DATA PIPELINE & INGESTION CONTROL ROOM

Orchestrate NASA FIRMS, OpenStreetMap Overpass, Isolation Forest & XGBoost pipelines

STEP 01

NASA FIRMS Ingestion

Ingests raw VIIRS 375m & MODIS 1km thermal hotspots with brightness temperature and FRP radiance.

STEP 02

OSM Facility Footprints

Retrieves heavy industrial polygons, refining stacks, kilns, and smelter complexes from Overpass.

STEP 03

Spatial Association

Associates satellite hotspot centroids within 1200m buffer zones around industrial units.

STEP 04

Thermal Fingerprinting

Computes multi-dimensional baseline envelopes: FRP distributions, persistence, and day/night ratios.

STEP 05

Isolation Forest ML

Detects multi-feature deviations from calibrated baseline envelopes and computes isolation decision scores.

STEP 06

Sentinel-2 Context

Cross-references Copernicus 10m MSI optical imagery and Band 12 Shortwave Infrared reflectance.

STEP 07

XGBoost Classification

Classifies probable thermal events and generates SHAP-inspired explainable supporting evidence.

STEP 08

Risk Scoring & Dashboard

Exposes explainable composite risk scores (0-100) and forensic PDF audit reports via REST API.

OBSERVATION WINDOW (DAYS):

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PIPELINE EXECUTION LOGSREAL-TIME STDOUT

Pipeline ready for execution trigger...