37 results on '"Muñoz-Sabater, Joaquín"'
Search Results
2. SMOS brightness temperature forward modelling and long term monitoring at ECMWF
- Author
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de Rosnay, Patricia, Muñoz-Sabater, Joaquín, Albergel, Clément, Isaksen, Lars, English, Stephen, Drusch, Matthias, and Wigneron, Jean-Pierre
- Published
- 2020
- Full Text
- View/download PDF
3. How Well Do Operational Numerical Weather Prediction Configurations Represent Hydrology?
- Author
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Zsoter, Ervin, Cloke, Hannah, Stephens, Elisabeth, Derosnay, Patricia, Muñoz-Sabater, Joaquin, Prudhomme, Christel, and Pappenberger, Florian
- Published
- 2019
4. Initialisation of Land Surface Variables for Numerical Weather Prediction
- Author
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de Rosnay, Patricia, Balsamo, Gianpaolo, Albergel, Clément, Muñoz-Sabater, Joaquín, Isaksen, Lars, Bengtsson, Lennart, editor, Bonnet, R.-M., editor, Calisto, M., editor, Destouni, G., editor, Gurney, R., editor, Johannessen, J., editor, Kerr, Y., editor, Lahoz, W.A., editor, and Rast, M., editor
- Published
- 2014
- Full Text
- View/download PDF
5. Analysis of ASCAT, SMOS, in-situ and land model soil moisture as a regionalized variable over Europe and North Africa
- Author
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Pierdicca, Nazzareno, Fascetti, Fabio, Pulvirenti, Luca, Crapolicchio, Raffaele, and Muñoz-Sabater, Joaquin
- Published
- 2015
- Full Text
- View/download PDF
6. The Copernicus Climate Change Service: Climate Science in Action
- Author
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Buontempo, Carlo, primary, Burgess, Samantha N., additional, Dee, Dick, additional, Pinty, Bernard, additional, Thépaut, Jean-Noël, additional, Rixen, Michel, additional, Almond, Samuel, additional, Armstrong, David, additional, Brookshaw, Anca, additional, Alos, Angel Lopez, additional, Bell, Bill, additional, Bergeron, Cedric, additional, Cagnazzo, Chiara, additional, Comyn-Platt, Edward, additional, Damasio-Da-Costa, Eduardo, additional, Guillory, Anabelle, additional, Hersbach, Hans, additional, Horányi, András, additional, Nicolas, Julien, additional, Obregon, Andre, additional, Ramos, Eduardo Penabad, additional, Raoult, Baudouin, additional, Muñoz-Sabater, Joaquín, additional, Simmons, Adrian, additional, Soci, Cornel, additional, Suttie, Martin, additional, Vamborg, Freja, additional, Varndell, James, additional, Vermoote, Stijn, additional, Yang, Xiaobo, additional, and Garcés de Marcilla, Juan, additional
- Published
- 2022
- Full Text
- View/download PDF
7. Satellite and In Situ Observations for Advancing Global Earth Surface Modelling: A Review
- Author
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Balsamo, Gianpaolo, Agusti-Panareda, Anna, Albergel, Clement, Arduini, Gabriele, Beljaars, Anton, Bidlot, Jean, Bousserez, Nicolas, Boussetta, Souhail, Brown, Andy, Buizza, Roberto, Buontempo, Carlo, Chevallier, Frédéric, Choulga, Margarita, Cloke, Hannah, Cronin, Meghan F, Dahoui, Mohamed, De Rosnay, Patricia, Dirmeyer, Paul A, Drusch, Matthias, Dutra, Emanuel, Ek, Michael B, Gentine, Pierre, Hewitt, Helene, Keeley, Sarah P. E, Kerr, Yann, Kumar, Sujay, Lupu, Cristina, Mahfouf, Jean-Francois, McNorton, Joe, Mecklenburg, Susanne, Mogensen, Kristian, Muñoz-Sabater, Joaquín, Orth, Rene, Rabier, Florence, Reichle, Rolf, Ruston, Ben, Pappenberger, Florian, Sandu, Irina, Seneviratne, Sonia I, Tietsche, Steffen, Trigo, Isabel F, Uijlenhoet, Remko, Wedi, Nils, Woolway, R. Iestyn, and Zeng, Xubin
- Subjects
Earth Resources And Remote Sensing - Abstract
In this paper we review the use of satellite-based remote sensing in combination with in situ data to inform Earth surface modelling. This involves verification and optimization methods that can handle both random and systematic errors and result in effective model improvement for both surface monitoring and prediction applications. The reasons for diverse remote sensing data and products include (i) their complementary areal and temporal coverage, (ii) their diverse and covariant information content, and (iii) their ability to complement in situ observations, which are often sparse and only locally representative. To improve our understanding of the complex behavior of the Earth system at the surface and sub-surface, we need large volumes of data from high-resolution modelling and remote sensing, since the Earth surface exhibits a high degree of heterogeneity and discontinuities in space and time. The spatial and temporal variability of the biosphere, hydrosphere, cryosphere and anthroposphere calls for an increased use of Earth observation (EO) data attaining volumes previously considered prohibitive. We review data availability and discuss recent examples where satellite remote sensing is used to infer observable surface quantities directly or indirectly, with particular emphasis on key parameters necessary for weather and climate prediction. Coordinated high-resolution remote-sensing and modelling/assimilation capabilities for the Earth surface are required to support an international application-focused effort.
