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ZONE // Oil Palm B

ID: 4Oil Palm4.0 ha480 trees
🧑‍🌾
Owner: Sompong (สมพงษ์)
780 CR
💬 @sompong_rub
WARNINGOil Palm

NDVI Index

-3.2%
0.72
Vegetation Density

Soil Moisture

-3.5%
58%
Soil Moisture

WEATHER

Elevated
31°C
Temperature

Yield Forecast

Q3 2026
3.8 Tons FFB/Rai
Est. Harvest

Wind

8 km/h
NE Direction

Rainfall

4.0 mm
Last Scanned (24h)
AI AnalysisZone Overview Analysis
Input:NDVI 0.72 · 58% · 31°C · 3.8 Tons FFB/Rai| KPI + Environment + Sensor Comprehensive Analysis

[NDVI Index: 0.72] NDVI指数0.72处于中等水平,部分区域植被活力有待提升。该值反映了作物冠层叶绿素含量和叶面积指数(LAI)。建议排查胁迫因素(水分、病虫害、养分缺乏),针对性优化田间管理。对比区域历史均值0.77,当前趋势需要关注。 [Soil Moisture: 58%] 当前土壤含水量58%,处于适宜范围,有利于养分吸收。土壤水分是影响作物生长和碳汇效率的关键因子。过高的土壤含水量会增加厌氧分解,导致甲烷排放增加;过低则限制光合作用和碳固定。建议将土壤含水量维持在55-70%的最优区间。 [Temperature: 31°C] 环境温度31°C,处于热带作物最适生长温度范围。当前温度条件下,光合速率约为最大值的85-90%,暗呼吸速率处于正常水平。温度直接影响碳汇效率,Q10温度系数表明温度每升高10°C,土壤呼吸速率约增加2倍。 [Yield Forecast: 3.8 Tons FFB/Rai] 产量预测3.8 Tons FFB/Rai,基于当前NDVI趋势、气象数据和历史产量模型综合计算。模型考虑了6个影响因子:积温、日照时数、降水分布、土壤养分、病虫害压力和管理措施。当前预测置信区间为±8%。建议关注花期降雨量和果实膨大期温度,这两个因素对最终产量影响最大。 [Wind: 8 km/h] Northeast wind direction and current speed are within safe operational limits. No lodging risk escalation anticipated at current levels. [Rainfall: 4.0 mm] 24-hour precipitation is adequate for maintaining soil moisture. No irrigation supplement required in the next 48 hours based on forecast models. [Growth Stage: undefined] Progress 55%, health score 72/100. 58 days to harvest. Development pace is on track with the expected timeline. [Sensor Network] 6 sensors active. 1 sensors in warning state — field inspection recommended within 24h. Recommendation: Monitor soil moisture closely over the next 5 days. If the declining trend continues, initiate supplemental drip irrigation in Sectors 2 and 4 where sensor readings are lowest.

AI Engine v3.2 · AgriTwin

CROP GROWTH STAGE TRACKER

Progress
55%
Leaf Emergence
Oct
Inflorescence
Nov
Pollination
Dec
Bunch Formation
Jan
5
Bunch Ripening
Mar
6
FFB Harvest
Apr
Current Stage
Days to Harvest
58 days
Health Score
72/100

WEATHER STATION

31°
TEMP
75%
HUM
UV 6
INDEX
Pressure: 1012 hPaDew Point: 24°C
7-Day Forecast
Mon
33°
24°
20%
Tue
32°
25°
40%
Wed
30°
24°
80%
Thu
29°
23°
60%

PHENOLOGICAL CALENDAR

Vegetative Growth
Flower Induction
Fruit Development
Maturation
Today
Vegetative Growth (60d)Flower Induction (30d)Flowering (20d)Fruit Set (15d)Fruit Development (80d)Maturation (40d)Harvest (20d)
Current Phase
Flowering
Current Day in Cycle
105 / 265

