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.
Smart household operation considering bi-directional EV and ESS utilization by real-time pricing-based DR
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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.