- Published
- 2018
- Full Text
- View/download PDF
8. A New Structure for the Sea Ice Essential Climate Variables of the Global Climate Observing System
- Author
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Lavergne, Thomas, primary, Kern, Stefan, additional, Aaboe, Signe, additional, Derby, Lauren, additional, Dybkjaer, Gorm, additional, Garric, Gilles, additional, Heil, Petra, additional, Hendricks, Stefan, additional, Holfort, Jürgen, additional, Howell, Stephen, additional, Key, Jeffrey, additional, Lieser, Jan L, additional, Maksym, Ted, additional, Maslowski, Wieslaw, additional, Meier, Walt, additional, Muñoz-Sabater, Joaquín, additional, Nicolas, Julien, additional, Özsoy, Burcu, additional, Rabe, Benjamin, additional, Rack, Wolfgang, additional, Raphael, Marilyn, additional, de Rosnay, Patricia, additional, Smolyanitsky, Vasily, additional, Tietsche, Steffen, additional, Ukita, Jinro, additional, Vichi, Marcello, additional, Wagner, Penelope, additional, Willmes, Sascha, additional, and Zhao, Xi, additional
- Published
- 2022
- Full Text
- View/download PDF
9. The ERA5 global reanalysis: Preliminary extension to 1950
- Author
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Bell, Bill, primary, Hersbach, Hans, additional, Simmons, Adrian, additional, Berrisford, Paul, additional, Dahlgren, Per, additional, Horányi, András, additional, Muñoz‐Sabater, Joaquín, additional, Nicolas, Julien, additional, Radu, Raluca, additional, Schepers, Dinand, additional, Soci, Cornel, additional, Villaume, Sebastien, additional, Bidlot, Jean‐Raymond, additional, Haimberger, Leo, additional, Woollen, Jack, additional, Buontempo, Carlo, additional, and Thépaut, Jean‐Noël, additional
- Published
- 2021
- Full Text
- View/download PDF
10. ERA5-Land: a state-of-the-art global reanalysis dataset for land applications
- Author
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Muñoz-Sabater, Joaquín, primary, Dutra, Emanuel, additional, Agustí-Panareda, Anna, additional, Albergel, Clément, additional, Arduini, Gabriele, additional, Balsamo, Gianpaolo, additional, Boussetta, Souhail, additional, Choulga, Margarita, additional, Harrigan, Shaun, additional, Hersbach, Hans, additional, Martens, Brecht, additional, Miralles, Diego G., additional, Piles, María, additional, Rodríguez-Fernández, Nemesio J., additional, Zsoter, Ervin, additional, Buontempo, Carlo, additional, and Thépaut, Jean-Noël, additional
- Published
- 2021
- Full Text
- View/download PDF
11. Supplementary material to "ERA5-Land: A state-of-the-art global reanalysis dataset for land applications"
- Author
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Muñoz-Sabater, Joaquín, primary, Dutra, Emanuel, additional, Agustí-Panareda, Anna, additional, Albergel, Clément, additional, Arduini, Gabriele, additional, Balsamo, Gianpaolo, additional, Boussetta, Souhail, additional, Choulga, Margarita, additional, Harrigan, Shaun, additional, Hersbach, Hans, additional, Martens, Brecht, additional, Miralles, Diego G., additional, Piles, María, additional, Rodríguez-Fernández, Nemesio J., additional, Zsoter, Ervin, additional, Buontempo, Carlo, additional, and Thépaut, Jean-Noël, additional
- Published
- 2021
- Full Text
- View/download PDF
12. Initialisation of Land Surface Variables for Numerical Weather Prediction
- Author
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de Rosnay, Patricia, primary, Balsamo, Gianpaolo, additional, Albergel, Clément, additional, Muñoz-Sabater, Joaquín, additional, and Isaksen, Lars, additional
- Published
- 2012
- Full Text
- View/download PDF
13. Satellite observations in support of the Copernicus Climate Change Service
- Author
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Bell, William, primary, Hersbach, Hans, additional, Berrisford, Paul, additional, Horányi, András, additional, Muñoz-Sabater, Joaquín, additional, Nicolas, Julien, additional, Radu, Raluca, additional, Schepers, Dinand, additional, Simmons, Adrian, additional, and Soci, Cornel, additional
- Published
- 2020
- Full Text
- View/download PDF
14. Evaluating the land-surface energy partitioning in ERA5
- Author
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Martens, Brecht, primary, Schumacher, Dominik L., additional, Wouters, Hendrik, additional, Muñoz-Sabater, Joaquín, additional, Verhoest, Niko E. C., additional, and Miralles, Diego G., additional
- Published
- 2020
- Full Text
- View/download PDF
15. Quality Assessment of PROBA-V Surface Albedo V1 for the Continuity of the Copernicus Climate Change Service
- Author
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Sánchez-Zapero, Jorge, primary, Camacho, Fernando, additional, Martínez-Sánchez, Enrique, additional, Lacaze, Roselyne, additional, Carrer, Dominique, additional, Pinault, Florian, additional, Benhadj, Iskander, additional, and Muñoz-Sabater, Joaquín, additional
- Published
- 2020
- Full Text
- View/download PDF
16. The ERA5 global reanalysis
- Author
