Publications of Nuno Carvalhais

Journal Article (90)

81.
Journal Article
Migliavacca, M.; Reichstein, M.; Richardson, A. D.; Colombo, R.; Sutton, M. A.; Lasslop, G.; Tomelleri, E.; Wohlfahrt, G.; Carvalhais, N.; Cescatti, A. et al.; Mahecha, M. D.; Montagnani, L.; Papale, D.; Zaehle, S.; Arain, A.; Arneth, A.; Black, T. A.; Carrara, A.; Dore, S.; Gianelle, D.; Helfter, C.; Hollinger, D.; Kutsch, W. L.; Lafleur, P. M.; Nouvellon, Y.; Rebmann, C.; Rocha, D.; Rodeghiero, M.; Roupsard, O.; Sebastià, M.-T.; Seufert, G.; Soussana, J.-F.; Molen, V. D.: Semiempirical modeling of abiotic and biotic factors controlling ecosystem respiration across eddy covariance sites. Global Change Biology 17 (1), pp. 390 - 409 (2011)
82.
Journal Article
Beer, C.; Reichstein, M.; Tomelleri, E.; Ciais, P.; Jung, M.; Carvalhais, N.; Rödenbeck, C.; Arain, M. A.; Baldocchi, D.; Bonan, G. B. et al.; Bondeau, A.; Cescatti, A.; Lasslop, G.; Lindroth, A.; Lomas, M.; Luyssaert, S.; Margolis, H.; Oleson, K. W.; Roupsard, O.; Veenendaal, E.; Viovy, N.; Williams, C.; Woodward, F. I.; Papale, D.: Terrestrial Gross Carbon Dioxide Uptake: Global Distribution and Covariation with Climate. Science 329 (5993), pp. 834 - 838 (2010)
83.
Journal Article
Carvalhais, N.; Reichstein, M.; Ciais, P.; Collatz, G. J.; Mahecha, M. D.; Montagnani, L.; Papale, D.; Rambal, S.; Seixas, J.: Identification of vegetation and soil carbon pools out of equilibrium in a process model via eddy covariance and biometric constraints. Global Change Biology 16 (10), pp. 2813 - 2829 (2010)
84.
Journal Article
Carvalhais, N.; Reichstein, M.; Collatz, G. J.; Mahecha, M. D.; Migliavacca, M.; Neigh, C. S. R.; Tomelleri, E.; Benali, A. A.; Papale, D.; Seixas, J.: Deciphering the components of regional net ecosystem fluxes following a bottom-up approach for the Iberian Peninsula. Biogeosciences 7 (11), pp. 3707 - 3729 (2010)
85.
Journal Article
Mahecha, M. D.; Reichstein, M.; Carvalhais, N.; Lasslop, G.; Lange, H.; Seneviratne, S. I.; Vargas, R.; Ammann, C.; Arain, M. A.; Cescatti, A. et al.; Janssens, I. A.; Migliavacca, M.; Montagnani, L.; Richardson, A. D.: Global Convergence in the Temperature Sensitivity of Respiration at Ecosystem Level. Science 329 (5993), pp. 838 - 840 (2010)
86.
Journal Article
Mahecha, M. D.; Reichstein, M.; Jung, M.; Seneviratne, S. I.; Zaehle, S.; Beer, C.; Braakhekke, M. C.; Carvalhais, N.; Lange, H.; Le Maire, G. et al.; Moors, E.: Comparing observations and process-based simulations of biosphere-atmosphere exchanges on multiple time scales. Journal of Geophysical Research: Biogeosciences 115, BGC1334, p. G02003 (2010)
87.
Journal Article
Williams, M.; Richardson, A. D.; Reichstein, M.; Stoy, P. C.; Peylin, P.; Verbeeck, H.; Carvalhais, N.; Jung, M.; Hollinger, D. Y.; Kattge, J. et al.; Leuning, R.; Luo, Y.; Tomelleri, E.; Trudinger, C. M.; Wang, Y. P.: Improving land surface models with FLUXNET data. Biogeosciences 6 (7), pp. 1341 - 1359 (2009)
88.
Journal Article
Carvalhais, N.; Reichstein, M.; Seixas, J.; Collatz, G. J.; Pereira, J. S.; Berbigier, P.; Carrara, A.; Granier, A.; Montagnani, L.; Papale, D. et al.; Rambal, S.; Sanz, M. J.; Valentini, R.: Implications of the carbon cycle steady state assumption for biogeochemical modeling performance and inverse parameter retrieval. Global Biogeochemical Cycles 22 (2), p. Gb2007 (2008)
89.
Journal Article
Mahecha, M. D.; Reichstein, M.; Lange, H.; Carvalhais, N.; Bernhofer, C.; Grunwald, T.; Papale, D.; Seufert, G.: Characterizing ecosystem-atmosphere interactions from short to interannual time scales. Biogeosciences 4 (5), pp. 743 - 758 (2007)
90.
Journal Article
Nunes, J. P.; Vieira, G. N.; Seixas, J.; Gonçalves, P.; Carvalhais, N.: Evaluating the MEFIDIS model for runoff and soil erosion prediction during rainfall events. Catena 61 (2-3), pp. 210 - 228 (2005)

