Global surface net-radiation at 5 km from MODIS Terra

Reliable and fine resolution estimates of surface net-radiation are required for estimating latent and sensible heat fluxes between the land surface and the atmosphere. However, currently, fine resolution estimates of net-radiation are not available and consequently it is challenging to develop multi-year estimates of evapotranspiration at scales that can capture land surface heterogeneity and are relevant for policy and decision-making. We developed and evaluated a global net-radiation product at 5 km and 8-day resolution by combining mutually consistent atmosphere and land data from the Moderate Resolution Imaging Spectroradiometer (MODIS) on board Terra. Comparison with net-radiation measurements from 154 globally distributed sites (414 site-years) from the FLUXNET and Surface Radiation budget network (SURFRAD) showed that the net-radiation product agreed well with measurements across seasons and climate types in the extratropics (Wilmott's index ranged from 0.74 for boreal to 0.63 for Mediterranean sites). Mean absolute deviation between the MODIS and measured net-radiation ranged from 38.0 ± 1.8 W∙m−2 in boreal to 72.0 ± 4.1 W∙m−2 in the tropical climates. The mean bias was small and constituted only 11%, 0.7%, 8.4%, 4.2%, 13.3%, and 5.4% of the mean absolute error in daytime net-radiation in boreal, Mediterranean, temperate-continental, temperate, semi-arid, and tropical climate, respectively. To assess the accuracy of the broader spatiotemporal patterns, we upscaled error-quantified MODIS net-radiation and compared it with the net-radiation estimates from the coarse spatial (1° × 1°) but high temporal resolution gridded net-radiation product from the Clouds and Earth's Radiant Energy System (CERES). Our estimates agreed closely with the net-radiation estimates from the CERES. Difference between the two was less than 10 W·m−2 in 94% of the total land area. MODIS net-radiation product will be a valuable resource for the science community studying turbulent fluxes and energy budget at the Earth's surface.

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Main Authors: Verma, Manish, Fisher, Joshua B., Mallick, Kaniska, Ryu, Youngryel, Kobayashi, Hideki, Guillaume, Alexandre, Moore, Gregory, Ramakrishnan, Lavanya, Hendrix, Valerie, Wolf, Sebastian, Sikka, Munish, Kiely, Gérard, Wohlfahrt, Georg, Gielen, Bert, Roupsard, Olivier, Toscano, Piero, Arain, M. Altaf, Cescatti, Alessandro
Format: article biblioteca
Language:eng
Subjects:B10 - Géographie, 000 - Autres thèmes, U30 - Méthodes de recherche, radiation solaire, mesure (activité), satellite radar, satellite météorologique, satellite d'observation de la Terre, modèle mathématique, radiomètre avancé a très haute résolution, évapotranspiration, http://aims.fao.org/aos/agrovoc/c_14415, http://aims.fao.org/aos/agrovoc/c_4668, http://aims.fao.org/aos/agrovoc/c_9000132, http://aims.fao.org/aos/agrovoc/c_37900, http://aims.fao.org/aos/agrovoc/c_9000039, http://aims.fao.org/aos/agrovoc/c_24199, http://aims.fao.org/aos/agrovoc/c_9000009, http://aims.fao.org/aos/agrovoc/c_2741,
Online Access:http://agritrop.cirad.fr/581949/
http://agritrop.cirad.fr/581949/1/Verma%20Remotesensing%202016%20Global%20Surface%20Net-Radiation%20at%205%20km.pdf
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spelling dig-cirad-fr-5819492024-01-28T23:45:01Z http://agritrop.cirad.fr/581949/ http://agritrop.cirad.fr/581949/ Global surface net-radiation at 5 km from MODIS Terra. Verma Manish, Fisher Joshua B., Mallick Kaniska, Ryu Youngryel, Kobayashi Hideki, Guillaume Alexandre, Moore Gregory, Ramakrishnan Lavanya, Hendrix Valerie, Wolf Sebastian, Sikka Munish, Kiely Gérard, Wohlfahrt Georg, Gielen Bert, Roupsard Olivier, Toscano Piero, Arain M. Altaf, Cescatti Alessandro. 2016. Remote Sensing, 8 (9):739, 20 p.https://doi.org/10.3390/rs8090739 <https://doi.org/10.3390/rs8090739> Global surface net-radiation at 5 km from MODIS Terra Verma, Manish Fisher, Joshua B. Mallick, Kaniska Ryu, Youngryel Kobayashi, Hideki Guillaume, Alexandre Moore, Gregory Ramakrishnan, Lavanya Hendrix, Valerie Wolf, Sebastian Sikka, Munish Kiely, Gérard Wohlfahrt, Georg Gielen, Bert Roupsard, Olivier Toscano, Piero Arain, M. Altaf Cescatti, Alessandro eng 2016 Remote Sensing B10 - Géographie 000 - Autres thèmes U30 - Méthodes de recherche radiation solaire mesure (activité) satellite radar satellite météorologique satellite d'observation de la Terre modèle mathématique radiomètre avancé a très haute résolution évapotranspiration http://aims.fao.org/aos/agrovoc/c_14415 http://aims.fao.org/aos/agrovoc/c_4668 http://aims.fao.org/aos/agrovoc/c_9000132 http://aims.fao.org/aos/agrovoc/c_37900 http://aims.fao.org/aos/agrovoc/c_9000039 http://aims.fao.org/aos/agrovoc/c_24199 