CSED399B

2024 Summer Research Participation @ POSETCH MLLab

Based Repositories

Roadmap

Papers

• Precipitation Prediction Using an Ensemble of Lightweight Learners (2023)
• Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting (2015)
• Skilful precipitation nowcasting using deep generative models of radar (2021)
• Skilful nowcasting of extreme precipitation with NowcastNet (2023)

Comments

• weather4cast-2023-lxz
  • dataset can be downloaded here (or here)
  • train_stage1.py: submodule UNet of model MoE is causing errors sat2rad() should return a Tensor but returns tuple
• w4c-ConvLSTM
  • error on train.py line 120: dimension issues
  • sample visualized data point from w4c dataset: Time 1, 8, 9 (and even 10) contains potential erronous images