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Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India
Rainfall is an extremely variable parameter in both space and time. Rain gauge density is very crucial in order to quantify the rainfall amount over a region. The level of rainfall accuracy is highly dependent on density and distribution of rain gauge stations over a region. Indian Space Research Or...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer International Publishing
2013
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3717149/ https://www.ncbi.nlm.nih.gov/pubmed/23888280 http://dx.doi.org/10.1186/2193-1801-2-311 |
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author | Mishra, Anoop Kumar |
author_facet | Mishra, Anoop Kumar |
author_sort | Mishra, Anoop Kumar |
collection | PubMed |
description | Rainfall is an extremely variable parameter in both space and time. Rain gauge density is very crucial in order to quantify the rainfall amount over a region. The level of rainfall accuracy is highly dependent on density and distribution of rain gauge stations over a region. Indian Space Research Organisation (ISRO) have installed a number of Automatic Weather Station (AWS) rain gauges over Indian region to study rainfall. In this paper, the effect of rain gauge density over daily accumulated rainfall is analyzed using ISRO AWS gauge observations. A region of 50 km × 50 km box over southern part of Indian region (Bangalore) with good density of rain gauges is identified for this purpose. Rain gauge numbers are varied from 1–8 in 50 km box to study the variation in the daily accumulated rainfall. Rainfall rates from the neighbouring stations are also compared in this study. Change in the rainfall as a function of gauge spacing is studied. Use of gauge calibrated satellite observations to fill the gauge station value is also studied. It is found that correlation coefficients (CC) decrease from 82% to 21% as gauge spacing increases from 5 km to 40 km while root mean square error (RMSE) increases from 8.29 mm to 51.27 mm with increase in gauge spacing from 5 km to 40 km. Considering 8 rain gauges as a standard representative of rainfall over the region, absolute error increases from 15% to 64% as gauge numbers are decreased from 7 to 1. Small errors are reported while considering 4 to 7 rain gauges to represent 50 km area. However, reduction to 3 or less rain gauges resulted in significant error. It is also observed that use of gauge calibrated satellite observations significantly improved the rainfall estimation over the region with very few rain gauge observations. |
format | Online Article Text |
id | pubmed-3717149 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-37171492013-07-23 Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India Mishra, Anoop Kumar Springerplus Research Rainfall is an extremely variable parameter in both space and time. Rain gauge density is very crucial in order to quantify the rainfall amount over a region. The level of rainfall accuracy is highly dependent on density and distribution of rain gauge stations over a region. Indian Space Research Organisation (ISRO) have installed a number of Automatic Weather Station (AWS) rain gauges over Indian region to study rainfall. In this paper, the effect of rain gauge density over daily accumulated rainfall is analyzed using ISRO AWS gauge observations. A region of 50 km × 50 km box over southern part of Indian region (Bangalore) with good density of rain gauges is identified for this purpose. Rain gauge numbers are varied from 1–8 in 50 km box to study the variation in the daily accumulated rainfall. Rainfall rates from the neighbouring stations are also compared in this study. Change in the rainfall as a function of gauge spacing is studied. Use of gauge calibrated satellite observations to fill the gauge station value is also studied. It is found that correlation coefficients (CC) decrease from 82% to 21% as gauge spacing increases from 5 km to 40 km while root mean square error (RMSE) increases from 8.29 mm to 51.27 mm with increase in gauge spacing from 5 km to 40 km. Considering 8 rain gauges as a standard representative of rainfall over the region, absolute error increases from 15% to 64% as gauge numbers are decreased from 7 to 1. Small errors are reported while considering 4 to 7 rain gauges to represent 50 km area. However, reduction to 3 or less rain gauges resulted in significant error. It is also observed that use of gauge calibrated satellite observations significantly improved the rainfall estimation over the region with very few rain gauge observations. Springer International Publishing 2013-07-11 /pmc/articles/PMC3717149/ /pubmed/23888280 http://dx.doi.org/10.1186/2193-1801-2-311 Text en © Mishra; licensee Springer. 2013 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Mishra, Anoop Kumar Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title | Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title_full | Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title_fullStr | Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title_full_unstemmed | Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title_short | Effect of rain gauge density over the accuracy of rainfall: a case study over Bangalore, India |
title_sort | effect of rain gauge density over the accuracy of rainfall: a case study over bangalore, india |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3717149/ https://www.ncbi.nlm.nih.gov/pubmed/23888280 http://dx.doi.org/10.1186/2193-1801-2-311 |
work_keys_str_mv | AT mishraanoopkumar effectofraingaugedensityovertheaccuracyofrainfallacasestudyoverbangaloreindia |