Human-in-the-loop HVAC operations: A quantitative review on occupancy, comfort, and energy-efficiency dimensions

W Jung, F Jazizadeh - Applied Energy, 2019 - Elsevier
Heating, ventilation, and air-conditioning (HVAC) systems account for almost half of the
energy consumption in buildings. By benefiting from advancements in information and …

A survey of multi-objective sequential decision-making

DM Roijers, P Vamplew, S Whiteson… - Journal of Artificial …, 2013 - jair.org
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 …

Comparative assessment of HVAC control strategies using personal thermal comfort and sensitivity models

W Jung, F Jazizadeh - Building and Environment, 2019 - Elsevier
Research efforts have demonstrated the potentials of improving the performance of Heating,
Ventilation, and Air-Conditioning (HVAC) systems by leveraging personalized thermal …

[BUCH][B] Multi-objective decision making

DM Roijers, S Whiteson, R Brachman, P Stone - 2017 - Springer
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 …

Multi-objective MDPs with conditional lexicographic reward preferences

K Wray, S Zilberstein, AI Mouaddib - … of the AAAI Conference on Artificial …, 2015 - ojs.aaai.org
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 …

Reinforcement learning for joint optimization of multiple rewards

M Agarwal, V Aggarwal - Journal of Machine Learning Research, 2023 - jmlr.org
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 …

One size does not fit all: Understanding user preferences for building automation systems

S Ahmadi-Karvigh, A Ghahramani, B Becerik-Gerber… - Energy and …, 2017 - Elsevier
In recent years, technological advances have substantially extended the capabilities of
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

S Ahmadi-Karvigh, B Becerik-Gerber, L Soibelman - Energy and Buildings, 2019 - Elsevier
In recent years, technological advances have substantially extended the capabilities of
building automation. Despite the achieved advances, evidently, automation have not been …

[HTML][HTML] Heat flux sensing for machine-learning-based personal thermal comfort modeling

W Jung, F Jazizadeh, TE Diller - Sensors, 2019 - mdpi.com
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 …

Semantic-based resource discovery and orchestration in home and building automation: A multi-agent approach

M Ruta, F Scioscia, G Loseto… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
Home and building automation (HBA) trends toward the Ambient Intelligence paradigm,
which aims to autonomously coordinate and control appliances and subsystems in a given …