Simulating the behavior of trade crews in construction using agents and building information modeling
Simulation is particularly useful for testing different production control and information flow methods in construction, because field experiments suffer from difficulties with isolating cause and effect. Existing methods such as Discrete Event Simulation are limited in their ability to model the be...
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Published in | Automation in construction Vol. 74; pp. 12 - 27 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Amsterdam
Elsevier B.V
01.02.2017
Elsevier BV |
Subjects | |
Online Access | Get full text |
ISSN | 0926-5805 1872-7891 |
DOI | 10.1016/j.autcon.2016.11.002 |
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Abstract | Simulation is particularly useful for testing different production control and information flow methods in construction, because field experiments suffer from difficulties with isolating cause and effect. Existing methods such as Discrete Event Simulation are limited in their ability to model the behavior of crews and of individuals who make decisions subject to their perceptions of uncertain conditions. Agent-Based Simulation may offer a better solution because agents can be applied with behavioral models. The aim of this work was to build an experimental tool capable of reflecting the emergent nature of production in construction. This required capturing trade crew behaviors through interviews and encapsulating the behavior in software agents. The system models trades' decision-making and situational awareness while using a Building Information Model to define the physical and the process environment for the simulation. The resulting simulation tool was validated by testing predictable scenarios, which resulted in similar patterns to those found in an actual construction site. It was then applied to explore the emergent outcomes of more complex scenarios.
Emergent outcomes result from interaction of behavior, environment (context), and events. [Display omitted]
•EPIC (Emergent Production in Construction) is an experimental agent-based simulation.•EPIC is uniquely capable of modeling the decisions and interactions of trade crews.•Existing agent-based simulations use simplistic geometry; EPIC uses BIM models.•EPIC was validated with seven predictable scenarios and tested on four new scenarios.•EPIC proved applicable for testing different modes of construction control policies. |
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AbstractList | Simulation is particularly useful for testing different production control and information flow methods in construction, because field experiments suffer from difficulties with isolating cause and effect. Existing methods such as Discrete Event Simulation are limited in their ability to model the behavior of crews and of individuals who make decisions subject to their perceptions of uncertain conditions. Agent-Based Simulation may offer a better solution because agents can be applied with behavioral models. The aim of this work was to build an experimental tool capable of reflecting the emergent nature of production in construction. This required capturing trade crew behaviors through interviews and encapsulating the behavior in software agents. The system models trades' decision-making and situational awareness while using a Building Information Model to define the physical and the process environment for the simulation. The resulting simulation tool was validated by testing predictable scenarios, which resulted in similar patterns to those found in an actual construction site. It was then applied to explore the emergent outcomes of more complex scenarios.
Emergent outcomes result from interaction of behavior, environment (context), and events. [Display omitted]
•EPIC (Emergent Production in Construction) is an experimental agent-based simulation.•EPIC is uniquely capable of modeling the decisions and interactions of trade crews.•Existing agent-based simulations use simplistic geometry; EPIC uses BIM models.•EPIC was validated with seven predictable scenarios and tested on four new scenarios.•EPIC proved applicable for testing different modes of construction control policies. Simulation is particularly useful for testing different production control and information flow methods in construction, because field experiments suffer from difficulties with isolating cause and effect. Existing methods such as Discrete Event Simulation are limited in their ability to model the behavior of crews and of individuals who make decisions subject to their perceptions of uncertain conditions. Agent-Based Simulation may offer a better solution because agents can be applied with behavioral models. The aim of this work was to build an experimental tool capable of reflecting the emergent nature of production in construction. This required capturing trade crew behaviors through interviews and encapsulating the behavior in software agents. The system models trades' decision-making and situational awareness while using a Building Information Model to define the physical and the process environment for the simulation. The resulting simulation tool was validated by testing predictable scenarios, which resulted in similar patterns to those found in an actual construction site. It was then applied to explore the emergent outcomes of more complex scenarios. |
Author | Ben-Alon, Lola Sacks, Rafael |
Author_xml | – sequence: 1 givenname: Lola surname: Ben-Alon fullname: Ben-Alon, Lola email: lola.ben.alon@gmail.com – sequence: 2 givenname: Rafael orcidid: 0000-0001-9427-5053 surname: Sacks fullname: Sacks, Rafael email: cvsacks@technion.ac.il |
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SubjectTerms | Agent-Based Simulation Building information modeling Building management systems Computer simulation Construction Construction equipment Construction methods Construction sites Control methods Crews Decision making Discrete Event Simulation Emergent construction Encapsulation Information flow Production controls Production methods Simulation Situational awareness Software agents |
Title | Simulating the behavior of trade crews in construction using agents and building information modeling |
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