๐ŸŒฟ 2030 Frontier Risk โ€” Western Ghats
2030 Deforestation Risk
Low (40%)HighExtreme (100%)
Annual NDVI (time slider)
๐ŸŒ Region: Western Ghats, India
๐Ÿ“… Training: Landsat 2006โ€“2015
๐ŸŽฏ Prediction: 2030 forest loss
๐Ÿค– Model: Random Forest (200 trees)
๐Ÿ“Š AUC-ROC : 1.000
โœ… Accuracy : 99.4%
โš ๏ธ Probability model โ€” not a definitive forecast.
High values indicate statistically elevated risk
based on historical deforestation patterns.
by Prakash Krishnamachari ยท 2026
๐ŸŒฟ WESTERN GHATS FRONTIER RISK DIGITAL TWIN
Random Forest ยท Landsat 2006โ€“2026 ยท 2030 Deforestation Risk Prediction