Integrated Climate-Driven Platform for Adaptive Oil Palm Management
APIs Live
WASM DB Engine
End-to-End Operational Pipeline
Live status of data ingestion, modeling, and automated downstream actions.
1. Raw Data Ingestion
IoT Sensors
Micro-weather, Soil moisture
Micro-weather, Soil moisture
BMKG API
Local 3-day forecasts
Local 3-day forecasts
ECMWF Forecasts
Medium & Sub-seasonal
Medium & Sub-seasonal
Sentinel-2
NDVI / Crop Class
NDVI / Crop Class
ETL ENGINE SYNCED
2. Climate Prep
Short/Medium Model
0-14 days aggregated
0-14 days aggregated
Sub-seasonal Model
2-6 weeks outlook
2-6 weeks outlook
Seasonal/Multi-year
CMIP5/6 Projections
CMIP5/6 Projections
Generate .MET Files
3. Crop Modeling
APSIM Config
Soil & Initial Conditions
Soil & Initial Conditions
APSIM
Batch Scheduling
Execution
Daily update runs
Daily update runs
ACTIVE
4. Decision Support
Data Extraction
Read APSIM metrics
Read APSIM metrics
Fuzzification
Map to fuzzy sets
Map to fuzzy sets
Interface Engine
Evaluate fuzzy rules
Evaluate fuzzy rules
Defuzzification
Precise action scores
Precise action scores
5. Actions
API Backend
FastAPI RESTful endpoints
FastAPI RESTful endpoints
Web Dashboard
Block overview & maps
Block overview & maps
Edge Devices
Trigger smart irrigation
Trigger smart irrigation
Cloud Databases
Select an available simulation database from the server.
Custom Upload
Have your own simulation? Drag and drop an APSIM SQLite file here.
Local WASM Processing
Simulation Results Overview
Loaded: -
Sim Years
-
Avg FFB Yield
- t/ha
Avg Peak LAI
-
Avg Annual Rain
- mm
Yield vs Rainfall Trend
Canopy LAI Trend
Raw Annual Output Table
| Year | Age (yr) | Rain (mm) | Max LAI | Yield (t/ha) | ET (mm) |
|---|
| APSIM Variable | Deficit (Critical) | Low | Optimal | High | Excess (Risk) |
|---|---|---|---|---|---|
| Soil water deficit (mm) | > 80 mm | 50–80 mm | 0–30 mm | — | Saturated |
| Transpiration ratio (Tr/Ep) | < 0.40 | 0.40–0.65 | 0.65–0.95 | 0.95–1.0 | > 1.0 |
| LAI (m²/m²) | < 2.5 | 2.5–4.0 | 4.0–6.5 | > 6.5 | — |
| Canopy NDVI | < 0.52 | 0.52–0.65 | 0.65–0.82 | > 0.82 | — |
Soil water deficit (mm)
55 mm
Transpiration ratio Tr/Ep
0.60
LAI (m²/m²)
3.8
Canopy NDVI
0.60
Fuzzy Simulator Inputs
Values linked from APSIM DB55
0.60
3.8
0.60
Defuzzified Score
—
Condition
—
Irrigation Priority
—
Dominant Rule
—
Active Rule Firing
Action Recommendation
Estate Edge Dashboard
Block Inspection
Select a block on the map
to view DSS triggers.
Automated API Dispatch Log
| Block ID | Yield Est. | APSIM SWD | DSS Score | Condition | Dispatched Action (Edge API) | Status |
|---|