Battery aging conscious intelligent energy management strategy for hybrid electric buses
Abstract:
The aim of this paper is to propose a battery aging conscious energy management strategy. The initial design of an energy management strategy is a significant point, in order to fulfill the efficiency goals in a short term. However, with the aging, the initial conditions vary. The new trend of digitalization allows to monitor the operation, having the possibility to update the developed first strategy in a long term. Therefore a methodology for updating the energy management strategy throughout the bus lifetime is proposed, in order to improve the operation costs and extend the battery lifetime. This update is based on a dynamic programming optimization, tuning the fuzzy logic membership functions and output. Operation costs improvements up to 47 % are obtained beside a rule-based strategy and a BT lifetime extension of 2.94 % is reached.
Año de publicación:
2019
Keywords:
- Hybrid electric bus
- State of health
- energy management
- Dynamic programming
- fuzzy logic
- Energy storage systems
Fuente:
Tipo de documento:
Conference Object
Estado:
Acceso restringido
Áreas de conocimiento:
- Ingeniería energética
- Energía
- Energía
Áreas temáticas:
- Física aplicada
- Otras ramas de la ingeniería