The aging-aware MPC approach for bidirectional EV charging with rooftop PV delivers the lowest annual energy costs in simulations, with gains of up to EUR 2410 over unidirectional charging and only 1.27% additional battery degradation.
End-use load profiles for the U.S. building stock [data set]
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An online optimization algorithm combining LSTM load forecasting and a nonlinear battery aging model delivers up to EUR 3046 annual savings versus unidirectional charging with only 1.96% extra battery degradation.
citing papers explorer
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Online Energy Management for Bidirectional EV Charging with Rooftop PV: An Aging-Aware MPC Approach
The aging-aware MPC approach for bidirectional EV charging with rooftop PV delivers the lowest annual energy costs in simulations, with gains of up to EUR 2410 over unidirectional charging and only 1.27% additional battery degradation.
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Online Aging-Aware Energy Optimization for Vehicle-Home-Grid Integration
An online optimization algorithm combining LSTM load forecasting and a nonlinear battery aging model delivers up to EUR 3046 annual savings versus unidirectional charging with only 1.96% extra battery degradation.