ML4WX

Observations & remote sensing

Spatiotemporal Reconstruction of Antarctic Near-Surface Air Temperature from MODIS Observations

Xueying Zhang, Xu Dong, Jing Zeng, Shugui Hou, Paul C. J. P. Smeets, Carleen H. Reijmer, Yetang Wang

Journal of Climate ·

Paper

In one sentence. Neural network reconstructs a monthly 0.05° Antarctic air temperature product from MODIS and 119 stations, with MAE 2.23 °C and better agreement with in situ data than ERA5.

Labels

Topic
Observations & remote sensing, Climate analysis & attribution
Type
Benchmark or dataset
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite, Station / in-situ, ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1175/jcli-d-21-0786.1 OpenAlex:W4289667056
Added
2026-10-22

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