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Hersbach, Hans, primary, Bell, Bill, additional, Berrisford, Paul, additional, Hirahara, Shoji, additional, Horányi, András, additional, Muñoz‐Sabater, Joaquín, additional, Nicolas, Julien, additional, Peubey, Carole, additional, Radu, Raluca, additional, Schepers, Dinand, additional, Simmons, Adrian, additional, Soci, Cornel, additional, Abdalla, Saleh, additional, Abellan, Xavier, additional, Balsamo, Gianpaolo, additional, Bechtold, Peter, additional, Biavati, Gionata, additional, Bidlot, Jean, additional, Bonavita, Massimo, additional, Chiara, Giovanna, additional, Dahlgren, Per, additional, Dee, Dick, additional, Diamantakis, Michail, additional, Dragani, Rossana, additional, Flemming, Johannes, additional, Forbes, Richard, additional, Fuentes, Manuel, additional, Geer, Alan, additional, Haimberger, Leo, additional, Healy, Sean, additional, Hogan, Robin J., additional, Hólm, Elías, additional, Janisková, Marta, additional, Keeley, Sarah, additional, Laloyaux, Patrick, additional, Lopez, Philippe, additional, Lupu, Cristina, additional, Radnoti, Gabor, additional, Rosnay, Patricia, additional, Rozum, Iryna, additional, Vamborg, Freja, additional, Villaume, Sebastien, additional, and Thépaut, Jean‐Noël, additional
- Published
- 2020
- Full Text
- View/download PDF
17. Environmental Lapse Rate for High‐Resolution Land Surface Downscaling: An Application to ERA5
- Author
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Dutra, Emanuel, primary, Muñoz‐Sabater, Joaquín, additional, Boussetta, Souhail, additional, Komori, Takuya, additional, Hirahara, Shoji, additional, and Balsamo, Gianpaolo, additional
- Published
- 2020
- Full Text
- View/download PDF
18. Evaluating the surface energy partitioning in ERA5
- Author
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Martens, Brecht, primary, Schumacher, Dominik L., additional, Wouters, Hendrik, additional, Muñoz-Sabater, Joaquín, additional, Verhoest, Niko E. C., additional, and Miralles, Diego G., additional
- Published
- 2020
- Full Text
- View/download PDF
19. Modelling CO_2 weather – why horizontal resolution matters
- Author
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Agustí-Panareda, Anna, Diamantakis, Michail, Massart, Sébastien, Chevallier, Frédéric, Muñoz-Sabater, Joaquín, Barré, Jérôme, Curcoll, Roger, Engelen, Richard, Langerock, Bavo, Law, Rachel M., Loh, Zoë, Morguí, Josep Anton, Parrington, Mark, Peuch, Vincent-Henri, Ramonet, Michel, Roehl, Coleen, Vermeulen, Alex T., Warneke, Thorsten, and Wunch, Debra
- Subjects
lcsh:Chemistry ,lcsh:QD1-999 ,lcsh:Physics ,lcsh:QC1-999 - Abstract
Climate change mitigation efforts require information on the current greenhouse gas atmospheric concentrations and their sources and sinks. Carbon dioxide (CO2) is the most abundant anthropogenic greenhouse gas. Its variability in the atmosphere is modulated by the synergy between weather and CO2 surface fluxes, often referred to as CO2 weather. It is interpreted with the help of global or regional numerical transport models, with horizontal resolutions ranging from a few hundreds of kilometres to a few kilometres. Changes in the model horizontal resolution affect not only atmospheric transport but also the representation of topography and surface CO2 fluxes. This paper assesses the impact of horizontal resolution on the simulated atmospheric CO2 variability with a numerical weather prediction model. The simulations are performed using the Copernicus Atmosphere Monitoring Service (CAMS) CO2 forecasting system at different resolutions from 9 to 80 km and are evaluated using in situ atmospheric surface measurements and atmospheric column-mean observations of CO2, as well as radiosonde and SYNOP observations of the winds. The results indicate that both diurnal and day-to-day variability of atmospheric CO2 are generally better represented at high resolution, as shown by a reduction in the errors in simulated wind and CO2. Mountain stations display the largest improvements at high resolution as they directly benefit from the more realistic orography. In addition, the CO2 spatial gradients are generally improved with increasing resolution for both stations near the surface and those observing the total column, as the overall inter-station error is also reduced in magnitude. However, close to emission hotspots, the high resolution can also lead to a deterioration of the simulation skill, highlighting uncertainties in the high-resolution fluxes that are more diffuse at lower resolutions. We conclude that increasing horizontal resolution matters for modelling CO2 weather because it has the potential to bring together improvements in the surface representation of both winds and CO2 fluxes, as well as an expected reduction in numerical errors of transport. Modelling applications like atmospheric inversion systems to estimate surface fluxes will only be able to benefit fully from upgrades in horizontal resolution if the topography, winds and prior flux distribution are also upgraded accordingly. It is clear from the results that an additional increase in resolution might reduce errors even further. However, the horizontal resolution sensitivity tests indicate that the change in the CO2 and wind modelling error with resolution is not linear, making it difficult to quantify the improvement beyond the tested resolutions. Finally, we show that the high-resolution simulations are useful for the assessment of the small-scale variability of CO2 which cannot be represented in coarser-resolution models. These representativeness errors need to be considered when assimilating in situ data and high-resolution satellite data such as Greenhouse gases Observing Satellite (GOSAT), Orbiting Carbon Observatory-2 (OCO-2), the Chinese Carbon Dioxide Observation Satellite Mission (TanSat) and future missions such as the Geostationary Carbon Observatory (GeoCarb) and the Sentinel satellite constellation for CO2. For these reasons, the high-resolution CO2 simulations provided by the CAMS in real time can be useful to estimate such small-scale variability in real time, as well as providing boundary conditions for regional modelling studies and supporting field experiments.
