Author

Zheng-Peng Feng

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Preprint Nov 2026

Forecasting Earth Surface Change in Embedding Space

Repeated satellite imagery permits understanding of how our planet changes over time, letting us predict its future and plan mitigating actions. Most existing studies that rely on a time series of satellite observations forecast the spectral values at each pixel for a future target date. However, clouds, shadows, and s...

Jing-Tao Li, S. Jaffer, A. Madhavapeddy et al. · 0 citations

Preprint Sep 2026

Annual Earth-observation embeddings encode wildfire disturbance and support simplified burned area mapping

Medium-resolution (10-30 m) burned area mapping is vital for monitoring wildfires and their impacts, but remains difficult to scale. Existing methods require either curated fire-specific imagery or dense time-series analysis. Here, we tested whether annual Earth-observation embeddings retain wildfire disturbance signal...

J. Knezevic, C. Atzberger, Zheng-Peng Feng et al. · 0 citations