Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Extending the Brick schema to represent metadata of occupants

Journal Article · · Automation in Construction
Here, energy-related behaviors of occupants constitute a key factor influencing building performance; accordingly, the measured occupant data can support the objective assessment of the indoor environment and energy performance of buildings, which can inform building design and operational decisions. Existing data schemas focus on metadata of sensors, meters, physical equipment, and IoT devices in buildings; however, they are limited in representing the metadata of occupant data, including occupants' presence in spaces, movement between spaces, interactions with building systems or IoT devices, and preference of indoor environmental needs. To address this gap, an extension to the widely adopted metadata schema, Brick, is proposed to represent the contextual, behavioral, and demographic information of occupants. The proposed extension includes four parts: (1) a new “Occupant” class to represent occupants' demography and energy related behavioral patterns, (2) new subclasses under the Equipment class to represent envelope system and personal thermal comfort devices, (3) new subclasses under the Point class to represent occupant sensing and status, and (4) new auxiliary properties for occupant interactable equipment to represent the level of controllability for each piece of equipment by occupants. The extension is implemented in the Brick schema and has been tested using multiple occupant datasets from the ASHRAE Global Occupant Database. The extension enables Brick schema to capture diverse types of occupant sensing data and their metadata for FAIR data research and applications.
Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
American Society of Heating, Refrigerating and Air-Conditioning Engineers; USDOE Office of Energy Efficiency and Renewable Energy (EERE), Energy Efficiency Office. Building Technologies Office
Grant/Contract Number:
AC02-05CH11231; AC36-08GO28308; EE0008681
OSTI ID:
1869801
Alternate ID(s):
OSTI ID: 1872741
Report Number(s):
NREL/JA-5500-82999; MainId:83772; UUID:ab563f82-63c3-49b1-b23c-7716a3c81c84; MainAdminID:64576
Journal Information:
Automation in Construction, Journal Name: Automation in Construction Vol. 139; ISSN 0926-5805
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (30)

Brick : Metadata schema for portable smart building applications journal September 2018
Coordinating occupant behavior for building energy and comfort management using multi-agent systems journal March 2012
Spatial-temporal event-driven modeling for occupant behavior studies using immersive virtual environments journal October 2018
Collecting building occupancy data of high resolution based on WiFi and BLE network journal June 2019
An ontology to represent synthetic building occupant characteristics and behavior journal May 2021
Time-dependent occupant behaviour models of window control in summer journal September 2008
On the behaviour and adaptation of office occupants journal December 2008
Simulating the human-building interaction: Development and validation of an agent-based model of office occupant behaviors journal June 2015
An ontology to represent energy-related occupant behavior in buildings. Part I: Introduction to the DNAs framework journal October 2015
An ontology to represent energy-related occupant behavior in buildings. Part II: Implementation of the DNAS framework using an XML schema journal December 2015
Review of current trends in agent-based modeling of building occupants for energy and indoor-environmental performance analysis journal April 2020
Using results from field surveys to predict the effect of open windows on thermal comfort and energy use in buildings journal July 2007
A systematic procedure to study the influence of occupant behavior on building energy consumption journal June 2011
Dynamic modeling of presence of occupants using inhomogeneous Markov chains journal February 2014
Occupant behavior modeling for building performance simulation: Current state and future challenges journal November 2015
Quantifying the human–building interaction: Considering the active, adaptive occupant in building performance simulation journal April 2016
An occupant behavior modeling tool for co-simulation journal April 2016
Advances in research and applications of energy-related occupant behavior in buildings journal March 2016
IEA EBC Annex 66: Definition and simulation of occupant behavior in buildings journal December 2017
Occupancy patterns obtained by heuristic approaches: Cluster analysis and logical flowcharts. A case study in a university office journal March 2019
Synthesizing building physics with social psychology: An interdisciplinary framework for context and occupant behavior in office buildings journal December 2017
Tracking the human-building interaction: A longitudinal field study of occupant behavior in air-conditioned offices journal June 2015
The human dimensions of energy use in buildings: A review journal January 2018
An overview of data tools for representing and managing building information and performance data journal September 2021
Assessment of occupant-behavior-based indoor air quality and its impacts on human exposure risk: A case study based on the wildfires in Northern California journal October 2019
Longitudinal dataset of human-building interactions in U.S. offices journal November 2019
A structured open data collection on occupant behaviour in buildings journal November 2019
Application Areas and Data Requirements for BIM-Enabled Facilities Management journal March 2012
An ontology for building monitoring journal September 2016
Distributed Object Environment: Using International Standards for Data Exchange in the Construction Industry journal November 1999

Similar Records

Brick : Metadata schema for portable smart building applications
Journal Article · Thu Feb 22 19:00:00 EST 2018 · Applied Energy · OSTI ID:1537997

Occupant Behavior XML Schema
Software · Tue Dec 01 00:00:00 EST 2015 · OSTI ID:1433311