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Human-in-the-loop HVAC operations: A quantitative review on occupancy, comfort, and energy-efficiency dimensions
Heating, ventilation, and air-conditioning (HVAC) systems account for almost half of the
energy consumption in buildings. By benefiting from advancements in information and …
energy consumption in buildings. By benefiting from advancements in information and …
Machine learning for smart building applications: Review and taxonomy
The use of machine learning (ML) in smart building applications is reviewed in this article.
We split existing solutions into two main classes: occupant-centric versus energy/devices …
We split existing solutions into two main classes: occupant-centric versus energy/devices …
Personalized human comfort in indoor building environments under diverse conditioning modes
In practice, building heating, ventilation, and air conditioning (HVAC) systems are essentially
set at nominal levels according to industry guidelines. However, several studies have …
set at nominal levels according to industry guidelines. However, several studies have …
User-led decentralized thermal comfort driven HVAC operations for improved efficiency in office buildings
Thermal comfort is one of the main driving factors in defining the operational settings of
HVAC systems, and it greatly impacts energy efficiency in buildings. Lack of information …
HVAC systems, and it greatly impacts energy efficiency in buildings. Lack of information …
An online learning approach for quantifying personalized thermal comfort via adaptive stochastic modeling
HVAC systems are the major energy consumers in commercial buildings in the United
States. These systems are operated to provide comfortable thermal conditions for building …
States. These systems are operated to provide comfortable thermal conditions for building …
Challenging the assumptions for thermal sensation scales
Scales are widely used to assess the personal experience of thermal conditions in built
environments. Most commonly, thermal sensation is assessed, mainly to determine whether …
environments. Most commonly, thermal sensation is assessed, mainly to determine whether …
Machine learning method for real-time non-invasive prediction of individual thermal preference in transient conditions
This work introduces a new technique that provides real-time feedback to a Heating,
Ventilation, and Air Conditioning (HVAC) system controller with respect to the occupants' …
Ventilation, and Air Conditioning (HVAC) system controller with respect to the occupants' …
Comparative assessment of HVAC control strategies using personal thermal comfort and sensitivity models
Research efforts have demonstrated the potentials of improving the performance of Heating,
Ventilation, and Air-Conditioning (HVAC) systems by leveraging personalized thermal …
Ventilation, and Air-Conditioning (HVAC) systems by leveraging personalized thermal …
A knowledge based approach for selecting energy-aware and comfort-driven HVAC temperature set points
HVAC systems are responsible for providing acceptable thermal conditions and indoor air
quality for building occupants. Increasing thermal comfort and reducing HVAC related …
quality for building occupants. Increasing thermal comfort and reducing HVAC related …
Occupant interactions with shading and lighting systems using different control interfaces: A pilot field study
The paper presents a field study on human interactions with motorized roller shades and
dimmable electric lights in private offices of a high performance building. The experimental …
dimmable electric lights in private offices of a high performance building. The experimental …