- Published
- 2019
20. Correction: Observations for Advancing Global Earth Surface Modelling: A Review (vol 10, 2038, 2018)
- Author
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Balsamo, Gianpaolo, Agustí-Panareda, Anna, Albergel, Clement, Arduini, Gabriele, Beljaars, Anton, Bidlot, Jean, Blyth, Eleanor, Bousserez, Nicolas, Boussetta, Souhail, Brown, Andy, Buizza, Roberto, Buontempo, Carlo, Chevallier, Frédéric, Choulga, Margarita, Cloke, Hannah, Cronin, Meghan F., Dahoui, Mohamed, De Rosnay, Patricia, Dirmeyer, Paul A., Drusch, Matthias, Dutra, Emanuel, Ek, Michael B., Gentine, Pierre, Hewitt, Helene T., Keeley, Sarah P.E., Kerr, Yann, Kumar, Sujay V., Lupu, Cristina, Mahfouf, Jean-François, McNorton, Joe, Mecklenburg, Susanne Martha, Mogensen, Kristian S., Muñoz-Sabater, Joaquín, Orth, René, Rabier, Florence, Reichle, Rolf H., Ruston, Ben, Pappenberger, Florian, Sandu, Irina, Seneviratne, Sonia I., Tietsche, Steffen, Trigo, Isabel F., Uijlenhoet, Remko, Wedi, Nils, Woolway, R. Iestyn, and Zeng, Xubin
- Abstract
Remote Sensing, 11 (8), ISSN:2072-4292
- Published
- 2019
21. Correction: Balsamo, G., et al. Satellite and in situ observations for advancing global earth surface modelling : A review
- Author
-
Balsamo, Gianpaolo, Agusti-Panareda, Anna, Albergel, Clement, Arduini, Gabriele, Beljaars, Anton, Bidlot, Jean, Blyth, Eleanor, Bousserez, Nicolas, Boussetta, Souhail, Brown, Andy, Buizza, Roberto, Buontempo, Carlo, Chevallier, Frederic, Choulga, Margarita, Cloke, Hannah, Cronin, Meghan F., Dahoui, Mohamed, Rosnay, Patricia De, Dirmeyer, Paul A., Drusch, Matthias, Dutra, Emanuel, Ek, Michael B., Gentine, Pierre, Hewitt, Helene, Keeley, Sarah P.E., Kerr, Yann, Kumar, Sujay, Lupu, Cristina, Mahfouf, Jean Francois, McNorton, Joe, Mecklenburg, Susanne, Mogensen, Kristian, Muñoz-Sabater, Joaquín, Orth, Rene, Rabier, Florence, Reichle, Rolf, Ruston, Ben, Pappenberger, Florian, Sandu, Irina, Seneviratne, Sonia I., Tietsche, Steffen, Trigo, Isabel F., Uijlenhoet, Remko, Wedi, Nils, Woolway, R.I., and Zeng, Xubin
- Subjects
Direct and inverse methods ,WIMEK ,Earth system modelling ,Hydrology and Quantitative Water Management ,Earth-observations ,Hydrologie en Kwantitatief Waterbeheer - Abstract
In this paper, we review the use of satellite-based remote sensing in combination with in situ data to inform Earth surface modelling. This involves verification and optimization methods that can handle both random and systematic errors and result in effective model improvement for both surface monitoring and prediction applications. The reasons for diverse remote sensing data and products include (i) their complementary areal and temporal coverage, (ii) their diverse and covariant information content, and (iii) their ability to complement in situ observations, which are often sparse and only locally representative. To improve our understanding of the complex behavior of the Earth system at the surface and sub-surface, we need large volumes of data from high-resolution modelling and remote sensing, since the Earth surface exhibits a high degree of heterogeneity and discontinuities in space and time. The spatial and temporal variability of the biosphere, hydrosphere, cryosphere and anthroposphere calls for an increased use of Earth observation (EO) data attaining volumes previously considered prohibitive. We review data availability and discuss recent examples where satellite remote sensing is used to infer observable surface quantities directly or indirectly, with particular emphasis on key parameters necessary for weather and climate prediction. Coordinated high-resolution remote-sensing and modelling/assimilation capabilities for the Earth surface are required to support an international application-focused effort.
