# Improving operational flood ensemble prediction by the assimilation of satellite soil moisture: comparison between lumped and semi-distributed schemes

> Research article (Hydrology and earth system sciences, 2015) · cited 111× · AI/ML

**Wikidata**: [openalex:W2136653468](https://www.wikidata.org/wiki/openalex:W2136653468)  
**Source**: https://4ort.xyz/entity/improving-operational-flood-ensemble-prediction-by-the-assimilation-of-satellite-soil-moisture-comparison-between-lumped