Healthy
Area34.1 ha
Age16 yr
VarietyPA-Tenera 201
Forecast25.2 t/ha
Gap−2.7%
Harvest round9 d
Rat damage22%
NDVI0.71
Replant rank#15 of 50
AI Yield Prediction
Yield Prediction v4.1 · gradient-boosted trees · retrained monthly
Confidence94%
Predicted FFB
25.2
t/ha · next 12 m
Target
25.9
t/ha · budget
Gap
−2.7%
−0.7 t/ha vs target
Predicted (next 12 m)
25.2
Target
25.9
Actual (last 12 m)
25.3
Feature contribution (SHAP, t/ha)
vs portfolio baselinePalm age / maturity
+0.8
Rainfall deficit (3-mo lag)
−0.5
Soil moisture
+0.2
Disease / pest pressure
−0.2
Vegetation index (NDVI)
+0.0
Fertilizer timing
+0.0
Harvesting interval
0.0
◀ lowers predictionraises ▶
Model features
13 inputs used for this prediction · current values
Palm age16 yr (planted 2010)
Historical yield25.3 t/ha (rolling 12 m)
Rainfall (30 d)176 mm
Rainfall lag (3-mo)−15% vs normal
Temperature27.6 °C mean max
Soil moisture0.37 m³/m³
Fertilizer application1 round(s) late
Harvesting interval9 days
Planting density131 palms/ha
Soil characteristicsUltisol (clay loam)
Pest incidents1 logged (12 m)
Vegetation indexNDVI 0.71
SeasonalityPeak crop (Sep–Nov index 1.17)
AI recommendations
Ranked by expected yield recovery
Why B21 is below plan
Confidence94%Forecast 25.2 vs 25.9 t/ha (−2.7%). Largest negative driver: Rainfall deficit (3-mo lag) (-0.45 t/ha). Recommended actions below are ranked by expected recovery.
1+0.3 t/ha
Moisture conservation
Spread EFB mulch (40 t/ha) in inter-rows; prioritise K to support drought tolerance.
2+0.1 t/ha
Rat damage census & sanitation
Census and targeted treatment above economic threshold.
Decision support — agronomist validation required
Location & neighbours
Estate C blocks · colour = health status
Loading map…
Block attributes
Master data, sensors, satellite and field records
Identity & stand
Block IDB21
Estate · divisionEstate C · Division 1
Planted area34.1 ha
Planted year · age2010 · 16 yr
VarietyPA-Tenera 201
Palm population4,418 (131/ha)
Water & soil
Rainfall (30 d)176 mm
Rainfall deficit−15% vs normal
Soil moisture0.37 m³/m³
Soil typeUltisol (clay loam)
Drainagegood
Water statusnormal
Yield & operations
Current yield25.3 t/ha
Forecast yield25.2 t/ha
Target25.9 t/ha
Harvesting interval9 days
NDVI-like score0.71
Disease riskRat damage 22%
Historical FFB production
Monthly tonnes · 12 m actual 868 t vs budget 883 t (−1.7%)
Fertilizer history
Applications last 12 months
| Date | Product | kg/palm | Status |
|---|---|---|---|
| 2025-10-14 | NPK 12-12-17-2 | 2.00 | on-time |
| 2026-01-20 | Dolomite | 1.50 | on-time |
| 2026-03-18 | MOP (KCl) | 1.75 | late |
| 2026-06-24 | NPK 12-12-17-2 + Borate | 2.25 | on-time |
Pest & disease history
Census, treatments and surveys
| Date | Pest / disease | Severity | Action taken |
|---|---|---|---|
| 2026-04-22 | Rat damage | Low | Barn owl nest box check |