DeepWeather

An Interesting Rain Forecast Model for Nowcasting.

The shouder of Gaint

• The framework of this DL is develped from Dr.Shi's research on 2015 NIPS.
• Here is his website sxjscience

Features

• END2END mode
• Without professional data like gfs, wrfout...
• GPU avalible, tested in Nvidia Quadro P4000.

Declear

• This work was applied on some institutions, like airport climate center.
• The work is not avalible for bussiness project due to it is not the product version.
• This work was a collabration of some engineers.
• The raw data of this projects was collected from another scrapy projects.

Structure

./src

• ./src/sparnn: forked from Dr.Shi
• ./src/runtime: main codes contain training and predicting
• ./src/tools: scripts
• ./src/model: save training models

./model

• Models prepare for forecast

./basemap

• Base map with lines
• Post process for adding geo-informations

./presentation

• pictures about test results
• App implemention

Futuer Work

• Moving to higher framework liek Pytorch or Keras.
• Applying more feature engineering and pre_processing.
• Constructing a fullstack data project, consist of data crawl, prepocess, DL forecast, visualize in app.