Elena Mocanu

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 · 622 citations · Full text

Architecture, Building Science, Energy Management +15

Deep learning for estimating building energy consumption

Elena Mocanu, Phuong H. Nguyen, Madeleine Gibescu et al. · Sustainable Energy Grids and Networks · 2016 · 611 citations

Architecture, Architectural Engineering, Building Science +14

Unsupervised energy prediction in a Smart Grid context using reinforcement cross-building transfer learning

Elena Mocanu, Phuong H. Nguyen, W.L. Kling et al. · Energy and Buildings · 2016 · 171 citations · Full text

Computing, Building Science, Computer Science +17

Deep learning versus traditional machine learning methods for aggregated energy demand prediction

Nikolaos G. Paterakis, Elena Mocanu, Madeleine Gibescu et al. · 2017 · 114 citations

Computing, Computer Science, Forecasting +16

A topological insight into restricted Boltzmann machines

Decebal Constantin Mocanu, Elena Mocanu, Phuong H. Nguyen et al. · Machine Learning · 2016 · 81 citations · Full text

Computing, Computer Science, Feature Engineering +15