- Published
- 2019
22. User requirements for a Copernicus polar mission
- Author
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ANTUNES SONIA, BARTSCH ANNETT, DIEHL THOMAS, DINESSEN FRODE, ERIKSSON PATRICK, GARRIC GILLES, HOLMLUND KENNETH, HOUSSAIS MARIE-NOËLLE, JINDROVA MARKETA, MUÑOZ-SABATER JOAQUÍN, THOMAS NAGLER, NORDBECK OLA, DE WITTE E., DUCHOSSOIS GUY, STROBL PETER, and TOUMAZOU VINCENT
- Abstract
To monitor on a continuous basis the vast and harsh Arctic environment, considering the sparse population and the lack of transport links, space technologies are definitely essential tools including Earth observation, navigation and communication satellites. DG GROW asked for an Expert Group in spring 2017 with the mandate to update and/or complete the review and analysis of the Users’ needs, thus allowing the Commission to assess the relevance of the development of a "Copernicus expansion mission" dedicated to Polar and Snow monitoring., JRC.D.6-Knowledge for Sustainable Development and Food Security
- Published
- 2018
23. Modelling CO<sub>2</sub> weather – why horizontal resolution matters
- Author
-
Agustí-Panareda, Anna, primary, Diamantakis, Michail, additional, Massart, Sébastien, additional, Chevallier, Frédéric, additional, Muñoz-Sabater, Joaquín, additional, Barré, Jérôme, additional, Curcoll, Roger, additional, Engelen, Richard, additional, Langerock, Bavo, additional, Law, Rachel M., additional, Loh, Zoë, additional, Morguí, Josep Anton, additional, Parrington, Mark, additional, Peuch, Vincent-Henri, additional, Ramonet, Michel, additional, Roehl, Coleen, additional, Vermeulen, Alex T., additional, Warneke, Thorsten, additional, and Wunch, Debra, additional
- Published
- 2019
- Full Text
- View/download PDF
24. Supplementary material to "Modelling CO2 weather – why horizontal resolution matters"
- Author
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Agustí-Panareda, Anna, primary, Diamantakis, Michail, additional, Massart, Sébastien, additional, Chevallier, Frédéric, additional, Muñoz-Sabater, Joaquín, additional, Barré, Jérôme, additional, Curcoll, Roger, additional, Engelen, Richard, additional, Langerock, Bavo, additional, Law, Rachel, additional, Loh, Zoë, additional, Morguí, Josep Anton, additional, Parrington, Mark, additional, Peuch, Vincent-Henri, additional, Ramonet, Michel, additional, Roehl, Coleen, additional, Vermeulen, Alex T., additional, Warneke, Thorsten, additional, and Wunch, Debra, additional
- Published
- 2019
- Full Text
- View/download PDF
25. Dominant Features of Global Surface Soil Moisture Variability Observed by the SMOS Satellite
- Author
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Piles, Maria, primary, Ballabrera-Poy, Joaquim, additional, and Muñoz-Sabater, Joaquín, additional
- Published
- 2019
- Full Text
- View/download PDF
26. User requirements for a Copernicus polar mission
- Author
-
ANTUNES SONIA, BARTSCH ANNETT, DIEHL THOMAS, DINESSEN FRODE, ERIKSSON PATRICK, GARRIC GILLES, HOUSSAIS MARIE-NOËLLE, JINDROVA MARKETA, MUÑOZ-SABATER JOAQUÍN, THOMAS NAGLER, NORDBECK OLA, DUCHOSSOIS GUY, STROBL PETER, and TOUMAZOU VINCENT
- Abstract
To monitor on a continuous basis the vast and harsh Arctic environment, considering the sparse population and the lack of transport links, space technologies are definitely essential tools including Earth observation, navigation and communication satellites. DG GROW asked for an Expert Group in spring 2017 with the mandate to update and/or complete the review and analysis of the Users’ needs, thus allowing the Commission to assess the relevance of the development of a "Copernicus expansion mission" dedicated to Polar and Snow monitoring., JRC.D.6-Knowledge for Sustainable Development and Food Security
- Published
- 2017
27. Evaluating the surface energy partitioning in ERA5.
- Author
-
Martens, Brecht, Schumacher, Dominik L., Wouters, Hendrik, Muñoz-Sabater, Joaquín, Verhoest, Niko E. C., and Miralles, Diego G.
