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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-7892871 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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