VAAYU Lite: runnable prototype
National Capital Region Atmospheric & Air Quality Diagnostic Interface
Atmospheric particulate dispersion and severe winter pollution episodes across the National Capital Region demand rigorous, verifiable ground-truth sensor pipelines combined with vertical boundary layer thermodynamics. VAAYU Lite bridges automated continuous ambient air quality monitoring (CAAQMS) with physical sounding diagnostic models, enforcing strict data completeness validation before forecasting severe air quality excursions.
| Built Components (Current Prototype) | Planned Features (Roadmap) |
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AQI engine with tests CPCB National Air Quality Index piecewise linear sub-index interpolation engine verified against 45 self-test regression vectors. |
P(Severe) 72-hour forecast Probabilistic logistic regression models forecasting severe air quality excursions at 24h, 48h, and 72h lead horizons. |
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Station explorer on 2025-26 data OpenAQ / CPCB telemetry for Anand Vihar, Indirapuram, and Sector 11 Faridabad with strict 16h / 24h completeness guard. |
Coupled WRF-Chem tier Regional micro-meteorological chemical transport model simulation coupled with diurnal boundary layer physics. |
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Inversion diagnostic on synthetic profiles Vertical temperature sounding analysis detecting surface-based radiation and elevated capping inversions with dynamic scaling. |
Geostationary fire reconstruction Continuous INSAT-3D / Himawari diurnal agricultural biomass burning fire emission assimilation. |
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Automated test harness Full test harness ensuring zero mock figures and strict data integrity. |
Real Safdarjung profiles & fire-timing chart IMD operational radiosonde telemetry integration and MODIS / VIIRS active fire timing analysis. |
Station Explorer
Continuous Ambient Air Quality Monitoring Station (CAAQMS) records, 24-hour 4 PM–4 PM IST daily AQI series, and sensor completeness audits.
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Tabulation of valid hourly observation vectors and diurnal completeness criteria across the winter season (≥16 valid hours required for daily AQI calculation).
| Month | Hours Possible | Valid PM2.5 Hours | Valid PM10 Hours | PM2.5 Coverage % | PM10 Coverage % | Days Passing Completeness (≥16h) |
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AQI Calculator
Piecewise linear sub-index interpolation engine conforming to CPCB National Air Quality Index standards with real-time unit self-test verification.
AQI = max(I_PM2.5, I_PM10)
Banker's rounding (round-half-to-even) applied per regulatory numerical specifications.
| Pollutant | Concentration | Interval [C_lo, C_hi] → [I_lo, I_hi] | Sub-Index | Category |
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Runtime verification comparing calculated sub-indices and categories against official test cases embedded in data.json.
| Test # | Description | Input Vector | Expected AQI | Computed AQI | Status |
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Inversion Viewer
Vertical temperature-height sounding profile diagnostic engine identifying nocturnal surface-based and elevated thermal trapping layers.
| Altitude (m AGL) | Temperature (°C) | Lapse Rate (dT/dz) | Thermodynamic State |
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