Quantification of HVAC energy savings through occupancy presence sensors in an apartment setting: Field testing and inverse modeling approach

Pang, Zhihong; Guo, Mingyue; Smith-Cortez, Blake; O'Neill, Zheng; Yang, Zhiyao; Liu, Mingzhe; Dong, Bing

doi:10.1016/j.enbuild.2023.113752

Title: Quantification of HVAC energy savings through occupancy presence sensors in an apartment setting: Field testing and inverse modeling approach

Journal Article · Mon Jan 01 00:00:00 UTC 2024 · Energy and Buildings

DOI: https://doi.org/10.1016/j.enbuild.2023.113752 · OSTI ID:2217395

; Guo, Mingyue; Smith-Cortez, Blake; O'Neill, Zheng; Yang, Zhiyao; Liu, Mingzhe; Dong, Bing

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Sponsoring Organization:: USDOE Advanced Research Projects Agency - Energy (ARPA-E)

Grant/Contract Number:: AR0001316

OSTI ID:: 2217395

Journal Information:: Energy and Buildings, Journal Name: Energy and Buildings Journal Issue: C Vol. 302; ISSN 0378-7788

Publisher:: ElsevierCopyright Statement

Country of Publication:: Netherlands

Language:: English

References (36)

A Gamified HMI as a Response for Implementing a Smart-Sustainable University Campus Méndez, Juana Isabel; Ponce, Pedro; Peffer, Therese IFIP Advances in Information and Communication Technology https://doi.org/10.1007/978-3-030-85969-5_64	book	January 2021
A new method for evaluating the normalized energy consumption in office buildings Zmeureanu, Radu Energy, Vol. 17, Issue 3 https://doi.org/10.1016/0360-5442(92)90051-Z	journal	March 1992
Nationwide HVAC energy-saving potential quantification for office buildings with occupant-centric controls in various climates Pang, Zhihong; Chen, Yan; Zhang, Jian Applied Energy, Vol. 279 https://doi.org/10.1016/j.apenergy.2020.115727	journal	December 2020
How much HVAC energy could be saved from the occupant-centric smart home thermostat: A nationwide simulation study Pang, Zhihong; Chen, Yan; Zhang, Jian Applied Energy, Vol. 283 https://doi.org/10.1016/j.apenergy.2020.116251	journal	February 2021
A review of machine learning in building load prediction Zhang, Liang; Wen, Jin; Li, Yanfei Applied Energy, Vol. 285 https://doi.org/10.1016/j.apenergy.2021.116452	journal	March 2021
Status quo and opportunities for building energy prediction in limited data Context—Overview from a competition Xiao, Tong; Xu, Peng; He, Ruikai Applied Energy, Vol. 305 https://doi.org/10.1016/j.apenergy.2021.117829	journal	January 2022
Energy saving potential and repercussions on indoor air quality of demand controlled residential ventilation strategies Laverge, J.; Van Den Bossche, N.; Heijmans, N. Building and Environment, Vol. 46, Issue 7 https://doi.org/10.1016/j.buildenv.2011.01.023	journal	July 2011
How people use thermostats in homes: A review Peffer, Therese; Pritoni, Marco; Meier, Alan Building and Environment, Vol. 46, Issue 12 https://doi.org/10.1016/j.buildenv.2011.06.002	journal	December 2011
Categories and functionality of smart home technology for energy management Ford, Rebecca; Pritoni, Marco; Sanguinetti, Angela Building and Environment, Vol. 123 https://doi.org/10.1016/j.buildenv.2017.07.020	journal	October 2017
A critical review of field implementations of occupant-centric building controls Park, June Young; Ouf, Mohamed M.; Gunay, Burak Building and Environment, Vol. 165 https://doi.org/10.1016/j.buildenv.2019.106351	journal	November 2019
Is anyone home? A critical review of occupant-centric smart HVAC controls implementations in residential buildings Stopps, Helen; Huchuk, Brent; Touchie, Marianne F. Building and Environment, Vol. 187 https://doi.org/10.1016/j.buildenv.2020.107369	journal	January 2021
Physical energy and data-driven models in building energy prediction: A review Chen, Yongbao; Guo, Mingyue; Chen, Zhisen Energy Reports, Vol. 8 https://doi.org/10.1016/j.egyr.2022.01.162	journal	November 2022
Meeting residential ventilation standards through dynamic control of ventilation systems Sherman, Max H.; Walker, Iain S. Energy and Buildings, Vol. 43, Issue 8 https://doi.org/10.1016/j.enbuild.2011.03.037	journal	August 2011
Review of occupancy sensing systems and occupancy modeling methodologies for the application in institutional buildings Yang, Junjing; Santamouris, Mattheos; Lee, Siew Eang Energy and Buildings, Vol. 121 https://doi.org/10.1016/j.enbuild.2015.12.019	journal	June 2016
A review of smart building sensing system for better indoor environment control Dong, Bing; Prakash, Vishnu; Feng, Fan Energy and Buildings, Vol. 199 https://doi.org/10.1016/j.enbuild.2019.06.025	journal	September 2019
