✅ Achieved temp. resolution of up to 240 measurements/year using SAR-based VIs with 2 S1 satellites in 2021 [soon to be restored with Sentinel-1C]
✅ Early disturbance detection: within 4 days vs 35 days with optical indices
✅ Fine-tuned #XGBoost and #RandomForest regressors outperformed #AutoML
✅ Early disturbance detection: within 4 days vs 35 days with optical indices
✅ Fine-tuned #XGBoost and #RandomForest regressors outperformed #AutoML
Comments
Demo-code for running the models on GitHub: https://github.com/palubad/SAR-based-VIs
MMTS-GEE to generate multi-modal time series data: https://github.com/palubad/MMTS-GEE , developed in our previous work: https://karolinum.cz/data/clanek/13382/Geogr_60_1_0046.pdf