ML4WX

Observations & remote sensing

Machine Learning‐Based Model for Real‐Time GNSS Precipitable Water Vapor Sensing

Yuxin Zheng, Cuixian Lu, Zhilu Wu, Jianchi Liao, Yushan Zhang, Qiuyi Wang

Geophysical Research Letters ·

Paper

In one sentence. Stacked machine learning maps GNSS zenith delays to precipitable water vapor without meteorological inputs, achieving under 2.5 mm accuracy and 22-28% gains over GPT3.

Labels

Topic
Observations & remote sensing
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
ERA5 / reanalysis, Station / in-situ
Status
Research
Identifiers
DOI:10.1029/2021gl096408 OpenAlex:W4207039706
Added
2026-10-22

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