Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation
Occupant behaviors are one of the most dominant factors that influence building energy use. Understanding the influences from building occupants can promote the development of energy–efficient buildings. This paper quantifies the impact of different occupant behavior information on building energy m...
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doaj-65dae8ea64a844fdb5295ed6dee934102021-01-18T00:02:26ZengMDPI AGBuildings2075-53092021-01-0111323210.3390/buildings11010032Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance SimulationMengda Jia0Ravi Srinivasan1Robert J. Ries2Gnana Bharathy3Nathan Weyer4M.E. Rinker, Sr. School of Construction Management, University of Florida, Gainesville, FL 32611, USAM.E. Rinker, Sr. School of Construction Management, University of Florida, Gainesville, FL 32611, USAM.E. Rinker, Sr. School of Construction Management, University of Florida, Gainesville, FL 32611, USASchool of Information, Systems and Modeling, University of Technology Sydney, Ultimo, NSW 2000, AustraliaAckoff Collaboratory for Advancement of the Systems Approach, University of Pennsylvania, Philadelphia, PA 19105, USAOccupant behaviors are one of the most dominant factors that influence building energy use. Understanding the influences from building occupants can promote the development of energy–efficient buildings. This paper quantifies the impact of different occupant behavior information on building energy model (BEM) from multiple perspectives. For this purpose, an occupant behavior model that uses agent–based modeling (ABM) approach is implemented via co-simulation with a BEM of an existing commercial building. Then, actual occupant behavior data in correspondence to ABM output, including operations on window, door, and blinds in selected thermal zones of the building are recorded using survey logs. A simulation experiment is conducted by creating three BEMs with constant, actual, and modeled occupant behavioral inputs. The analysis of the simulation results among these scenarios helps us gain an in–depth understanding of how occupant behaviors influence building performance. This study aims to facilitate robust building design and operation with human–in–the–loop system optimization.https://www.mdpi.com/2075-5309/11/1/32building performance simulationoccupant behavior modelingon–site surveyco-simulationmutual impact quantification |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mengda Jia Ravi Srinivasan Robert J. Ries Gnana Bharathy Nathan Weyer |
spellingShingle |
Mengda Jia Ravi Srinivasan Robert J. Ries Gnana Bharathy Nathan Weyer Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation Buildings building performance simulation occupant behavior modeling on–site survey co-simulation mutual impact quantification |
author_facet |
Mengda Jia Ravi Srinivasan Robert J. Ries Gnana Bharathy Nathan Weyer |
author_sort |
Mengda Jia |
title |
Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation |
title_short |
Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation |
title_full |
Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation |
title_fullStr |
Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation |
title_full_unstemmed |
Investigating the Impact of Actual and Modeled Occupant Behavior Information Input to Building Performance Simulation |
title_sort |
investigating the impact of actual and modeled occupant behavior information input to building performance simulation |
publisher |
MDPI AG |
series |
Buildings |
issn |
2075-5309 |
publishDate |
2021-01-01 |
description |
Occupant behaviors are one of the most dominant factors that influence building energy use. Understanding the influences from building occupants can promote the development of energy–efficient buildings. This paper quantifies the impact of different occupant behavior information on building energy model (BEM) from multiple perspectives. For this purpose, an occupant behavior model that uses agent–based modeling (ABM) approach is implemented via co-simulation with a BEM of an existing commercial building. Then, actual occupant behavior data in correspondence to ABM output, including operations on window, door, and blinds in selected thermal zones of the building are recorded using survey logs. A simulation experiment is conducted by creating three BEMs with constant, actual, and modeled occupant behavioral inputs. The analysis of the simulation results among these scenarios helps us gain an in–depth understanding of how occupant behaviors influence building performance. This study aims to facilitate robust building design and operation with human–in–the–loop system optimization. |
topic |
building performance simulation occupant behavior modeling on–site survey co-simulation mutual impact quantification |
url |
https://www.mdpi.com/2075-5309/11/1/32 |
work_keys_str_mv |
AT mengdajia investigatingtheimpactofactualandmodeledoccupantbehaviorinformationinputtobuildingperformancesimulation AT ravisrinivasan investigatingtheimpactofactualandmodeledoccupantbehaviorinformationinputtobuildingperformancesimulation AT robertjries investigatingtheimpactofactualandmodeledoccupantbehaviorinformationinputtobuildingperformancesimulation AT gnanabharathy investigatingtheimpactofactualandmodeledoccupantbehaviorinformationinputtobuildingperformancesimulation AT nathanweyer investigatingtheimpactofactualandmodeledoccupantbehaviorinformationinputtobuildingperformancesimulation |
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