SmartHEM
Financiado
Integrating reinforcement learning and predictive control for smart home energy...
To achieve carbon neutrality and reduce the dependence on fossil energy, solar panels, heat pumps and electric vehicles (EVs) are becoming commonplace in European homes. The abundant solar power, geothermal energy, as well as envi...
To achieve carbon neutrality and reduce the dependence on fossil energy, solar panels, heat pumps and electric vehicles (EVs) are becoming commonplace in European homes. The abundant solar power, geothermal energy, as well as environmentally friendly electric vehicles, reduce the usage of fossil-based energy, while posing challenges to the home energy management system at the same time due to the intermittent feature of renewable energy and potential battery degradation from EVs. In this proposal, we propose a smart home management system that optimises the entire home energy cost while considering a set of constraints related to battery safety and reliability, driver/household demand and actuator. As an MSCA-PF fellow, Dr. Meng Yuan will receive crucial training at the Chalmers University of Technology and engage in battery power control and home energy optimisation works which span the areas of control theory and electrical engineering. Interaction between different areas will spur novel methodologies and fruitful outcomes including 1) an adaptive and robust power controller for EV battery systems, 2) a learning-based energy management algorithm that minimises the total energy cost while satisfying the household power supply, and 3) a safe learning-based control framework for home energy system management. The foreseeable results of the project will include a health-aware optimal control for vehicle battery systems that enables vehicle-to-home technology and prolongs the battery's lifetime; a new interdisciplinary energy management system combining machine learning and control algorithms to revolutionise energy sectors.
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Duración del proyecto: 27 meses
Fecha Inicio: 2023-06-20
Fecha Fin: 2025-10-09
Fecha Fin: 2025-10-09
Línea de financiación: concedida
El organismo HORIZON EUROPE notifico la concesión del proyecto el día 2023-06-20
Línea de financiación objetivo
El proyecto se financió a través de la siguiente ayuda:
HORIZON-MSCA-2022-PF-01-01:
MSCA Postdoctoral Fellowships 2022
Cerrada
hace 2 años
Presupuesto
El presupuesto total del proyecto asciende a
223K€
Líder del proyecto
CHALMERS TEKNISKA HOGSKOLA AB
No se ha especificado una descripción o un objeto social para esta compañía.
Perfil tecnológico
TRL
4-5
Perfil tecnológico
TRL
4-5