AirSentinel / Delhi Enforcement Operations

Inference date 2026-07-16 Zones 13 Model LoRA r=8
satellite_attribution: live forecasting: live caaqms_current_conditions: live vehicle_emissions: live — DEMO DATA
Data quality flags — present on every output row
model_version 700-image LoRA r=8 — final
data_provenance correlation-based (heuristic CAAQMS labels, not ground truth)
land_use_note land-use signal absent — scoring uses only satellite + vehicle data
Vehicle Emission Load Index below is DEMO DATA: real Delhi-wide vehicle totals and official BS6 emission limits, split evenly across zones as a placeholder — not verified per-zone precision. See vehicle-emissions/src/vehicle_emissions/build_demo_data.py for citations.
189
City avg AQI (forecast)
13
Zones ranked
2
Stage I (Poor)
11
Below GRAP trigger
11
Zones: dust dominant

Enforcement Zone Ranking

score = satellite_conf × source_weight + 0.3 × vehicle_load — click row for detail
#ZoneSource guessConfidenceComposite scoreVehicle load

AQI Forecast (24h)

GRAP stages per CAQM 2023 — Stage I ≥201, Stage II ≥301, Stage III ≥401
ZoneCurrent AQIForecast AQI (24h)GRAP Stage
Wazirpur 200266Stage I — Poor
Anand Vihar 157222Stage I — Poor
Jahangirpuri98 199Below GRAP
Ashok Vihar 86 189Below GRAP
Vivek Vihar 121189Below GRAP
Rohini 81 186Below GRAP
Okhla 85 183Below GRAP
RK Puram 82 178Below GRAP
Mundka 108176Below GRAP
Dwarka 79 155Below GRAP
Narela 46 140Below GRAP
Bawana forecast not available for this zone
Punjabi Baghforecast not available for this zone

Priority Alert — Most Urgent Zone

Priority zone
Wazirpur
Stage I — Poor dust
Children, elderly, and those with respiratory or heart conditions: avoid outdoor activity
Use public transport where possible; avoid unnecessary vehicle use in this zone
Consider mechanical road sweeping and water sprinklers to suppress road dust
Follows the Graded Response Action Plan (GRAP), Commission for Air Quality Management (CAQM) 2023.
Current AQI
200
Forecast (24h)
266
Enforcement score breakdown
satellite conf (dust) × 0.4 + 0.3 × vei (0.32)
= 0.87 × 0.4 + 0.3 × 0.32
= 0.348 + 0.096 = 0.444