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mahatmasun1's Projects

air-quality-prediction icon air-quality-prediction

We propose to continuously predict the whole $station \times feature$ map in the next 1 to 48 hours with a convolutional LSTM (ConvLSTM, long short-term memory), which replaces the fully connected network in the classical LSTM with convolutional operations.

attentionaugmentedconvlstm icon attentionaugmentedconvlstm

Implementation of TAAConvLSTM and SAAConvLSTM used in "Attention Augmented ConvLSTM for Environment Prediction"

emd-convlstm-time-series-forecast icon emd-convlstm-time-series-forecast

python,tf2中,构建EMD-convlstm模型进行时间序列预测,首先对原始序列进行分解,然后对每一个子序列分别进行时间序列预测建模,最后将各算法的结果相加,作为最终结果,需要的加我qq2919218574

ieee_weather icon ieee_weather

Spatio-temporal Numerical Weather Forecasting Pipeline. It has the code for the introduced weather model architecture

saconvsltm icon saconvsltm

Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on MovingMNIST.

time-series-prediction-by-convlstm icon time-series-prediction-by-convlstm

In this project, a BiLSTM model has been developed for time series prediction by python programming. Programming language: Python Programming software: Jupyter notebook

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