Integrated Climate-Driven Platform for Adaptive Oil Palm Management
APIs Live
Local DB Engine
Action Status: Fetching...
DB Sync: Fetching...
Architecture & Implementation Status
End-to-End Operational Pipeline showing live integrations and future roadmap modules.
Live
Pending
1. Data Ingestion
ECMWF Forecasts
Historical & Future API
LIVE
Historical & Future API
BMKG API
Local 3-day resolution
PENDING
Local 3-day resolution
IoT Sensors
Micro-weather telemetry
PENDING
Micro-weather telemetry
Sentinel-2
NDVI / Crop Mapping
PENDING
NDVI / Crop Mapping
2. Climate Prep
Short/Medium Model
16-day dynamic horizon
LIVE
16-day dynamic horizon
Seasonal Forecast
6-Month .MET generation
LIVE
6-Month .MET generation
Sub-seasonal
Ensemble predictions
PENDING
Ensemble predictions
CMIP Projections
Long-Term Decadal Models
PENDING
Long-Term Decadal Models
3. Crop Modeling
ApsimX Config
Soil & Crop Params
LIVE
Soil & Crop Params
Oil Palm Simulation
Automated Cron
Remote Cloud Runs
LIVE
Remote Cloud Runs
4. Decision Support
Data Extraction
Parse DB metrics
LIVE
Parse DB metrics
Fuzzification
Map fuzzy variables
LIVE
Map fuzzy variables
Inference Engine
Evaluate fuzzy rules
LIVE
Evaluate fuzzy rules
5. Actions (beta)
Web Dashboard
Maps & Insights
LIVE
Maps & Insights
Edge Devices
Trigger irrigation hardware
PENDING
Trigger irrigation hardware
API Backend
RESTful action endpoints
PENDING
RESTful action endpoints
Cloud Databases
Select an available simulation database dynamically updated by Automated Cron.
Custom Upload
Have your own simulation? Drag and drop an ApsimX SQLite file here.
Local DB Engine Processing
Simulation Results Overview
Loaded: -
Sim Years
-
2026 Yield
- t/ha
Avg Peak LAI
-
Avg Annual Rain
- mm
Global Timeline Zoom:
to
Yield vs Rainfall Trend
Canopy LAI Trend
Raw Annual Output Table
| Year | Age (yr) | Rain (mm) | Max LAI | Yield (t/ha) | ET (mm) |
|---|
DSS Engine
| ApsimX 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
Forecast Aggregated Inputs
Linked directly from DB Forecast Horizon55
0.60
3.8
0.60
Defuzzified Score
—
Condition
—
Action Priority
—
Dominant Rule
—
Active Rule Firing
Action Plan Recipe
Estate Edge Dashboard
Block Inspection
Select a block on the map
to view DSS triggers.
Automated API Dispatch Log
| Block ID | Yield Est. | ApsimX SWD | DSS Score | Condition | Dispatched Action (Edge API) | Status |
|---|