Modeling and simulation of energy-related human-building interaction: A systematic review

S Norouziasl, A Jafari, Y Zhu - Journal of Building Engineering, 2021 - Elsevier
Building energy use is highly sensitive to its occupants' energy-related behavior, including
their presence and interaction with different building systems. The modeling and simulation …

LightLearn: An adaptive and occupant centered controller for lighting based on reinforcement learning

JY Park, T Dougherty, H Fritz, Z Nagy - Building and Environment, 2019 - Elsevier
In commercial buildings, lighting contributes to about 20% of the total energy consumption.
Lighting controllers that integrate occupancy and luminosity sensors to improve energy …

Occupancy schedules learning process through a data mining framework

S D'Oca, T Hong - Energy and Buildings, 2015 - Elsevier
Building occupancy is a paramount factor in building energy simulations. Specifically,
lighting, plug loads, HVAC equipment utilization, fresh air requirements and internal heat …

Occupant behavior and schedule modeling for building energy simulation through office appliance power consumption data mining

J Zhao, B Lasternas, KP Lam, R Yun, V Loftness - Energy and buildings, 2014 - Elsevier
The occupants' health, comfort, and productivity are important objectives for green building
design and operation. However, occupant behavior also has “passive” impact on the …

An ontology to represent energy-related occupant behavior in buildings. Part II: Implementation of the DNAS framework using an XML schema

T Hong, S D'Oca, SC Taylor-Lange, WJN Turner… - Building and …, 2015 - Elsevier
Energy-related occupant behavior in buildings is difficult to define and quantify, yet critical to
our understanding of total building energy consumption. Part I of this two-part paper …

On the feature engineering of building energy data mining

C Zhang, L Cao, A Romagnoli - Sustainable cities and society, 2018 - Elsevier
Understanding the underlying dynamics of building energy consumption is the very first step
towards energy saving in building sector; as a powerful tool for knowledge discovery, data …

Occupant behavior modeling for smart buildings: A critical review of data acquisition technologies and modeling methodologies

M Jia, RS Srinivasan - 2015 Winter Simulation Conference …, 2015 - ieeexplore.ieee.org
At the outset, there is no question that building energy use is largely influenced by the
presence and behavior of occupants. Among other, the key to realize energy use reduction …

Comparison of different window behavior modeling approaches during transition season in Beijing, China

Y Wei, H Yu, S Pan, L Xia, J Xie, X Wang, J Wu… - Building and …, 2019 - Elsevier
Window operation is an important occupant behavior, and has significant impacts on
building energy consumption. Recently, various stochastic and non-stochastic models have …

An EnergyPlus whole building energy model calibration method for office buildings using occupant behavior data mining and empirical data

KP Lam, J Zhao, EB Ydstie, J Wirick, M Qi… - ASHRAE Journal, 2014 - shura.shu.ac.uk
This paper proposes a method comprising procedures to calibrate an EnergyPlus whole
building energy model. An occupant behavior data mining procedure is developed and …

FORCES: feedback and control for occupants to refine comfort and energy savings

DA Winkler, A Beltran, NP Esfahani, PP Maglio… - Proceedings of the …, 2016 - dl.acm.org
Humans spend 90% of their lives inside buildings, but often the Heating, Ventilation, and Air
Conditioning (HVAC) systems of commercial buildings do not properly maintain occupant …