- Subjects
SURFACE energy ,PARTITION coefficient (Chemistry) ,HEAT flux ,EDDY flux ,LATENT heat - Abstract
Climate reanalyses provide a plethora of global atmospheric and surface parameters in a consistent manner over multi-decadal time scales. Hence, they are widely-used in many fields, and an in-depth evaluation of the different variables provided by reanalyses is a necessary means to provide feedback on the quality to their users and the operational centers producing these data sets, and to help guiding their development. Recently, the European Centre for Medium Range Weather Forecast (ECMWF) released the new state-of-the-art climate reanalysis ERA5, following up on its popular predecessor ERA-Interim. Different sets of variables from ERA5 were already evaluated in a handful of studies, but so far, the quality of surface energy partitioning has not been assessed yet. Here, we evaluate the surface energy partitioning over land in ERA5, and concentrate on the appraisal of the surface latent heat flux, surface sensible heat flux, and Bowen ratio against different reference data sets and using different modelling tools. Most of our analyses point towards a better quality of surface energy partitioning in ERA5 than in ERA-Interim, which may be attributed to a better representation of land-surface processes in ERA5, and certainly to the better quality of near-surface meteorological variables. One of the key shortcomings of the reanalyses identified in our study is the overestimation of the surface latent heat flux, which - although substantially lower than in ERA-Interim - still remains in ERA5. Overall, our results indicate the high quality of the surface turbulent fluxes from ERA5 and the general improvement upon ERA-Interim, thereby endorsing the efforts of ECMWF to improve their climate reanalysis and to provide useful data to many scientific and operational fields. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
28. Sensitivity of Soil Moisture Analyses to Contrasting Background and Observation Error Scenarios
- Author
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Muñoz-Sabater, Joaquín, primary, de Rosnay, Patricia, additional, Albergel, Clément, additional, and Isaksen, Lars, additional
- Published
- 2018
- Full Text
- View/download PDF
29. Satellite observations in support of the Copernicus Climate Change Service
- Author
-
Collins, Murray, Norrie, Callum J., Tamane, Kristina, Bell, Bill, Hersbach, Hans, Berrisford, Paul, Horányi, András, Muñoz-Sabater, Joaquín, Nicolas, Julien, Radu, Raluca, Schepers, Dinand, Simmons, Adrian, and Soci, Cornel
- Published
- 2020
- Full Text
- View/download PDF
30. Modelling CO2 weather – why horizontal resolution matters.
- Author
-
Agustí-Panareda, Anna, Diamantakis, Michail, Massart, Sébastien, Chevallier, Frédéric, Muñoz-Sabater, Joaquín, Barré, Jérôme, Curcoll, Roger, Engelen, Richard, Langerock, Bavo, Law, Rachel, Loh, Zoë, Morguí, Josep Anton, Parrington, Mark, Peuch, Vincent-Henri, Ramonet, Michel, Roehl, Coleen, Vermeulen, Alex T., Warneke, Thorsten, and Wunch, Debra
- Abstract
Climate change mitigation efforts require information on the current greenhouse gas atmospheric concentrations and their sources and sinks. Carbon dioxide (CO
2 ) is the most abundant anthropogenic greenhouse gas. Its variability in the atmosphere is modulated by the synergy between weather and CO2 surface fluxes, often referred to as CO2 weather. It is interpreted with the help of global or regional numerical transport models, with horizontal resolutions ranging from a few hundreds of km to a few km. Changes in the model horizontal resolution affect not only atmospheric transport, but also the representation of topography and surface CO2 fluxes. This paper assesses the impact of horizontal resolution on the simulated atmospheric CO2 variability with a numerical weather prediction model. The simulations are performed using the Copernicus Atmosphere Monitoring Service (CAMS) CO2 forecasting system at different resolutions from 9 km to 80 km and are evaluated using in situ atmospheric surface measurements and atmospheric column-mean observations of CO2 , as well as radiosonde and SYNOP observations of the winds. The results indicate that both diurnal and day-to-day variability of atmospheric CO2 are generally better represented at high resolution, as shown by a reduction in the errors in simulated wind and CO2 . Mountain stations display the largest improvements at high resolution as they directly benefit from the more realistic orography. In addition, the CO2 spatial gradients are generally improved with increasing resolution for both stations near the surface and those observing the total column, as the overall inter-station error is also reduced in magnitude. However, close to emission hotspots, the high resolution can also lead to a deterioration of the simulation skill, highlighting uncertainties in the high resolution fluxes that are more diffuse at lower resolutions. We conclude that increasing horizontal resolution matters for modelling CO2 weather because it has the potential to bring together improvements in the surface representation of both winds and CO2 fluxes, as well as an expected reduction in numerical errors of transport. Modelling applications like atmospheric inversion systems to estimate surface fluxes will only be able to benefit fully from upgrades in horizontal resolution if the topography, winds and prior flux distribution are also upgraded accordingly. It is clear from the results that an additional increase in resolution might reduce errors even further. However, the horizontal resolution sensitivity tests indicate that the change in the CO2 and wind modelling error with resolution is not linear, making it difficult to extrapolate the results beyond the tested resolutions. Finally, we show that the high resolution simulations are useful for the assessment of the small-scale variability of CO2 which cannot be represented in coarser resolution models. These representativeness errors need to be considered when assimilating in situ data and high resolution satellite data such as Greenhouse gases Observing Satellite (GOSAT), Orbiting Carbon Observatory-2 (OCO-2), the Chinese Carbon Dioxide Observation Satellite Mission (TanSat) and future missions such as the Geostationary Carbon Observatory (GeoCarb) and the Sentinel satellite constellation for CO2 . For these reasons, the high resolution CO2 simulations provided by the CAMS in real-time can be useful to estimate such small-scale variability in real time, as well as providing boundary conditions for regional modelling studies and supporting field experiments. [ABSTRACT FROM AUTHOR]- Published
