daozhong/LSTM-Load-Forecasting

Implementation of Electric Load Forecasting Based on LSTM(BiLSTM). Including Univariate-SingleStep forecasting, Multivariate-SingleStep forecasting and Multivariate-MultiStep forecasting.

LSTM-Load-Forecasting

Implementation of Electric Load Forecasting Based on LSTM(BiLSTM). Including Univariate-SingleStep forecasting, Multivariate-SingleStep forecasting and Multivariate-MultiStep forecasting.

Environment

pytorch==1.10.1+cu111

numpy==1.18.5

pandas==1.2.3

Usage

Univariate-SingleStep forecasting:

python Univariate-SingleStep-LSTM.py

Multivariate-SingleStep forecasting:

python Multivariate-SingleStep-LSTM.py

Multivariate-MultiStep forecasting:

python Multivariate-MultiStep-LSTM.py

Result