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

Energy-saving potential evaluation for primary schools with occupant-centric controls

Journal Article · · Applied Energy
Recent studies demonstrated that there is significant energy-saving potential for primary schools, which heating, ventilation, and air-conditioning (HVAC) systems with occupant-centric control (OCC) is an excellent candidate to save energy. However, such an energy impact has yet to be evaluated for different climate zones as well as different energy code versions, but is critical for technology transfer and deployment. Therefore, this paper conducts comprehensive evaluation on the energy-saving potentials for the primary schools with two advanced OCC strategies: presence-based and counting-based. In this work, ninety-six building energy models with stochastic behavior of occupants are developed and simulated, which consist of two building energy code versions, 16 climate zones, and baseline case (without OCC) and two advanced cases (with OCC). To evaluate the energy saving potentials for OCC, primary schools in the U.S. are used as an example. The results show that there is significant energy-saving potential for primary schools by considering OCC strategies, especially the counting-based case. The energy-saving potential is up to 10.2% for presence-based OCC and 12.41% for counting-based OCC. Furthermore, both climate and code version have a significant impact on energy savings from OCC strategies. The energy-saving potentials vary from 1.79% to 12.41% for different climates and code versions. This evaluation can also contribute to quantify the nationwide energy saving potential for other countries.
Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
Grant/Contract Number:
AC05-76RL01830; AR0000936
OSTI ID:
1922056
Alternate ID(s):
OSTI ID: 1815066
OSTI ID: 23187134
Report Number(s):
PNNL-SA-156703
Journal Information:
Applied Energy, Journal Name: Applied Energy Vol. 293; ISSN 0306-2619
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (16)

Occupancy-based zone-climate control for energy-efficient buildings: Complexity vs. performance journal June 2013
Nationwide HVAC energy-saving potential quantification for office buildings with occupant-centric controls in various climates journal December 2020
Adaptive Occupancy-based Lighting Control via Grey Prediction journal July 2005
Occupancy-based lighting control in open-plan office spaces: A state-of-the-art review journal February 2017
Performance evaluation of an agent-based occupancy simulation model journal April 2017
Uncertainty and sensitivity analysis of spatio-temporal occupant behaviors on residential building energy usage utilizing Karhunen-Loève expansion journal April 2017
Occupancy density and benefits of demand-controlled ventilation in Norwegian primary schools journal December 2005
Simulation of occupancy in buildings journal January 2015
Occupant behavior modeling for building performance simulation: Current state and future challenges journal November 2015
Demand controlled ventilation for multiple zone HVAC systems: CO 2 -based dynamic reset (RP 1547) journal November 2014
Demand-controlled ventilation for multiple-zone HVAC systems—Part 2: CO 2 -based dynamic reset with zone primary airflow minimum set-point reset (RP-1547) journal August 2015
Energy savings and ventilation performance from CO 2 -based demand controlled ventilation: Simulation results from ASHRAE RP-1747 (ASHRAE RP-1747) journal June 2019
The self-programming thermostat: optimizing setback schedules based on home occupancy patterns conference January 2009
The smart thermostat: using occupancy sensors to save energy in homes conference January 2010
Occupancy-based illumination control of LED lighting systems journal August 2010
The performance of occupancy-based lighting control systems: A review journal August 2010

Similar Records

Nationwide HVAC Energy-Saving Potential Quantification for Office Buildings with Occupant-Centric Controls in Various Climates
Journal Article · Mon Nov 30 23:00:00 EST 2020 · Applied Energy · OSTI ID:1671034

Occupant-Centric key performance indicators to inform building design and operations
Journal Article · Sat Feb 06 23:00:00 EST 2021 · Journal of Building Performance Simulation · OSTI ID:1784291

Long-Term field testing of the accuracy and HVAC energy savings potential of occupancy presence sensors in A Single-Family home
Journal Article · Sun Dec 08 23:00:00 EST 2024 · Energy and Buildings · OSTI ID:2479675