Healthy
Area34.6 ha
Age10 yr
VarietyPA-Tenera 201
Forecast29.3 t/ha
Gap−1.0%
Harvest round9 d
Ganoderma8%
NDVI0.77
Replant rank#46 of 50
AI Yield Prediction
Yield Prediction v4.1 · gradient-boosted trees · retrained monthly
Confidence94%
Predicted FFB
29.3
t/ha · next 12 m
Target
29.6
t/ha · budget
Gap
−1.0%
−0.3 t/ha vs target
Predicted (next 12 m)
29.3
Target
29.6
Actual (last 12 m)
29.2
Feature contribution (SHAP, t/ha)
vs portfolio baselinePalm age / maturity
+1.4
Soil moisture
+0.2
Vegetation index (NDVI)
−0.1
Disease / pest pressure
−0.1
Fertilizer timing
+0.0
Rainfall deficit (3-mo lag)
0.0
Harvesting interval
0.0
◀ lowers predictionraises ▶
Model features
13 inputs used for this prediction · current values
Palm age10 yr (planted 2016)
Historical yield29.2 t/ha (rolling 12 m)
Rainfall (30 d)216 mm
Rainfall lag (3-mo)+5% vs normal
Temperature27.1 °C mean max
Soil moisture0.37 m³/m³
Fertilizer application1 round(s) late
Harvesting interval9 days
Planting density131 palms/ha
Soil characteristicsInceptisol
Pest incidents1 logged (12 m)
Vegetation indexNDVI 0.77
SeasonalityPeak crop (Sep–Nov index 1.17)
AI recommendations
Ranked by expected yield recovery
Why B15 is below plan
Confidence94%Forecast 29.3 vs 29.6 t/ha (−1.0%). Largest negative driver: Vegetation index (NDVI) (-0.08 t/ha). No material corrective action required; keep on standard programme.
Decision support — agronomist validation required
Location & neighbours
Estate B blocks · colour = health status
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Block attributes
Master data, sensors, satellite and field records
Identity & stand
Block IDB15
Estate · divisionEstate B · Division 1
Planted area34.6 ha
Planted year · age2016 · 10 yr
VarietyPA-Tenera 201
Palm population4,514 (131/ha)
Water & soil
Rainfall (30 d)216 mm
Rainfall deficit+5% vs normal
Soil moisture0.37 m³/m³
Soil typeInceptisol
Drainagegood
Water statusnormal
Yield & operations
Current yield29.2 t/ha
Forecast yield29.3 t/ha
Target29.6 t/ha
Harvesting interval9 days
NDVI-like score0.77
Disease riskGanoderma 8%
Historical FFB production
Monthly tonnes · 12 m actual 1,026 t vs budget 1,024 t (+0.2%)
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 |