A novel machine learning-based model predictive control framework for improving the energy efficiency of air-conditioning systems

Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption

Muhammad Waseem Ahmad, Monjur Mourshed, Yacine Rezgui · Energy and Buildings · 2017 · 950 citations · Full text

A short-term building cooling load prediction method using deep learning algorithms

Cheng Fan, Fu Xiao, Yang Zhao · Applied Energy · 2017 · 654 citations · Full text

Engineering, Machine Learning, Data Science +12

Artificial neural network (ANN) based model predictive control (MPC) and optimization of HVAC systems: A state of the art review and case study of a residential HVAC system

Abdul Afram, Farrokh Janabi‐Sharifi, Alan S. Fung et al. · Energy and Buildings · 2017 · 632 citations

Energy Control, Engineering, Energy Efficiency +10

Random Forest based hourly building energy prediction

Zeyu Wang, Yueren Wang, Ruochen Zeng et al. · Energy and Buildings · 2018 · 585 citations

Built Environment, Engineering, Data Science +7

Applying support vector machine to predict hourly cooling load in the building

Qiong Li, Qinglin Meng, Jiejin Cai et al. · Applied Energy · 2009 · 477 citations

Built Environment, Support Vector Machine, Engineering +12