On the use of AMSU-based products for the description of soil water content at basin scale

Characterizing the dynamics of soil moisture fields is a key issue in hydrology, offering a strategy to improve our understanding of complex climate-soil-vegetation interactions. Besides in-situ measurements and hydrological models, soil moisture dynamics can be inferred by analyzing data acquired b...

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Main Authors: S. Manfreda, T. Lacava, B. Onorati, N. Pergola, M. Di Leo, M. R. Margiotta, V. Tramutoli
Format: Article
Language:English
Published: Copernicus Publications 2011-09-01
Series:Hydrology and Earth System Sciences
Online Access:http://www.hydrol-earth-syst-sci.net/15/2839/2011/hess-15-2839-2011.pdf
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spelling doaj-26460371ce3841ee9e2c73b2599333b72020-11-24T23:31:23ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382011-09-011592839285210.5194/hess-15-2839-2011On the use of AMSU-based products for the description of soil water content at basin scaleS. ManfredaT. LacavaB. OnoratiN. PergolaM. Di LeoM. R. MargiottaV. TramutoliCharacterizing the dynamics of soil moisture fields is a key issue in hydrology, offering a strategy to improve our understanding of complex climate-soil-vegetation interactions. Besides in-situ measurements and hydrological models, soil moisture dynamics can be inferred by analyzing data acquired by sensors on board of airborne and/or satellite platforms. In this work, we investigated the use of the National Oceanic and Atmospheric Administration – Advanced Microwave Sounding Unit-A (NOAA-AMSU-A) radiometer for the remote characterization of soil water content. To this aim, a field measurement campaign, lasted about three months (3 March 2010–18 May 2010), was carried out using a portable time-domain reflectometer (TDR) to get soil water content measures over five different locations within an experimental basin of 32.5 km<sup>2</sup>, located in the South of Italy. In detail, soil moisture measurements were carried out systematically at the times of satellite overpasses, over two square areas of 400 m<sup>2</sup>, a triangular area of 200 m<sup>2</sup> and two transects of 60 and 170 m, respectively. Each monitored site is characterized by different land covers and soil textures, to account for spatial heterogeneity of land surface. Afterwards, a more extensive comparison (i.e. analyzing a 5 yr data time series) was made using soil moisture simulated by a hydrological model. Measured and modeled soil moisture data were compared with two AMSU-based indices: the Surface Wetness Index (SWI) and the Soil Wetness Variation Index (SWVI). Both time series of indices have been filtered by means of an exponential filter to account for the fact that microwave sensors only provide information at the skin surface. This allowed to understand the ability of each satellite-based index to account for soil moisture dynamics and to understand its performances under different conditions. As a general remark, the comparison shows a higher ability of the filtered SWI to describe the general trend of soil moisture, while the SWVI can capture soil moisture variations with a precision that increases at the higher values of SWVI.http://www.hydrol-earth-syst-sci.net/15/2839/2011/hess-15-2839-2011.pdf
collection DOAJ
language English
format Article
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author S. Manfreda
T. Lacava
B. Onorati
N. Pergola
M. Di Leo
M. R. Margiotta
V. Tramutoli
spellingShingle S. Manfreda
T. Lacava
B. Onorati
N. Pergola
M. Di Leo
M. R. Margiotta
V. Tramutoli
On the use of AMSU-based products for the description of soil water content at basin scale
Hydrology and Earth System Sciences
author_facet S. Manfreda
T. Lacava
B. Onorati
N. Pergola
M. Di Leo
M. R. Margiotta
V. Tramutoli
author_sort S. Manfreda
title On the use of AMSU-based products for the description of soil water content at basin scale
title_short On the use of AMSU-based products for the description of soil water content at basin scale
title_full On the use of AMSU-based products for the description of soil water content at basin scale
title_fullStr On the use of AMSU-based products for the description of soil water content at basin scale
title_full_unstemmed On the use of AMSU-based products for the description of soil water content at basin scale
title_sort on the use of amsu-based products for the description of soil water content at basin scale
publisher Copernicus Publications
series Hydrology and Earth System Sciences
issn 1027-5606
1607-7938
publishDate 2011-09-01
description Characterizing the dynamics of soil moisture fields is a key issue in hydrology, offering a strategy to improve our understanding of complex climate-soil-vegetation interactions. Besides in-situ measurements and hydrological models, soil moisture dynamics can be inferred by analyzing data acquired by sensors on board of airborne and/or satellite platforms. In this work, we investigated the use of the National Oceanic and Atmospheric Administration – Advanced Microwave Sounding Unit-A (NOAA-AMSU-A) radiometer for the remote characterization of soil water content. To this aim, a field measurement campaign, lasted about three months (3 March 2010–18 May 2010), was carried out using a portable time-domain reflectometer (TDR) to get soil water content measures over five different locations within an experimental basin of 32.5 km<sup>2</sup>, located in the South of Italy. In detail, soil moisture measurements were carried out systematically at the times of satellite overpasses, over two square areas of 400 m<sup>2</sup>, a triangular area of 200 m<sup>2</sup> and two transects of 60 and 170 m, respectively. Each monitored site is characterized by different land covers and soil textures, to account for spatial heterogeneity of land surface. Afterwards, a more extensive comparison (i.e. analyzing a 5 yr data time series) was made using soil moisture simulated by a hydrological model. Measured and modeled soil moisture data were compared with two AMSU-based indices: the Surface Wetness Index (SWI) and the Soil Wetness Variation Index (SWVI). Both time series of indices have been filtered by means of an exponential filter to account for the fact that microwave sensors only provide information at the skin surface. This allowed to understand the ability of each satellite-based index to account for soil moisture dynamics and to understand its performances under different conditions. As a general remark, the comparison shows a higher ability of the filtered SWI to describe the general trend of soil moisture, while the SWVI can capture soil moisture variations with a precision that increases at the higher values of SWVI.
url http://www.hydrol-earth-syst-sci.net/15/2839/2011/hess-15-2839-2011.pdf
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