Human-building interaction for indoor environmental control: Evolution of technology and future prospects

H Kim, H Kang, H Choi, D Jung, T Hong - Automation in Construction, 2023 - Elsevier
This paper presents a data-driven literature review of human-building interaction (HBI),
which refers to the interaction between occupants and buildings. Through natural language …

Ten questions concerning reinforcement learning for building energy management

Z Nagy, G Henze, S Dey, J Arroyo, L Helsen… - Building and …, 2023 - Elsevier
As buildings account for approximately 40% of global energy consumption and associated
greenhouse gas emissions, their role in decarbonizing the power grid is crucial. The …

A review of current research on occupant-centric control for improving comfort and energy efficiency

Y Yuan, C Song, L Gao, K Zeng, Y Chen - Building Simulation, 2024 - Springer
Occupant-centric control (OCC) is intelligent control of building systems based on the real
comfort needs of occupants. This paper provides a comprehensive review of how real-world …

[HTML][HTML] A data-driven agent-based model of occupants' thermal comfort behaviors for the planning of district-scale flexible work arrangements

M Mosteiro-Romero, M Quintana, R Stouffs… - Building and …, 2024 - Elsevier
In a global context of increasing flexibility in the way workplaces and the districts in which
they are located are used, there is a need for occupant-driven approaches to plan urban …

Evaluation of Deep Learning and Machine Learning Algorithms for Building Occupancy Classification on Open Datasets

G Cretu, I Stamatescu… - 2023 31st Mediterranean …, 2023 - ieeexplore.ieee.org
Accurately estimating and forecasting building occupancy represents an important tasks for
higher level indoor energy management and control routines. Extended availability of public …

FTM-Sense: Robust Sensor-free Occupancy Sensing Leveraging WiFi Fine Time Measurement

F Nikseresht, B Campbell - Proceedings of the 10th ACM International …, 2023 - dl.acm.org
Occupancy detection is vital in optimizing smart building applications, such as automatic
heating/cooling, lighting systems, and energy management. Conventional occupancy …

BEAR-Data: Analysis and Applications of an Open Multizone Building Dataset

Y Bian, X Fu, B Liu, R Rachala, RK Gupta… - Proceedings of the 10th …, 2023 - dl.acm.org
We introduce BEAR-Data, an open dataset that captures the dynamics of a large multi-zone
building by providing measurements of zone temperature and corresponding HVAC …

[PDF][PDF] GLOBAL-LOCAL POLICY SEARCH AND ITS APPLICA-TION IN GRID-INTERACTIVE BUILDING CONTROL

X Zhang, Y Chen, A Bernstein - 2023 - s3.us-east-1.amazonaws.com
As the buildings sector represents over 70% of the total US electricity consumption, it offers a
great amount of untapped demand-side resources to tackle many critical grid-side problems …