Energy saving impact of occupancy-driven thermostat for residential buildings Wang, Chenli; Pattawi, Kaleb; Lee, Hohyun Energy and Buildings, Vol. 211 https://doi.org/10.1016/j.enbuild.2020.109791	journal	March 2020
A review of building occupancy measurement systems Sun, Kailai; Zhao, Qianchuan; Zou, Jianhong Energy and Buildings, Vol. 216 https://doi.org/10.1016/j.enbuild.2020.109965	journal	June 2020
Cluster analysis of occupancy schedules in residential buildings in the United States Mitra, Debrudra; Chu, Yiyi; Cetin, Kristen Energy and Buildings, Vol. 236 https://doi.org/10.1016/j.enbuild.2021.110791	journal	April 2021
Comprehensive review of cooling and heating degree days characteristics over Kingdom of Saudi Arabia Al-Hadhrami, L. M. Renewable and Sustainable Energy Reviews, Vol. 27 https://doi.org/10.1016/j.rser.2013.04.034	journal	November 2013
Turning a pyroelectric infrared motion sensor into a high-accuracy presence detector by using a narrow semi-transparent chopper Liu, Haili; Wang, Ya; Wang, Kevin Applied Physics Letters, Vol. 111, Issue 24 https://doi.org/10.1063/1.4998430	journal	December 2017
Quantifying the nationwide HVAC energy savings in large hotels: the role of occupant-centric controls Pang, Zhihong; Chen, Yan; Zhang, Jian Journal of Building Performance Simulation, Vol. 14, Issue 6 https://doi.org/10.1080/19401493.2021.1994650	journal	November 2021
Development and implementation of a thermostat learning algorithm Gunay, H. Burak; O'Brien, William; Beausoleil-Morrison, Ian Science and Technology for the Built Environment, Vol. 24, Issue 1 https://doi.org/10.1080/23744731.2017.1328956	journal	June 2017
Field Study on Actual Usage of Occupancy-Reactive Space Heating Control Yano, Toru; Imahara, Shuichiro IEEE Access, Vol. 9 https://doi.org/10.1109/ACCESS.2021.3067884	journal	January 2021
Stationary and Moving Occupancy Detection Using the SLEEPIR Sensor Module and Machine Learning Wu, Libo; Wang, Ya IEEE Sensors Journal, Vol. 21, Issue 13 https://doi.org/10.1109/JSEN.2021.3071402	journal	July 2021
Performance Optimization of the SLEEPIR Sensor Towards Indoor Stationary Occupancy Detection Wu, Libo; Wang, Ya IEEE Sensors Journal, Vol. 21, Issue 21 https://doi.org/10.1109/JSEN.2021.3111877	journal	November 2021
SLEEPIR: Synchronized Low-Energy Electronically Chopped PIR Sensor for True Presence Detection Wu, Libo; Gou, Fangwang; Wu, Shin-Tson IEEE Sensors Letters, Vol. 4, Issue 3 https://doi.org/10.1109/LSENS.2020.2976801	journal	March 2020
Occupancy Detection Using a Temperature-Sensitive Adaptive Algorithm Wu, Libo; Chen, Zhangjie; Wang, Ya IEEE Sensors Letters, Vol. 5, Issue 12 https://doi.org/10.1109/LSENS.2021.3126285	journal	December 2021
True Presence Detection via Passive Infrared Sensor Network Using Liquid Crystal Infrared Shutters Wu, Libo; Wang, Ya ASME 2020 Conference on Smart Materials, Adaptive Structures and Intelligent Systems https://doi.org/10.1115/SMASIS2020-2366	conference	September 2020
The smart thermostat: using occupancy sensors to save energy in homes Lu, Jiakang; Sookoor, Tamim; Srinivasan, Vijay Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems - SenSys '10 https://doi.org/10.1145/1869983.1870005	conference	January 2010
PreHeat Scott, James; Bernheim Brush, A. J.; Krumm, John Proceedings of the 13th international conference on Ubiquitous computing https://doi.org/10.1145/2030112.2030151	conference	September 2011
XGBoost: A Scalable Tree Boosting System Chen, Tianqi; Guestrin, Carlos Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '16 https://doi.org/10.1145/2939672.2939785	conference	January 2016
Smart technologies enable homes to be efficient and interactive with the grid Buckberry, Heather; Burke, Jennifer; Starke, Michael https://doi.org/10.2172/1615193	report	April 2020
Simulation-based Weather Normalization Approach To Study The Impact Of Weather On Energy Use Of Buildings In The U.s. Makhmalbaf, Atefe; Srivastava, Viraj; Wang, Na Building Simulation Conference Proceedings https://doi.org/10.26868/25222708.2013.2453	conference	August 2013
Towards a Rigorous Consideration of Occupant Behaviours of Residential Households for Effective Electrical Energy Savings: An Overview Bouktif, Salah; Ouni, Ali; Lazarova-Molnar, Sanja Energies, Vol. 15, Issue 5 https://doi.org/10.3390/en15051741	journal	February 2022
A Systematic Survey on Sensor Failure Detection and Fault-Tolerance in Ambient Assisted Living ElHady, Nancy; Provost, Julien Sensors, Vol. 18, Issue 7 https://doi.org/10.3390/s18071991	journal	June 2018
Temperature Sensing Optimization for Home Thermostat Retrofit Seri, Federico; Arnesano, Marco; Keane, Marcus Martin Sensors, Vol. 21, Issue 11 https://doi.org/10.3390/s21113685	journal	May 2021

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