- 2019
- Full Text
- View/download PDF
31. Incorporation of Passive Microwave Brightness Temperatures in the ECMWF Soil Moisture Analysis
- Author
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Muñoz-Sabater, Joaquín, primary
- Published
- 2015
- Full Text
- View/download PDF
32. Assimilation de données de télédétection pour le suivi des surfaces continentales : Mise en oeuvre sur un site expérimental
- Author
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Muñoz Sabater, Joaquín, Centre national de recherches météorologiques (CNRM), Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP), Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales [Toulouse] (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France -Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales [Toulouse] (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France -Centre National de la Recherche Scientifique (CNRS), Université Paul Sabatier - Toulouse III, Jean-Christophe Calvet, Groupe d'étude de l'atmosphère météorologique (CNRM-GAME), and Institut national des sciences de l'Univers (INSU - CNRS)-Météo France-Centre National de la Recherche Scientifique (CNRS)
- Subjects
remote sensing ,télédétection ,vegetation biomass ,humidité du sol ,biomasse de la végétation ,soil moisture ,assimilation de données ,[SDU.OTHER]Sciences of the Universe [physics]/Other ,data assimilation - Abstract
The research undertaken in this thesis focuses on the assimilation of remotely sensed data for continental surface monitoring. The analysed variables are root-zone soil moisture content and above-ground vegetation biomass. The data cover the period 2001 to 2004 and were collected over fallow at the SMOSREX experimental site, south-west of Toulouse, France. Four assimilation techniques (EKF, EnKF, 1D-VAR and T-VAR) were implemented into the Météo-France SVAT model ISBA-A-gs and their performances compared to each other. It was found that the 1D-VAR is the most effective technique, for both quality of the analyses and lower computational cost. This particular technique was applied in a joint assimilation of surface soil moisture and leaf are index observations, as well as of remotely sensed measurements collected over the site. The assimilation improves the control simulation, if a dynamic wilting point is introduced (this is particularly useful during strong drought periods). The impact of a high level of uncertainty in the precipitation data is also evaluated.; Le travail réalisé dans le cadre de cette thèse porte sur l'assimilation de données de télédétection pour le suivi des surfaces continentales. Les variables analysées sont l'état hydrique du sol et la biomasse de la végétation, sur la jachère du site expérimental SMOSREX, de 2001 à 2004, au sud-ouest de Toulouse. Quatre méthodes d'assimilation (EKF, EnKF, 1D-VAR et T-VAR) ont été mises en œuvre dans le modèle ISBA-A-gs de Météo-France, et comparées. La méthode 1D-VAR est la plus performante, aussi bien pour la qualité des analyses qu'en temps de calcul. Cette méthode a été appliquée à l'assimilation simultanée des observations de l'humidité de la surface et de l'indice foliaire, ainsi qu'aux mesures de télédétection réalisées sur le site. L'assimilation améliore la simulation de contrôle, à condition d'introduire un point de flétrissement dynamique (cela est particulièrement utile pendant les périodes de forte sécheresse). Les effets d'une incertitude sur les précipitations sont évalués.
- Published
- 2007
33. La representatividad de las medidas de una media estacional frente a una media anual, en la relación entre la irradiación solar e insolación
- Author
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Muñoz Sabater, Joaquín, Morcillo López, F. Javier, and Sánchez-Alandí, M. Amparo
- Subjects
Insolación ,Irradiación solar ,Angstrom-Prescott relationship ,Relación de Angstrom-Prescott ,Insolation ,Solar irradiance - Abstract
Ponencia presentada en: I Congreso de la Asociación Española de Climatología “La climatología española en los albores del siglo XXI”, celebrado en Barcelona del 1 al 3 de diciembre de 1999. [ES]La sencilla relación lineal propuesta por Angstrom-Prescott en 1924 entre la irradiación solar global relativa H/Ho, y la insolación relativa n/N, ha sido sometida, con el transcurso de los años, a numerosos procedimientos experimentales, casi todos ellos tratando un período de varios años. En el Laboratorio de Enseñanza de Física del Medio Ambiente de la Universidad de Valencia, se ha estudiado esta relación utilizando datos correspondientes a días salteados de tres meses, prácticamente coincidentes con el período estacional de otoño. Sin embargo, los resultados finales coinciden en gran medida con los correspondientes a trabajos hechos sobre un período de varios años, lo cual puede significar que, en determinadas ocasiones, las medidas hechas sobre un período estacional, pueden ser representativas de las correspondientes a una media anual o de varios años. [EN]The simple linear relationship proposed by Angstrom-Prescott in 1924 between relative global solar irradiance, H/Ho, and relative insolation, n/N, has undergone, along the years, a number of experimental applications, almost always dealing with periods of several years. In the teaching Environmental Physics Laboratory of the University of Valencia we have studied this relationship using data corresponding to days within a period of three months, practically coinciding with the autumn season. In spite of that, the final results obtained largely coincide with those from other studies carried out over periods of several years. This means that in some occasions, the measurements carried out over a seasonal penod may also be representative of those corresponding to annual means over a number of years.
