Smart home energy management processes support through machine learning algorithms
Ημερομηνία
2022Γλώσσα
en
Λέξη-κλειδί
Επιτομή
Smart Home Energy Management Systems can manifest energy consumption reduction targets in the residential sector and can be viewed as an approach to transform the consumer into an active prosumer. The present paper presents a smart home energy management system that includes flexible appliances, electric vehicles, and energy storage units. Efficient forecasting algorithms support the robust operation of the smart home energy management system. Specifically, the smart home energy management system receives as inputs forecasts of demand, renewable energy sources including photovoltaics and Wind Turbine generations, and real-time prices. In order to minimize energy costs, a variety of algorithms is compared to provide highly accurate forecasts. © 2022 The Author(s)
Collections
Related items
Showing items related by title, author, creator and subject.
-
Decision-making process for photovoltaic solar energy sector development using fuzzy cognitive map technique
Papageorgiou K., Carvalho G., Papageorgiou E.I., Bochtis D., Stamoulis G. (2020)Photovoltaic Solar Energy (PSE) sector has sparked great interest from governments over the last decade towards diminution of world’s dependency to fossil fuels, greenhouse gas emissions reduction and global warming ... -
Impact of demand side management methods on modern power systems
Laitsos V.M., Bargiotas D. (2021)Efficient energy consumption remains an important factor in Europe's ambitious goals for sustainable development and activities related to air quality, global warming and climate change. However, especially during the ... -
An analytical framework to assess SDG targets within the context of WEFE nexus in the Mediterranean region
Malagó A., Comero S., Bouraoui F., Kazezyılmaz-Alhan C.M., Gawlik B.M., Easton P., Laspidou C. (2021)Understanding the complex relationships amongst Water, Energy, Food and Ecosystems (WEFE nexus) together with the achievement of Sustainable Development Goals (SDGs) is critical for the development of a sustainable and ...