Reinforcement learning for building controls: The opportunities and challenges
Building controls are becoming more important and complicated due to the dynamic and
stochastic energy demand, on-site intermittent energy supply, as well as energy storage …
stochastic energy demand, on-site intermittent energy supply, as well as energy storage …
State-of-the-art on research and applications of machine learning in the building life cycle
Fueled by big data, powerful and affordable computing resources, and advanced algorithms,
machine learning has been explored and applied to buildings research for the past decades …
machine learning has been explored and applied to buildings research for the past decades …
Reinforcement learning for demand response: A review of algorithms and modeling techniques
JR Vázquez-Canteli, Z Nagy - Applied energy, 2019 - Elsevier
Buildings account for about 40% of the global energy consumption. Renewable energy
resources are one possibility to mitigate the dependence of residential buildings on the …
resources are one possibility to mitigate the dependence of residential buildings on the …
IoT-based smart homes: A review of system architecture, software, communications, privacy and security
This article presents a review of major technologies of IoT-based smart homes. It starts with
definition of the smart home that sets the perspective adopted in the review. In addition to …
definition of the smart home that sets the perspective adopted in the review. In addition to …
Modified PSO algorithm for real-time energy management in grid-connected microgrids
In real-time energy management of a converter-based microgrid, it is difficult to determine
optimal operating points of a storage system in order to save costs and minimise energy …
optimal operating points of a storage system in order to save costs and minimise energy …
GIS-based solar farms site selection using analytic hierarchy process (AHP) in Karapinar region, Konya/Turkey
M Uyan - Renewable and Sustainable Energy Reviews, 2013 - Elsevier
Renewable energy is clean sources and has a much lower environmental impact than other
energy sources. In Turkey, solar energy investments have been developed rapidly in recent …
energy sources. In Turkey, solar energy investments have been developed rapidly in recent …
Residential energy scheduling for variable weather solar energy based on adaptive dynamic programming
The residential energy scheduling of solar energy is an important research area of smart
grid. On the demand side, factors such as household loads, storage batteries, the outside …
grid. On the demand side, factors such as household loads, storage batteries, the outside …
A home energy management system with renewable energy and energy storage utilizing main grid and electricity selling
With the development of new technologies in the field of renewable energy and batteries,
increasing number of houses have been equipped with renewable energy sources (RES) …
increasing number of houses have been equipped with renewable energy sources (RES) …
Reinforcement learning techniques for optimal power control in grid-connected microgrids: A comprehensive review
Utility grids are undergoing several upgrades. Distributed generators that are supplied by
intermittent renewable energy sources (RES) are being connected to the grids. As RES get …
intermittent renewable energy sources (RES) are being connected to the grids. As RES get …
Energy scheduling of community microgrid with battery cost using particle swarm optimisation
The integration of renewable energy sources together with an energy storage system into a
distribution network has become essential not only to maintain continuous electricity supply …
distribution network has become essential not only to maintain continuous electricity supply …