MLprcp

中国夏季降水预测

Tasklists

• Fuzzy C-means分区
• PLSR挑选变量: the last step
• RandomForest、PLSR
• k-fold cross validation评估

Installation

git clone https://github.com/CUG-atmos/MLprcp

References

1. Zhang, Q., Kong, D., Singh, V. P., & Shi, P. (2017). Response of vegetation to different time-scales drought across China: Spatiotemporal patterns, causes and implications. Global and Planetary Change, 152, 1–11. https://doi.org/10.1016/j.gloplacha.2017.02.008

2. Zhang, Q.*, Kong, D.*, Shi, P., Singh, V. P., & Sun, P. (2018). Vegetation phenology on the Qinghai-Tibetan Plateau and its response to climate change (1982–2013). Agricultural and Forest Meteorology, 248, 408–417. https://doi.org/10.1016/j.agrformet.2017.10.026

3. NASA SRTM Digital Elevation 30m, https://developers.google.com/earth-engine/datasets/catalog/USGS_SRTMGL1_003