Author

David Bekaert

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Preprint Aug 2026

Multi-Year Geospatial Reasoning using Interannually-Consistent Historical Predictions as a Free Input Modality

Machine learning, and deep networks in particular, are increasingly used to derive higher-level Earth observation (EO) products such as annual land-cover and crop-type maps. Many are generated operationally: each year a new acquisition is processed, typically with the same model, extending a multi-year archive. In the...

Syed Roshaan Ali Shah, Kasper Bonte, David Bekaert et al. · 0 citations

Open access Aug 2026

A Statewide InSAR Velocity Map for California Produced by a Comprehensive Large Scale Analysis of ARIA Standard Products

Routine Synthetic Aperture Radar (SAR) acquisitions from the Sentinel‐1 constellation enable monitoring of slow surface deformation (millimeters to centimeters per year), yet consistent and accessible pathways for producing validated, user‐ready velocity products remain limited. Here we present (a) a statewide Interfer...

S. Sangha, G. Funning, M. Govorcin et al. · Earth and Space Science · 0 citations