Healthy
Area32.8 ha
Age17 yr
VarietyDxP Line 7
Forecast24.6 t/ha
Gap−5.4%
Harvest round11 d
Bagworm21%
NDVI0.72
Replant rank#27 of 50
AI Yield Prediction
Yield Prediction v4.1 · gradient-boosted trees · retrained monthly
Confidence91%
Predicted FFB
24.6
t/ha · next 12 m
Target
26.0
t/ha · budget
Gap
−5.4%
−1.4 t/ha vs target
Predicted (next 12 m)
24.6
Target
26.0
Actual (last 12 m)
24.7
Feature contribution (SHAP, t/ha)
vs portfolio baselineHarvesting interval
−0.5
Palm age / maturity
+0.5
Rainfall deficit (3-mo lag)
−0.2
Disease / pest pressure
−0.2
Soil moisture
+0.1
Vegetation index (NDVI)
+0.1
Fertilizer timing
+0.0
◀ lowers predictionraises ▶
Model features
13 inputs used for this prediction · current values
Palm age17 yr (planted 2009)
Historical yield24.7 t/ha (rolling 12 m)
Rainfall (30 d)204 mm
Rainfall lag (3-mo)−7% vs normal
Temperature27.4 °C mean max
Soil moisture0.34 m³/m³
Fertilizer applicationAll rounds on time
Harvesting interval11 days
Planting density135 palms/ha
Soil characteristicsAlluvial
Pest incidents1 logged (12 m)
Vegetation indexNDVI 0.72
SeasonalityPeak crop (Sep–Nov index 1.17)
AI recommendations
Ranked by expected yield recovery
Why B14 is below plan
Confidence91%Forecast 24.6 vs 26.0 t/ha (−5.4%). 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
Moisture conservation
Spread EFB mulch (40 t/ha) in inter-rows; prioritise K to support drought tolerance.
3+0.1 t/ha
Bagworm census & sanitation
Census and targeted treatment above economic threshold.
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 IDB14
Estate · divisionEstate B · Division 1
Planted area32.8 ha
Planted year · age2009 · 17 yr
VarietyDxP Line 7
Palm population4,382 (135/ha)
Water & soil
Rainfall (30 d)204 mm
Rainfall deficit−7% vs normal
Soil moisture0.34 m³/m³
Soil typeAlluvial
Drainagefair
Water statusnormal
Yield & operations
Current yield24.7 t/ha
Forecast yield24.6 t/ha
Target26.0 t/ha
Harvesting interval11 days
NDVI-like score0.72
Disease riskBagworm 21%
Historical FFB production
Monthly tonnes · 12 m actual 834 t vs budget 853 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 | 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 |
|---|---|---|---|
| 2026-04-22 | Rat damage | Low | Barn owl nest box check |