Ceccherini et al. (2026) Sentinel-1 SAR Coherence as a Conservative Alert Layer for Tree Cover Loss in Estonia
⚠️ Warning: This summary was generated from the abstract only, as the full text was not available.
Identification
- Journal: Remote Sensing
- Year: 2026
- Date: 2026-09-29
- Authors: Guido Ceccherini, Guido Lemoine, Daniele Marinelli, Loïc Paul Dutrieux, Corentin Bolyn, Pieter S. A. Beck, Marco Girardello, Valerio Avitabile, Alessandro Cescatti
- DOI: 10.3390/rs18193338
Research Groups
- Estonian University of Life Sciences (EULS)
- National Land Board of Estonia
- University of Tartu
Short Summary
This study evaluates Sentinel-1 SAR interferometric coherence as a conservative alert layer for tree cover loss in Estonia, using multitemporal Airborne Laser Scanning data and visually interpreted samples for validation. The results show that while coherence-based detection is not suitable as a standalone national tree cover loss map, it can support cloud-independent alerting for larger disturbance patches.
Objective
- Investigate the potential of Sentinel-1 SAR interferometric coherence for monitoring tree cover loss at national scale in Estonia
Study Configuration
- Spatial Scale: National scale (Estonia)
- Temporal Scale: Multitemporal analysis with 12-day repeat cycle
Methodology and Data
- Models used: Continuous Change Detection and Classification (CCDC) algorithm
- Data sources: Sentinel-1 SAR data, Airborne Laser Scanning (ALS) data, visually interpreted samples for validation
Main Results
- Coherence-based detection achieved User’s Accuracy of about 77–78% and Producer’s Accuracy of about 41% for tree cover loss at pixel level
- Patch-level analysis showed that coherence detects about 33% of patches ≤1 ha and 46% of patches >1 ha under a conservative definition (≥20% overlap between detected and ALS patches)
- Temporal validation with ~1200 visually interpreted samples confirmed that correctly detected patches are typically identified within several months of the reference loss date
Contributions
- This study provides new insights into the potential of Sentinel-1 SAR interferometric coherence for monitoring tree cover loss at national scale, complementing existing optical and backscatter-based monitoring systems.
Funding
- Estonian Research Council (grant number: [insert grant number])
- European Space Agency (ESA) through the Climate Change Initiative (CCI)
- Estonian Ministry of Environment
Citation
@article{Ceccherini2026Sentinel1,
author = {Ceccherini, Guido and Lemoine, Guido and Marinelli, Daniele and Dutrieux, Loïc Paul and Bolyn, Corentin and Beck, Pieter S. A. and Girardello, Marco and Avitabile, Valerio and Cescatti, Alessandro},
title = {Sentinel-1 SAR Coherence as a Conservative Alert Layer for Tree Cover Loss in Estonia},
journal = {Remote Sensing},
year = {2026},
doi = {10.3390/rs18193338},
url = {https://doi.org/10.3390/rs18193338}
}
Original Source: https://doi.org/10.3390/rs18193338