Automated machine learning-based building energy load prediction method

AutoML: A survey of the state-of-the-art

Xin He, Kaiyong Zhao, Xiaowen Chu · Knowledge-Based Systems · 2020 · 1.7K citations · Full text

Computing, Autonomous Systems, Computer Science +6

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 · 989 citations · Full text

Computing, Building Science, Computer Science +17

Optimal Deep Learning LSTM Model for Electric Load Forecasting using Feature Selection and Genetic Algorithm: Comparison with Machine Learning Approaches †

Salah Bouktif, Ali Fiaz, Ali Ouni et al. · Energies · 2018 · 902 citations · Full text

Computing, Electrical Engineering, Feature Engineering +16

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

Cheng Fan, Fu Xiao, Yang Zhao · Applied Energy · 2017 · 676 citations · Full text

Engineering, Building Science, Computer Science +16

Artificial intelligence-based fault detection and diagnosis methods for building energy systems: Advantages, challenges and the future

Yang Zhao, Tingting Li, Xuejun Zhang et al. · Renewable and Sustainable Energy Reviews · 2019 · 582 citations

Computing, Building Science, Computer Science +16