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Huayu: Advanced real-time satellite-based precipitation estimation

  • Zijiang Song
  • , Ting Liu
  • , Lina Yuan*
  • , Yuying Li
  • , Ao Xu
  • , Xigang Sun
  • , Ye Li
  • , Feng Lu
  • , Min Liu
  • *Corresponding author for this work
  • East China Normal University
  • Southeast University, Nanjing
  • National Meteorological Center

Research output: Contribution to journalArticlepeer-review

Abstract

As climate change intensifies the frequency and severity of extreme precipitation and flooding events across the globe, the associated risks to public safety and economic assets continue to grow. In this context, accurate, real-time satellite-based precipitation estimation has become essential for operational large-scale hydrometeorological analysis and effective disaster monitoring. NASA's Integrated Multi-satellitE Retrievals for GPM (IMERG Final Run) combines information from ”all” satellite microwave observations with gauge correction and climatological adjustment to produce precipitation estimates at 0.1° spatial and 30-min temporal resolution. However, despite its superior performance over mainstream satellite precipitation datasets in capturing rainfall patterns and variability, its latency of approximately 3.5 months significantly limits its applicability for real-time operational use. We proposed Huayu, a novel deep learning-based real-time satellite precipitation retrieval system that relies solely on infrared observations from the FengYun-4B geostationary satellite to provide an accurate precipitation estimate at a finer spatiotemporal resolution (15 min, 0.05°) over a 120° × 120° domain. Experimental validations demonstrate that Huayu achieves strong consistency with rain gauge observations, yielding a Critical Success Index (CSI) of 0.693 - 3.3% improvement over IMERG Final Run (CSI: 0.671).

Original languageEnglish
Article number105307
JournalInternational Journal of Applied Earth Observation and Geoinformation
Volume149
DOIs
StatePublished - May 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 13 - Climate Action
    SDG 13 Climate Action

Keywords

  • FengYun-4B
  • Infrared observation
  • Real-time product
  • Satellite precipitation

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