Coordinated energy management for a cluster of buildings through deep reinforcement learning

Reinforcement learning for building controls: The opportunities and challenges

(2020) Zhe Wang et al.   APPLIED ENERGY

Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings

(2020) Silvio Brandi et al.   ENERGY AND BUILDINGS

Towards a transactive energy system for integration of distributed energy resources: Home energy management, distributed optimal power flow, and peer-to-peer energy trading

(2020) Jaysson Guerrero et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A coordinated charging scheduling method for electric vehicles considering different charging demands

(2020) Kaile Zhou et al.   ENERGY

Neighborhood-level coordination and negotiation techniques for managing demand-side flexibility in residential microgrids

(2020) Maomao Hu et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Smart energy systems for sustainable smart cities: Current developments, trends and future directions

(2019) Edward O’Dwyer et al.   APPLIED ENERGY

A hierarchical coordinated demand response control for buildings with improved performances at building group

(2019) Pei Huang et al.   APPLIED ENERGY

A review of reinforcement learning for autonomous building energy management

(2019) Karl Mason et al.   COMPUTERS & ELECTRICAL ENGINEERING

Hierarchical price coordination of heat pumps in a building network controlled using model predictive control

(2019) Sebastian Gonzato et al.   ENERGY AND BUILDINGS

Energy management for user’s thermal and power needs: A survey

(2019) Laura Fiorini et al.   Energy Reports

Fuzzy Q-Learning for multi-agent decentralized energy management in microgrids

(2018) P. Kofinas et al.   APPLIED ENERGY

Model Predictive Control (MPC) for Enhancing Building and HVAC System Energy Efficiency: Problem Formulation, Applications and Opportunities

(2018) Gianluca Serale et al.   Energies

Gigawatt-hour scale savings on a budget of zero: Deep reinforcement learning based optimal control of hot water systems

(2018) Hussain Kazmi et al.   ENERGY

A comparative review of heating systems in EU countries, based on efficiency and fuel cost

(2018) Georgios Martinopoulos et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Optimal decarbonization pathways for urban residential building energy services

(2018) Benjamin D. Leibowicz et al.   APPLIED ENERGY

Reinforcement learning for demand response: A review of algorithms and modeling techniques

(2018) José R. Vázquez-Canteli et al.   APPLIED ENERGY

Incentive-based demand response for smart grid with reinforcement learning and deep neural network

(2018) Renzhi Lu et al.   APPLIED ENERGY

IEA EBC Annex 67 Energy Flexible Buildings

(2017) Søren Østergaard Jensen et al.   ENERGY AND BUILDINGS

Residential Demand Response of Thermostatically Controlled Loads Using Batch Reinforcement Learning

(2017) Frederik Ruelens et al.   IEEE Transactions on Smart Grid

Generalizable occupant-driven optimization model for domestic hot water production in NZEB

(2016) H. Kazmi et al.   APPLIED ENERGY

Performance evaluation of conventional demand response at building-group-level under different electricity pricings

(2016) Limei Shen et al.   ENERGY AND BUILDINGS

Coordinated energy management for inter-community imbalance minimization

(2016) Rodrigo Verschae et al.   RENEWABLE ENERGY

Theory and applications of HVAC control systems – A review of model predictive control (MPC)

(2013) Abdul Afram et al.   BUILDING AND ENVIRONMENT

Real-Time Power Balancing Via Decentralized Coordinated Home Energy Scheduling

(2013) Tsung-Hui Chang et al.   IEEE Transactions on Smart Grid