SNN Energy Forecasting Peak Underprediction
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SNN Energy Forecasting Peak Underprediction
I’m working on an energy forecasting project using a Spiking Neural Network (SNN), and I’m trying to understand why my model is severely underpredicting high-load events. Task: Dataset: UK Electrical Load / House 4 Data resampled to 15-minute intervals Input: previous 24 timesteps (6 hours) Target: Aggregate power at the next 15-minute interval Features per timestep: Aggregate 9 appliance channels hour_sin hour_cos aggregate difference Features/target are standardized using training data o...
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