GS 3: Environment & EcologyGS 3: Science & TechnologyPrelims

Air quality warning system improving, but long way to go; old data a problem: Study, Pg4.

Delhi's air quality forecasting shows 80% accuracy, but outdated data limits effectiveness, hindering proactive pollution control measures.

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Key Highlights:

  • Delhi's Air Quality Early Warning System (AQEWS) accurately predicted high-pollution days over 80% of the time [in the winters of 2023-24 and 2024-25].
  • The AQEWS, run by IITM Pune and IMD, forecasts Delhi's air quality three days in advance.
  • A study by CEEW found the system's effectiveness is limited by outdated emission inventories and underprediction of pollutant levels.
  • The Commission for Air Quality Management (CAQM) announced in December 2024 it would no longer use the Decision Support System (DSS) due to outdated inventories.

Detailed Insights:

  • The AQEWS struggles to detect the most severe air pollution episodes, although prediction of episodes with AQI > 400 improved from 1 out of 15 in 2023-24 to 5 out of 14 in 2024-25.
  • The study highlighted the persistent underprediction of particulate matter pollution, with Mean Absolute Percentage Error (MAPE) for PM2.5 forecasts at 35% and PM10 at 37% in 2023-24.
  • The DSS currently operates only in winter, limiting its ability to track pollution sources year-round, and should incorporate modeling scenarios for better air quality improvements.
  • The Graded Response Action Plan (GRAP) implementation is reactive, with restrictions imposed after AQI thresholds are breached, rather than preemptively based on forecasts.
  • The study recommends updating India’s emission inventories every two to three years, making forecast data publicly available, and running the DSS year-round for stronger air quality mitigation.

Key Concepts Involved:

  • Air Quality Index (AQI): A metric used to communicate the level of air pollution and associated health risks.
  • Emission Inventory (EI): A comprehensive list of pollutants released from various sources within a specific area and time frame.
  • Graded Response Action Plan (GRAP): A set of measures implemented in stages to combat air pollution based on air quality levels.
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