Healthy
Area43.1 ha
Age10 yr
VarietyDxP Line 7
Forecast28.6 t/ha
Gap−3.4%
Harvest round11 d
Bagworm25%
NDVI0.72
Replant rank#32 of 50
AI Yield Prediction
Yield Prediction v4.1 · gradient-boosted trees · retrained monthly
Confidence93%
Predicted FFB
28.6
t/ha · next 12 m
Target
29.6
t/ha · budget
Gap
−3.4%
−1.0 t/ha vs target
Predicted (next 12 m)
28.6
Target
29.6
Actual (last 12 m)
28.8
Feature contribution (SHAP, t/ha)
vs portfolio baselinePalm age / maturity
+1.4
Harvesting interval
−0.5
Disease / pest pressure
−0.2
Soil moisture
+0.2
Vegetation index (NDVI)
−0.2
Rainfall deficit (3-mo lag)
−0.1
Fertilizer timing
−0.0
◀ lowers predictionraises ▶
Model features
13 inputs used for this prediction · current values
Palm age10 yr (planted 2016)
Historical yield28.8 t/ha (rolling 12 m)
Rainfall (30 d)197 mm
Rainfall lag (3-mo)−3% vs normal
Temperature27.3 °C mean max
Soil moisture0.35 m³/m³
Fertilizer application1 round(s) late
Harvesting interval11 days
Planting density131 palms/ha
Soil characteristicsUltisol (clay loam)
Pest incidents1 logged (12 m)
Vegetation indexNDVI 0.72
SeasonalityPeak crop (Sep–Nov index 1.17)
AI recommendations
Ranked by expected yield recovery
Why B13 is below plan
Confidence93%Forecast 28.6 vs 29.6 t/ha (−3.4%). Largest negative driver: Harvesting interval (-0.50 t/ha). Recommended actions below are ranked by expected recovery.
1+0.3 t/ha
Restore 10-day harvest round
Current 11-day round increases loose fruit and overripe bunches; add 1 harvesting gang.
2+0.1 t/ha
Bagworm census & sanitation
Census and targeted treatment above economic threshold.
3+0.1 t/ha
Drone canopy survey
Confirm canopy thinning cluster with multispectral flight.
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 IDB13
Estate · divisionEstate B · Division 1
Planted area43.1 ha
Planted year · age2016 · 10 yr
VarietyDxP Line 7
Palm population5,576 (131/ha)
Water & soil
Rainfall (30 d)197 mm
Rainfall deficit−3% vs normal
Soil moisture0.35 m³/m³
Soil typeUltisol (clay loam)
Drainagegood
Water statusnormal
Yield & operations
Current yield28.8 t/ha
Forecast yield28.6 t/ha
Target29.6 t/ha
Harvesting interval11 days
NDVI-like score0.72
Disease riskBagworm 25%
Historical FFB production
Monthly tonnes · 12 m actual 1,248 t vs budget 1,276 t (−2.2%)
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 |