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Performance of high resolution (400 m) PM(2.5) forecast over Delhi

This study reports a very high-resolution (400 m grid-spacing) operational air quality forecasting system developed to alert residents of Delhi and the National Capital Region (NCR) about forthcoming acute air pollution episodes. Such a high-resolution system has been developed for the first time an...

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Autores principales: Jena, Chinmay, Ghude, Sachin D., Kumar, Rajesh, Debnath, Sreyashi, Govardhan, Gaurav, Soni, Vijay K., Kulkarni, Santosh H., Beig, G., Nanjundiah, Ravi S., Rajeevan, M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892871/
https://www.ncbi.nlm.nih.gov/pubmed/33603003
http://dx.doi.org/10.1038/s41598-021-83467-8
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author Jena, Chinmay
Ghude, Sachin D.
Kumar, Rajesh
Debnath, Sreyashi
Govardhan, Gaurav
Soni, Vijay K.
Kulkarni, Santosh H.
Beig, G.
Nanjundiah, Ravi S.
Rajeevan, M.
author_facet Jena, Chinmay
Ghude, Sachin D.
Kumar, Rajesh
Debnath, Sreyashi
Govardhan, Gaurav
Soni, Vijay K.
Kulkarni, Santosh H.
Beig, G.
Nanjundiah, Ravi S.
Rajeevan, M.
author_sort Jena, Chinmay
collection PubMed
description This study reports a very high-resolution (400 m grid-spacing) operational air quality forecasting system developed to alert residents of Delhi and the National Capital Region (NCR) about forthcoming acute air pollution episodes. Such a high-resolution system has been developed for the first time and is evaluated during October 2019-February 2020. The system assimilates near real-time aerosol observations from in situ and space-borne platform in the Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) to produce a 72-h forecast daily in a dynamical downscaling framework. The assimilation of aerosol optical depth and surface PM(2.5) observations improves the initial condition for surface PM(2.5) by about 45 µg/m(3) (about 50%).The accuracy of the forecast degrades slightly with lead time as mean bias increase from + 2.5 µg/m(3) on the first day to − 17 µg/m(3) on the third day of forecast. Our forecast is found to be very skillful both for PM(2.5) concentration and unhealthy/ very unhealthy air quality index categories, and has been helping the decision-makers in Delhi make informed decisions.
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spelling pubmed-78928712021-02-23 Performance of high resolution (400 m) PM(2.5) forecast over Delhi Jena, Chinmay Ghude, Sachin D. Kumar, Rajesh Debnath, Sreyashi Govardhan, Gaurav Soni, Vijay K. Kulkarni, Santosh H. Beig, G. Nanjundiah, Ravi S. Rajeevan, M. Sci Rep Article This study reports a very high-resolution (400 m grid-spacing) operational air quality forecasting system developed to alert residents of Delhi and the National Capital Region (NCR) about forthcoming acute air pollution episodes. Such a high-resolution system has been developed for the first time and is evaluated during October 2019-February 2020. The system assimilates near real-time aerosol observations from in situ and space-borne platform in the Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) to produce a 72-h forecast daily in a dynamical downscaling framework. The assimilation of aerosol optical depth and surface PM(2.5) observations improves the initial condition for surface PM(2.5) by about 45 µg/m(3) (about 50%).The accuracy of the forecast degrades slightly with lead time as mean bias increase from + 2.5 µg/m(3) on the first day to − 17 µg/m(3) on the third day of forecast. Our forecast is found to be very skillful both for PM(2.5) concentration and unhealthy/ very unhealthy air quality index categories, and has been helping the decision-makers in Delhi make informed decisions. Nature Publishing Group UK 2021-02-18 /pmc/articles/PMC7892871/ /pubmed/33603003 http://dx.doi.org/10.1038/s41598-021-83467-8 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Jena, Chinmay
Ghude, Sachin D.
Kumar, Rajesh
Debnath, Sreyashi
Govardhan, Gaurav
Soni, Vijay K.
Kulkarni, Santosh H.
Beig, G.
Nanjundiah, Ravi S.
Rajeevan, M.
Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title_full Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title_fullStr Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title_full_unstemmed Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title_short Performance of high resolution (400 m) PM(2.5) forecast over Delhi
title_sort performance of high resolution (400 m) pm(2.5) forecast over delhi
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892871/
https://www.ncbi.nlm.nih.gov/pubmed/33603003
http://dx.doi.org/10.1038/s41598-021-83467-8
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