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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 …
A survey of multi-objective sequential decision-making
Sequential decision-making problems with multiple objectives arise naturally in practice and
pose unique challenges for research in decision-theoretic planning and learning, which has …
pose unique challenges for research in decision-theoretic planning and learning, which has …
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 …
[BUCH][B] Multi-objective decision making
Many real-world decision problems have multiple objectives. For example, when choosing a
medical treatment plan, we want to maximize the efficacy of the treatment, but also minimize …
medical treatment plan, we want to maximize the efficacy of the treatment, but also minimize …
Multi-objective MDPs with conditional lexicographic reward preferences
Sequential decision problems that involve multiple objectives are prevalent. Consider for
example a driver of a semi-autonomous car who may want to optimize competing objectives …
example a driver of a semi-autonomous car who may want to optimize competing objectives …
Reinforcement learning for joint optimization of multiple rewards
Finding optimal policies which maximize long term rewards of Markov Decision Processes
requires the use of dynamic programming and backward induction to solve the Bellman …
requires the use of dynamic programming and backward induction to solve the Bellman …
One size does not fit all: Understanding user preferences for building automation systems
In recent years, technological advances have substantially extended the capabilities of
automation systems in buildings. Despite the achieved advances, automation systems have …
automation systems in buildings. Despite the achieved advances, automation systems have …
Intelligent adaptive automation: A framework for an activity-driven and user-centered building automation
In recent years, technological advances have substantially extended the capabilities of
building automation. Despite the achieved advances, evidently, automation have not been …
building automation. Despite the achieved advances, evidently, automation have not been …
[HTML][HTML] Heat flux sensing for machine-learning-based personal thermal comfort modeling
In recent years, physiological features have gained more attention in develo** models of
personal thermal comfort for improved and accurate adaptive operation of Human-In-The …
personal thermal comfort for improved and accurate adaptive operation of Human-In-The …
Semantic-based resource discovery and orchestration in home and building automation: A multi-agent approach
Home and building automation (HBA) trends toward the Ambient Intelligence paradigm,
which aims to autonomously coordinate and control appliances and subsystems in a given …
which aims to autonomously coordinate and control appliances and subsystems in a given …