At Risk
Area38.2 ha
Age4 yr
VarietyPA-Tenera 305
Forecast12.4 t/ha
Gap−1.6%
Harvest round10 d
Rhinoceros beetle61%
NDVI0.66
Replant rank#30 of 50
AI Yield Prediction
Yield Prediction v4.1 · gradient-boosted trees · retrained monthly
Confidence91%
Predicted FFB
12.4
t/ha · next 12 m
Target
12.6
t/ha · budget
Gap
−1.6%
−0.2 t/ha vs target
Predicted (next 12 m)
12.4
Target
12.6
Actual (last 12 m)
12.5
Feature contribution (SHAP, t/ha)
vs portfolio baselinePalm age / maturity
−2.9
Disease / pest pressure
−0.5
Harvesting interval
−0.3
Vegetation index (NDVI)
+0.2
Soil moisture
+0.1
Fertilizer timing
−0.1
Rainfall deficit (3-mo lag)
−0.0
◀ lowers predictionraises ▶
Model features
13 inputs used for this prediction · current values
Palm age4 yr (planted 2022)
Historical yield12.5 t/ha (rolling 12 m)
Rainfall (30 d)203 mm
Rainfall lag (3-mo)−1% vs normal
Temperature27.2 °C mean max
Soil moisture0.32 m³/m³
Fertilizer applicationAll rounds on time
Harvesting interval10 days
Planting density129 palms/ha
Soil characteristicsInceptisol
Pest incidents3 logged (12 m)
Vegetation indexNDVI 0.66
SeasonalityPeak crop (Sep–Nov index 1.17)
AI recommendations
Ranked by expected yield recovery
Why B45 is below plan
Confidence91%Forecast 12.4 vs 12.6 t/ha (−1.6%). Largest negative driver: Palm age / maturity (-2.85 t/ha). Recommended actions below are ranked by expected recovery.
1+0.3 t/ha
Rhinoceros beetle census & sanitation
Census and targeted treatment above economic threshold.
2+0.2 t/ha
Restore 10-day harvest round
Current 10-day round increases loose fruit and overripe bunches; add 1 harvesting gang.
Decision support — agronomist validation required
Location & neighbours
Estate E blocks · colour = health status
Loading map…
Block attributes
Master data, sensors, satellite and field records
Identity & stand
Block IDB45
Estate · divisionEstate E · Division 1
Planted area38.2 ha
Planted year · age2022 · 4 yr
VarietyPA-Tenera 305
Palm population4,778 (129/ha)
Water & soil
Rainfall (30 d)203 mm
Rainfall deficit−1% vs normal
Soil moisture0.32 m³/m³
Soil typeInceptisol
Drainagegood
Water statusnormal
Yield & operations
Current yield12.5 t/ha
Forecast yield12.4 t/ha
Target12.6 t/ha
Harvesting interval10 days
NDVI-like score0.66
Disease riskRhinoceros beetle 61%
Historical FFB production
Monthly tonnes · 12 m actual 475 t vs budget 481 t (−1.3%)
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 | on-time |
| 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 |
|---|---|---|---|
| 2026-02-11 | Rhinoceros beetle | Low | Census & marking |
| 2026-06-03 | Rhinoceros beetle | Moderate | Targeted spraying (trunk injection) |
| 2026-09-12 | Rhinoceros beetle | Elevated | Drone survey scheduled |