http://aims.fao.org/aos/agrovoc/c_9000009 http://aims.fao.org/aos/agrovoc/c_2741 Reliable and fine resolution estimates of surface net-radiation are required for estimating latent and sensible heat fluxes between the land surface and the atmosphere. However, currently, fine resolution estimates of net-radiation are not available and consequently it is challenging to develop multi-year estimates of evapotranspiration at scales that can capture land surface heterogeneity and are relevant for policy and decision-making. We developed and evaluated a global net-radiation product at 5 km and 8-day resolution by combining mutually consistent atmosphere and land data from the Moderate Resolution Imaging Spectroradiometer (MODIS) on board Terra. Comparison with net-radiation measurements from 154 globally distributed sites (414 site-years) from the FLUXNET and Surface Radiation budget network (SURFRAD) showed that the net-radiation product agreed well with measurements across seasons and climate types in the extratropics (Wilmott's index ranged from 0.74 for boreal to 0.63 for Mediterranean sites). Mean absolute deviation between the MODIS and measured net-radiation ranged from 38.0 ± 1.8 W∙m−2 in boreal to 72.0 ± 4.1 W∙m−2 in the tropical climates. The mean bias was small and constituted only 11%, 0.7%, 8.4%, 4.2%, 13.3%, and 5.4% of the mean absolute error in daytime net-radiation in boreal, Mediterranean, temperate-continental, temperate, semi-arid, and tropical climate, respectively. To assess the accuracy of the broader spatiotemporal patterns, we upscaled error-quantified MODIS net-radiation and compared it with the net-radiation estimates from the coarse spatial (1° × 1°) but high temporal resolution gridded net-radiation product from the Clouds and Earth's Radiant Energy System (CERES). Our estimates agreed closely with the net-radiation estimates from the CERES. Difference between the two was less than 10 W·m−2 in 94% of the total land area. MODIS net-radiation product will be a valuable resource for the science community studying turbulent fluxes and energy budget at the Earth's surface. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/581949/1/Verma%20Remotesensing%202016%20Global%20Surface%20Net-Radiation%20at%205%20km.pdf text cc_0 info:eu-repo/semantics/openAccess https://creativecommons.org/publicdomain/zero/1.0/ https://doi.org/10.3390/rs8090739 10.3390/rs8090739 info:eu-repo/semantics/altIdentifier/doi/10.3390/rs8090739 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.3390/rs8090739
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic B10 - Géographie
000 - Autres thèmes
U30 - Méthodes de recherche
radiation solaire
mesure (activité)
satellite radar
satellite météorologique
satellite d'observation de la Terre
modèle mathématique
radiomètre avancé a très haute résolution
évapotranspiration
http://aims.fao.org/aos/agrovoc/c_14415
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_9000132
http://aims.fao.org/aos/agrovoc/c_37900
http://aims.fao.org/aos/agrovoc/c_9000039
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_9000009
http://aims.fao.org/aos/agrovoc/c_2741
B10 - Géographie
000 - Autres thèmes
U30 - Méthodes de recherche
radiation solaire
mesure (activité)
satellite radar
satellite météorologique
satellite d'observation de la Terre
modèle mathématique
radiomètre avancé a très haute résolution
évapotranspiration
http://aims.fao.org/aos/agrovoc/c_14415
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_9000132
http://aims.fao.org/aos/agrovoc/c_37900
http://aims.fao.org/aos/agrovoc/c_9000039
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_9000009
http://aims.fao.org/aos/agrovoc/c_2741
spellingShingle B10 - Géographie
000 - Autres thèmes
U30 - Méthodes de recherche
radiation solaire
mesure (activité)
satellite radar
satellite météorologique
satellite d'observation de la Terre
modèle mathématique
radiomètre avancé a très haute résolution
évapotranspiration
http://aims.fao.org/aos/agrovoc/c_14415
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_9000132
http://aims.fao.org/aos/agrovoc/c_37900
http://aims.fao.org/aos/agrovoc/c_9000039
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_9000009
http://aims.fao.org/aos/agrovoc/c_2741
B10 - Géographie
000 - Autres thèmes
U30 - Méthodes de recherche
radiation solaire
mesure (activité)
satellite radar
satellite météorologique
satellite d'observation de la Terre
modèle mathématique
radiomètre avancé a très haute résolution
évapotranspiration
http://aims.fao.org/aos/agrovoc/c_14415
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_9000132
http://aims.fao.org/aos/agrovoc/c_37900
http://aims.fao.org/aos/agrovoc/c_9000039
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_9000009
http://aims.fao.org/aos/agrovoc/c_2741
Verma, Manish
Fisher, Joshua B.
