Concepedia

Study on deep reinforcement learning techniques for building energy consumption forecasting

Tao Liu, Zehan Tan, Chengliang Xu, Huanxin Chen, Zhengfei Li

Energy and Buildings · 2019 · 267 citations · 39 references

Concepts

ComputingBuilding ScienceEnergy ManagementForecastingMachine LearningBuilding Energy ModelingBuilding Energy PerformanceBuilding Energy SystemsDeep LearningEnergy Demand ForecastingReinforcement LearningDeep Learning For ForecastingDeep Learning-based ForecastingDeep Reinforcement LearningEnergy ConsumptionEnergy Prediction

References

39

Reinforcement Learning: A Survey

Leslie Pack Kaelbling, Michael L. Littman, Andrew Moore · Journal of Artificial Intelligence Research · 1996 · 8.8K citations · Full text

Business, Computer Science, Artificial Intelligence +15

TensorFlow: A system for large-scale machine learning

Martı́n Abadi, Paul Barham, Jianmin Chen et al. · arXiv (Cornell University) · 2016 · 8.8K citations · Full text

Computing, Computer Engineering, Computer Science +15

Continuous control with deep reinforcement learning

Timothy Lillicrap, Jonathan J. Hunt, Alexander Pritzel et al. · arXiv (Cornell University) · 2015 · 5.4K citations · Full text

Computing, Computer Science, Physics +17

Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng et al. · ACM SIGMOD Record · 2000 · 5.2K citations

Computing, Computer Science, Data Analytics +6

Building energy-consumption status worldwide and the state-of-the-art technologies for zero-energy buildings during the past decade

Xiaodong Cao, Xilei Dai, Junjie Liu · Energy and Buildings · 2016 · 1.4K citations · Full text

Architecture, Architectural Engineering, Building Science +17