Energy optimization for HVAC systems in multi-VAV open offices: A deep reinforcement learning approach

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 28.8K citations

Artificial Intelligence, Engineering, Deep Reinforcement Learning +3

Physics-Informed Neural Networks for Heat Transfer Problems

Shengze Cai, Zhicheng Wang, Sifan Wang et al. · Journal of Heat Transfer · 2021 · 1K citations

Heat Transfer Process, Engineering, Machine Learning +15

Heating and cooling energy trends and drivers in buildings

Diána Ürge-Vorsatz, Luisa F. Cabeza, Susana Serrano et al. · Renewable and Sustainable Energy Reviews · 2014 · 1K citations · Full text

On-Line Building Energy Optimization Using Deep Reinforcement Learning

Elena Mocanu, Decebal Constantin Mocanu, Phuong H. Nguyen et al. · IEEE Transactions on Smart Grid · 2018 · 603 citations · Full text

Engineering, Machine Learning, Data Science +11

Multi-objective optimization of the building energy performance: A simulation-based approach by means of particle swarm optimization (PSO)

Navid Delgarm, Behrang Sajadi, Farshad Kowsary et al. · Applied Energy · 2016 · 477 citations

Built Environment, Engineering, Energy-efficient Design +13