iranian Society of Structrual Engineering (ISSE)
2018-06-01
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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 |
_version_ |
1716593694859067392 |