- Published
- 1999
34. IncorporationofPassive Microwave BrightnessTemperaturesin the ECMWF Soil Moisture Analysis.
- Author
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Muñoz-Sabater, Joaquín
- Subjects
- *
SOIL moisture , *COUPLED mode theory (Wave-motion) , *LAND surface temperature , *LONG-range weather forecasting - Abstract
For more than a decade, the European Centre for Medium-Range Weather Forecasts (ECMWF) has used in-situ observations of 2 m temperature and 2 m relative humidity to operationally constrain the temporal evolution of model soil moisture. These observations are not available everywhere and they are indirectly linked to the state of the surface, so under various circumstances, such as weak radiative forcing or strong advection, they cannot be used as a proxy for soil moisture reinitialization in numerical weather prediction. Recently, the ECMWF soil moisture analysis has been updated to be able to account for the information provided by microwave brightness temperatures from the Soil Moisture and Ocean Salinity (SMOS) mission of the European Space Agency (ESA). This is the first time that ECMWF uses direct information of the soil emission from passive microwave data to globally adjust the estimation of soil moisture by a land-surface model. This paper presents a novel version of the ECMWF Extended Kalman Filter soil moisture analysis to account for remotely sensed passive microwave data. It also discusses the advantages of assimilating direct satellite radiances compared to current soil moisture products, with a view to an operational implementation. A simple assimilation case study at global scale highlights the potential benefits and obstacles of using this new type of information in a global coupled land-atmospheric model. [ABSTRACT FROM AUTHOR]
- Published
- 2015
- Full Text
- View/download PDF
35. SMOS Brightness Temperature Angular Noise: Characterization, Filtering, and Validation.
- Author
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Muñoz-Sabater, Joaquín, de Rosnay, Patricia, Jiménez, Carlos, Isaksen, Lars, and Albergel, Clément
- Subjects
- *
BRIGHTNESS temperature measurement , *INTERFEROMETRY , *ARTIFICIAL satellites , *MICROWAVE measurements , *RADIOMETERS - Abstract
The 2-D interferometric radiometer on board the Soil Moisture and Ocean Salinity (SMOS) satellite has been providing a continuous data set of brightness temperatures, at different viewing geometries, containing information of the Earth's surface microwave emission. This data set is affected by several sources of noise, which are a combination of the noise associated with the radiometer itself and the different views under which a heterogeneous target, such as continental surfaces, is observed. As a result, the SMOS data set is affected by a significant amount of noise. For many applications, such as soil moisture retrieval, reducing noise from the observations while keeping the signal is necessary, and the accuracy of the retrievals depends on the quality of the observed data set. This paper investigates the averaging of SMOS brightness temperatures in angular bins of different sizes as a simple method to reduce noise. All the observations belonging to a single pixel and satellite overpass were fitted to a polynomial regression model, with the objective of characterizing and evaluating the associated noise. Then, the observations were averaged in angular bins of different sizes, and the potential benefit of this process to reduce noise from the data was quantified. It was found that, if a 2° angular bin is used to average the data, the noise is reduced by up to 3 K. Furthermore, this method complements necessary data thinning approaches when a large volume of data is used in data assimilation systems. [ABSTRACT FROM PUBLISHER]
- Published
- 2014
- Full Text
- View/download PDF
36. Initialisation of Land Surface Variables for Numerical Weather Prediction.
- Author
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Rosnay, Patricia, Balsamo, Gianpaolo, Albergel, Clément, Muñoz-Sabater, Joaquín, and Isaksen, Lars
- Abstract
Land surface processes and their initialisation are of crucial importance for Numerical Weather Prediction (NWP). Current land data assimilation systems used to initialise NWP models include snow depth analysis, soil moisture analysis, soil temperature and snow temperature analysis. This paper gives a review of different approaches used in NWP to initialise land surface variables. It discusses the observation availability and quality, and it addresses the combined use of conventional observations and satellite data. Based on results from the European Centre for Medium-Range Weather Forecasts (ECMWF), results from different soil moisture and snow depth data assimilation schemes are shown. Both surface fields and low-level atmospheric variables are highly sensitive to the soil moisture and snow initialisation methods. Recent developments of ECMWF in soil moisture and snow data assimilation improved surface and atmospheric forecast performance. [ABSTRACT FROM AUTHOR]
- Published
- 2014
- Full Text
- View/download PDF
37. The ERA5 Global Atmospheric Reanalysis at ECMWF as a comprehensive dataset for climate data homogenization, climate variability, trends and extremes.
- Author
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Hersbach, Hans, Bell, Bill, Berrisford, Paul, Biavati, Gionata, Dee, Dick, Horányi, András, Nicolas, Julien, Peubey, Carole, Radu, Raluca, Rozum, Iryna, Muñoz-Sabater, Joaquín, Schepers, Dinand, Simmons, Adrian, Soci, Cornel, Thépaut, Jean-Noël, and Vamborg, Freja
- Published
- 2019
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