ENVIRONMENTAL HISTORY (30 DAYS)

NDVI Trend0.7098762672868466Soil Moisture (%)54.66052706042738%
Overall Health Index50.38690530050485
Week 1Week 2Week 3Week 4

SENSOR NETWORK STATUS

S-001 · Soil Moisture
58%
S-002 · Soil Temp
26°C
S-003 · Soil pH
5.5
S-004 · Air Temp
31°C
S-005 · Humidity
75%
S-006 · Leaf Wetness
42%
6 sensors active All online
AI AnalysisEnvironmental Trend Analysis
Input:NDVI 0.7098762672868466 / Moisture 54.66052706042738% / Health 50.38690530050485| 30-Day Trend + Sensor Network Comprehensive Analysis

[NDVI 30-Day Trend] The vegetation index has shown a steady upward trajectory over the past 4 weeks, rising from 0.7687631584824053 to 0.7098762672868466. This +-6% improvement indicates robust canopy development and increasing photosynthetic capacity. Week 3 showed the strongest growth acceleration, correlating with the post-fertilization nutrient uptake window. [Soil Moisture 30-Day Trend] Moisture levels have fluctuated between 53.025581045181% and 61.48136811386451%, currently at 54.66052706042738%. The periodic dips correspond to irrigation cycles and natural drainage patterns. Current levels are within the optimal range for root-zone water availability. [Overall Health Index] The composite health score of 50.38690530050485 integrates NDVI, moisture, temperature stress, and pest pressure metrics. The upward trend confirms that the zone is responding positively to current management practices. [Sensor Network] All 6 field sensors are reporting nominal readings. 1 sensors flagged with warnings should be inspected within 24 hours to ensure data integrity. Recommendation: The environmental data supports maintaining current irrigation and fertilization schedules. Continue weekly drone surveys to track NDVI progression through the critical growth stage.

AI Engine v3.2 · AgriTwin

YIELD PREDICTION MODEL

Predicted Yield
12.5
ton/rai (11.213.8)
Model Accuracy
92.4%
R² score
Model Version
v3.2.1
AI Engine

GROWTH RATE ANALYSIS

Growth Conformity Score
88%
Actual vs Expected
On Track
Height Growth
+8.2%
Expected
85 cm
Actual
92 cm
Canopy Expansion
+9.4%
Expected
3.2
Actual
3.5
Stem Diameter
-6.7%
Expected
12 cm
Actual
11.2 cm
Leaf Count
+6.7%
Expected
45
Actual
48
Root Depth
-4.6%
Expected
65 cm
Actual
62 cm
Growth Deviation: 3/5 metrics above expected. Stem diameter and root depth slightly below — monitor nutrient uptake.

WATER USE EFFICIENCY TRACKING

WUE Index
5.6
kg/m³ (WUE Target: 6)
Total Water Used
1250
m³/month
Crop Evapotranspiration
4.8
mm/day
Rain Contribution vs Irrigation Contribution
Rain Contribution 62%
Irrigation Contribution 38%
Rain Contribution (775 m³)Irrigation Contribution (475 m³)

Drone Coverage

98%
Area Mapped
Last flight: Today 08:30

Quick Soil Status

Nitrogen (N)Optimal
Phosphorus (P)Warning
Potassium (K)Optimal

RECENT DRONE MISSIONS

Mission #448
Completed
DroneH15-01
TypeFFB Bunch Count
Coverage100%
Time08:30 Today
Mission #447
Completed
DroneH15-01
TypeMultispectral NDVI
Coverage100%
TimeYesterday
Mission #449
Scheduled
DroneH15-02
TypeInsecticide Spray
Coverage-
TimeTomorrow 06:00

Recent Alerts

critical
Bagworm infestation detected — spray required immediately
15m ago·H15-02
warning
Rhinoceros Beetle risk at 68% — rising trend
2h ago·AI-Engine
info
FFB bunch count audit scheduled next week
5h ago·Scheduler