Intelligent multi-zone residential HVAC control strategy based on deep reinforcement learning

Safe deep reinforcement learning-based constrained optimal control scheme for active distribution networks

(2020) Peng Kou et al.   APPLIED ENERGY

DeepComfort: Energy-Efficient Thermal Comfort Control in Buildings Via Reinforcement Learning

(2020) Guanyu Gao et al.   IEEE Internet of Things Journal

Multi-Agent Deep Reinforcement Learning for HVAC Control in Commercial Buildings

(2020) Liang Yu et al.   IEEE Transactions on Smart Grid

A reinforcement learning framework for optimal operation and maintenance of power grids

(2019) R. Rocchetta et al.   APPLIED ENERGY

Optimal energy management strategies for energy Internet via deep reinforcement learning approach

(2019) Haochen Hua et al.   APPLIED ENERGY

Achieving 100x Acceleration for N-1 Contingency Screening With Uncertain Scenarios Using Deep Convolutional Neural Network

(2019) Yan Du et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Deep reinforcement learning of energy management with continuous control strategy and traffic information for a series-parallel plug-in hybrid electric bus

(2019) Yuankai Wu et al.   APPLIED ENERGY

Whole building energy model for HVAC optimal control: A practical framework based on deep reinforcement learning

(2019) Zhiang Zhang et al.   ENERGY AND BUILDINGS

Energy management based on reinforcement learning with double deep Q-learning for a hybrid electric tracked vehicle

(2019) Xuefeng Han et al.   APPLIED ENERGY

Application of deep Q-networks for model-free optimal control balancing between different HVAC systems

(2019) Ki Uhn Ahn et al.   Science and Technology for the Built Environment

Towards optimal control of air handling units using deep reinforcement learning and recurrent neural network

(2019) Zhengbo Zou et al.   BUILDING AND ENVIRONMENT

Intelligent Multi-Microgrid Energy Management Based on Deep Neural Network and Model-Free Reinforcement Learning

(2019) Yan Du et al.   IEEE Transactions on Smart Grid

From AlphaGo to Power System AI: What Engineers Can Learn from Solving the Most Complex Board Game

(2018) Fangxing Li et al.   IEEE Power & Energy Magazine

Convolutional Neural Networks for Automatic State-Time Feature Extraction in Reinforcement Learning Applied to Residential Load Control

(2018) Bert J. Claessens et al.   IEEE Transactions on Smart Grid

Hierarchical Control of Residential HVAC Units for Primary Frequency Regulation

(2018) Xiaoyu Wu et al.   IEEE Transactions on Smart Grid

Energy Management Considering Load Operations and Forecast Errors With Application to HVAC Systems

(2018) Kai Ma et al.   IEEE Transactions on Smart Grid

On-line Building Energy Optimization using Deep Reinforcement Learning

(2018) Elena Mocanu et al.   IEEE Transactions on Smart Grid

Ancillary Services Through Demand Scheduling and Control of Commercial Buildings

(2017) Yashen Lin et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Transactive Control of Commercial Buildings for Demand Response

(2017) He Hao et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

A Distributed Computing Platform Supporting Power System Security Knowledge Discovery Based on Online Simulation

(2017) Tian-en Huang et al.   IEEE Transactions on Smart Grid

End-User Comfort Oriented Day-Ahead Planning for Responsive Residential HVAC Demand Aggregation Considering Weather Forecasts

(2017) Ozan Erdinc et al.   IEEE Transactions on Smart Grid

Online Energy Management for a Sustainable Smart Home with an HVAC Load and Random Occupancy

(2017) Liang Yu et al.   IEEE Transactions on Smart Grid

A Long-Short Term Memory Recurrent Neural Network Based Reinforcement Learning Controller for Office Heating Ventilation and Air Conditioning Systems

(2017) et al.   Processes

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

An Evaluation of the HVAC Load Potential for Providing Load Balancing Service

(2012) Ning Lu   IEEE Transactions on Smart Grid

Building operation and energy performance: Monitoring, analysis and optimisation toolkit

(2011) Andrea Costa et al.   APPLIED ENERGY

A review on buildings energy consumption information

(2007) Luis Pérez-Lombard et al.   ENERGY AND BUILDINGS