AQI_DangerfromAODReadings pr-panini-award-2015-hindu pr-workshop-hindu 10KMolecule.pdf ATPG20180116.pdf aug2023.pdf DE_DSB_PR_Oct2020.jpg dot-iitbr-July-17-2024.pdf gemp-demo-01.png gemp-demo-02.png GeMp-demo-03.pdf IEW2017-SIoT-Standards.pdf jan2025.pdf niqr-talk-sfra-nov-2017.JPG nl-meity-201706.pdf pr-digits2017-sfra.pdf pr-iltw2017.pdf pr-panini2015.pdf pr-panini-award-2015.pdf pr-scci-CP03-CP04-2015.pdf pr-siot-sensors-20.pdf SCCI-GEMP-May2020.pdf scci-iltw2017-panini2015.pdf SCCI_QP_Sanskrit_10112025.pdf SCCI-RT-MakeInIndia.pdf scci-smart-trans-0325.pdf SCCI_VERRT1_Aug292023.pdf SCCI_VERRT_Aug292023.pdf scci-vrd-march2025.pdf SNCoVResponse.pdf u-pa-maee-dha-logo.bmp |
Air Qualiy Index and The Danger of Bias from AOD Readings - Dec 19, 2025AQI readings across east central coastal India are showing high values on several portals. Most estimates are based on satellite data. However given the low concentration of ground based monitors - can satellite data be trusted ? The common sense answer for PM25 readings is NO. What about a scientific answer ? Here is a research paper on the topic from IIT Delhi Available here Answer remains NO. Aerosol Optical Depth readings from satellites are often used along with ground based reference sources to estimate AQI by many portals. Where ground based monitors are sparse - these estimates can quickly become unreliable. Given the estimates generally use a trained computational neural network (convolutional) - most AQI portals may have no understanding of what they publish. Accurate pollution monitoring is key to risk mitigation and shutting down sources of heavy pollution. Accurate pollution monitoring is important for the economy too ! You don't want your tourism industry suffer due to inaccurate AQI advisories. States interested in a robust framework for pollution monitoring can contact SCCI for organizing a round table. |


