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1. 2022AI4SocietyDatathon 2022AI4SocietyDatathon Public

   Predict the flow rate of 4 specific producer wells according to the reservoir information and the existing production and injection history.

   Python 2

2. RUF RUF Public

   Recursively Updated Forecasting is a moethod propose to make production forecasting for newly drilled wells and those with limited production history.

   Jupyter Notebook 1

3. MRA MRA Public

   Masked Recurrent Alignment is a method used to make continuous predictions using limited production history. MRA applies an autoregressive generation for seq2seq generation, and the mask in MRA all…

   Python 1

4. MED MED Public

   Masked Encoding Decoding is designed for production forecasting tasks. It uses a non-autoregressive generation (NAG) method to generate the sequential data. The method allows the dynamic updates of…

   Python 1

5. ST-GraphSAGE ST-GraphSAGE Public

   ST-GraphSAGE is proposed to overcome the generalization problem in common ST-GCNs. An application is presented for capturing the well-interference in production forecasting.

   Python 1

6. ziming-zx.github.io ziming-zx.github.io Public

   Forked from niklasbuschmann/contrast

   Ziming's Personal Website

   JavaScript