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EV load forecasting using a refined CNN-LSTM-AM

[2024-09-15] Paper:EV load forecasting using a refined CNN-LSTM-AM A new method of combining different interval sequences to reconstruct the time series matrix. image

Combine long interval time series and short interval time series

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ACN Dataset

The 1-minute processed time Series of ACN Dataset could find in https://huggingface.co/datasets/gyboo/ACN_Dataset

Train and evaluation

To train CNN-LSTM-AM:

python train.py -e 1 -is 96 -bs 288 -os 12 -k 15 -kernel 3

To evaluate:

python evaluate.py -is 96 -bs 288 -os 12 -k 15 -kernel 3
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Dataset used to train gyboo/Refined-CNN-LSTM-AM