LSTM+attention mechanism (Attention) implements time series prediction (PyTorch version)

Language 2023-10-04 19:42:53 views: null

Table of contents

1. Build an LSTM+attention mechanism (Attention) model based on PyTorch to achieve wind speed time series prediction

2. Configuration class

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Origin blog.csdn.net/m0_68036862/article/details/133556039

LSTM+attention mechanism (Attention) implements time series prediction (PyTorch version)

CNN+attention mechanism (Attention) implements time series prediction (PyTorch version)

BiLSTM (bidirectional LSTM) implements time series prediction (PyTorch version)

Multidimensional time series | MATLAB implements WOA-CNN-BiLSTM-Attention multi-variable time series prediction (SE attention mechanism)

Multidimensional time series | MATLAB implements WOA-CNN-GRU-Attention multi-variable time series prediction (SE attention mechanism)

LSTM implements multi-variable input multi-step prediction (direct recursive mixed prediction) time series prediction (PyTorch version)

Time series prediction | MATLAB implements CNN-BiGRU-Attention time series prediction

TCN (Temporal Convolutional Network) implements time series prediction (PyTorch version)

Informer (information extraction network) implements time series prediction (PyTorch version)

Pytorch implements SE attention mechanism

Multidimensional time series | MATLAB implements WOA-CNN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements ZOA-CNN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SABO-CNN-GRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements BiTCN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SCNGO-BiLSTM-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SCNGO-BiGRU-Attention multivariate time series prediction

CNN+LSTM+Attention realizes time series prediction

Time series prediction: CNN+LSTM+Attention model in practice

[Deep Learning Attention Mechanism Series] - ECANet Attention Mechanism (with pytorch implementation)

[Deep Learning Attention Mechanism Series] - CBAM Attention Mechanism (with pytorch implementation)

[Deep Learning Attention Mechanism Series] - SCSE Attention Mechanism (with pytorch implementation)

[Deep Learning Attention Mechanism Series] - SENet Attention Mechanism (with pytorch implementation)

pytorch code implements EffectiveSE of attention mechanism

pytorch code implements SimAM of attention mechanism

pytorch code implements Biformer of attention mechanism

pytorch code implements SOCA of attention mechanism

pytorch code implements ShuffleAttention of attention mechanism

pytorch code implements MobileViT of attention mechanism

pytorch code implements CoTAttention of attention mechanism

pytorch code implements GC of attention mechanism

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