War and Deforestation: Using Remote Sensing and Machine Learning to Identify the War-Induced Deforestation in Syria 2010–2019
Problem
Measuring and attributing forest cover loss in Syria during the 2011–2019 armed conflict.
Why it matters
Quantifying war-driven forest loss is needed for environmental accountability and post-war recovery planning.
What the AI did
Landsat and PALSAR imagery were processed with Tasseled Cap transformation and the LandTrendr algorithm to detect and simplify forest-change time series and identify change drivers.
Results
Forest cover decreased 19.3% between 2010 and 2019, predominantly in northwestern Syria.
Impact
Provides a quantified, remotely sensed estimate of conflict-induced forest loss in Syria.
Record
| Venue | Land |
|---|---|
| Published | 2023 |
| Work type | article |
| Authors | Angham Daiyoub, Pere Gelabert, Sandra Saura‐Mas, Cristina Vega‐García |
| Citations | 49 (OpenAlex, at import time) |
| References | 74 |
| Model or method | LandTrendr |
| Organization | not stated in source |
| Primary source | https://doi.org/10.3390/land12081509 |
| Open access | gold |
| Keywords | deforestation, remote sensing, machine learning, Syria, Landsat, LandTrendr |
Importance rating
real but narrower advance
Abstract quantifies 19.3% conflict-driven forest loss and mass displacement; supports environmental accountability and post-war recovery for one country, a real but regionally bounded advance.
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