A novel deep reinforcement learning based methodology for short-term HVAC system energy consumption prediction

Reinforcement Learning: An Introduction

Richard S. Sutton, Andy Barto · IEEE Transactions on Neural Networks · 1998 · 27.1K citations

Computing, Behavioral Sciences, Computer Science +12

Reinforcement Learning: An Introduction

IEEE Transactions on Neural Networks · 2005 · 25.8K citations

Computing, Behavioral Sciences, Computer Science +12

Policy Gradient Methods for Reinforcement Learning with Function Approximation

Richard S. Sutton, David McAllester, Satinder Singh et al. · 1999 · 5K citations

Business, Decision Sciences, Machine Learning +13

Predicting electricity consumption for commercial and residential buildings using deep recurrent neural networks

Aowabin Rahman, Vivek Srikumar, Amanda D. Smith · Applied Energy · 2017 · 736 citations

Architecture, Architectural Engineering, Building Science +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