Mallick, Kaniska
Ryu, Youngryel
Kobayashi, Hideki
Guillaume, Alexandre
Moore, Gregory
Ramakrishnan, Lavanya
Hendrix, Valerie
Wolf, Sebastian
Sikka, Munish
Kiely, Gérard
Wohlfahrt, Georg
Gielen, Bert
Roupsard, Olivier
Toscano, Piero
Arain, M. Altaf
Cescatti, Alessandro
Global surface net-radiation at 5 km from MODIS Terra
description Reliable and fine resolution estimates of surface net-radiation are required for estimating latent and sensible heat fluxes between the land surface and the atmosphere. However, currently, fine resolution estimates of net-radiation are not available and consequently it is challenging to develop multi-year estimates of evapotranspiration at scales that can capture land surface heterogeneity and are relevant for policy and decision-making. We developed and evaluated a global net-radiation product at 5 km and 8-day resolution by combining mutually consistent atmosphere and land data from the Moderate Resolution Imaging Spectroradiometer (MODIS) on board Terra. Comparison with net-radiation measurements from 154 globally distributed sites (414 site-years) from the FLUXNET and Surface Radiation budget network (SURFRAD) showed that the net-radiation product agreed well with measurements across seasons and climate types in the extratropics (Wilmott's index ranged from 0.74 for boreal to 0.63 for Mediterranean sites). Mean absolute deviation between the MODIS and measured net-radiation ranged from 38.0 ± 1.8 W∙m−2 in boreal to 72.0 ± 4.1 W∙m−2 in the tropical climates. The mean bias was small and constituted only 11%, 0.7%, 8.4%, 4.2%, 13.3%, and 5.4% of the mean absolute error in daytime net-radiation in boreal, Mediterranean, temperate-continental, temperate, semi-arid, and tropical climate, respectively. To assess the accuracy of the broader spatiotemporal patterns, we upscaled error-quantified MODIS net-radiation and compared it with the net-radiation estimates from the coarse spatial (1° × 1°) but high temporal resolution gridded net-radiation product from the Clouds and Earth's Radiant Energy System (CERES). Our estimates agreed closely with the net-radiation estimates from the CERES. Difference between the two was less than 10 W·m−2 in 94% of the total land area. MODIS net-radiation product will be a valuable resource for the science community studying turbulent fluxes and energy budget at the Earth's surface.
format article
topic_facet B10 - Géographie
000 - Autres thèmes
U30 - Méthodes de recherche
radiation solaire
mesure (activité)
satellite radar
satellite météorologique
satellite d'observation de la Terre
modèle mathématique
radiomètre avancé a très haute résolution
évapotranspiration
http://aims.fao.org/aos/agrovoc/c_14415
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_9000132
http://aims.fao.org/aos/agrovoc/c_37900
http://aims.fao.org/aos/agrovoc/c_9000039
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_9000009
http://aims.fao.org/aos/agrovoc/c_2741
author Verma, Manish
Fisher, Joshua B.
Mallick, Kaniska
Ryu, Youngryel
Kobayashi, Hideki
Guillaume, Alexandre
Moore, Gregory
Ramakrishnan, Lavanya
Hendrix, Valerie
Wolf, Sebastian
Sikka, Munish
Kiely, Gérard
Wohlfahrt, Georg
Gielen, Bert
Roupsard, Olivier
Toscano, Piero
Arain, M. Altaf
Cescatti, Alessandro
author_facet Verma, Manish
Fisher, Joshua B.
Mallick, Kaniska
Ryu, Youngryel
Kobayashi, Hideki
Guillaume, Alexandre
Moore, Gregory
Ramakrishnan, Lavanya
Hendrix, Valerie
Wolf, Sebastian
Sikka, Munish
Kiely, Gérard
Wohlfahrt, Georg
Gielen, Bert
Roupsard, Olivier
Toscano, Piero
Arain, M. Altaf
Cescatti, Alessandro
author_sort Verma, Manish
title Global surface net-radiation at 5 km from MODIS Terra
title_short Global surface net-radiation at 5 km from MODIS Terra
title_full Global surface net-radiation at 5 km from MODIS Terra
title_fullStr Global surface net-radiation at 5 km from MODIS Terra
title_full_unstemmed Global surface net-radiation at 5 km from MODIS Terra
title_sort global surface net-radiation at 5 km from modis terra
url http://agritrop.cirad.fr/581949/
http://agritrop.cirad.fr/581949/1/Verma%20Remotesensing%202016%20Global%20Surface%20Net-Radiation%20at%205%20km.pdf
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