Book Chapter (2)

91.
Book Chapter
Reichstein, M.; Ahrens, B.; Kraft, B.; Camps-Valls, G.; Carvalhais, N.; Gans, F.; Gentine, P.; Winkler, A.: Combining system modeling and machine learning into hybrid ecosystem modeling. In: Knowledge-Guided Machine Learning, 9781003143376, pp. 327 - 352 (Eds. Kannan, R.; Kumar, V.). Chapman & Hall, London (2022)
92.
Book Chapter
Reichstein, M.; Richardson, A. D.; Migliavacca, M.; Carvalhais, N.: Plant–environment interactions across multiple scales. In: Ecology and the Environment, pp. 1 - 27 (Ed. Monson, R. K.). Springer, New York (2014)

Conference Paper (6)

93.
Conference Paper
Voigt, H.; Carvalhais, N.; Meuschke, M.; Reichstein, M.; Zarrie, S.; Lawonn, K.: VIST5: An adaptive, retrieval-augmented language model for visualization-oriented dialog. In: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pp. 70 - 81. The 2023 Conference on Empirical Methods in Natural Language Processing, Singapure, December 06, 2023 - December 10, 2023. Association for Computational Linguistics, Singapur (2023)
94.
Conference Paper
Pacheco-Labrador, J.; Weber, U.; Ma, X.; Mahecha, M. D.; Carvalhais, N.; Wirth, C.; Huth, A.; Bohn, F. J.; Kraemer, G.; Heiden, U. et al.; members, F.; Migliavacca, M.: Evalutating the potential of desis to infer plant taxonomical and functional diversities in europwean forests. In: 1st DESIS User Workshop – Imaging Spectrometer Space Mission, Calibration and Validation, Applications, Methods, Vol. XLVI-1/W1-2021, pp. 49 - 55. 1st DESIS User Workshop on Imaging Spectrometer Space Mission, Calibration and Validation, Applications, Methods, ELECTR NETWORK, September 28, 2021 - October 01, 2021. (2022)
95.
Conference Paper
Pacheco-Labrador, J.; Carvalhais, N.; Perez-Priego, O.; El-Madany, T. S.; Rossini, M.; Julitta, T.; Moreno, G.; González-Cascón, R.; Martín, M. P.; Reichstein, M. et al.; Carrara, A.; Guanter, L.; Migliavacca, M.: Assessing the use of multiple constraints and ancillary data to support scope model inversion in a experimental grassland. In: IEEE International Geoscience and Remote Sensing Symposium, IGARSS, pp. 5975 - 5978. International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, Spain, July 22, 2018 - July 27, 2018. Institute of Electrical and Electronics Engineers Inc. (2018)
96.
Conference Paper
Reichstein, M.; Besnard, S.; Carvalhais, N.; Gans, F.; Jung, M.; Kraft, B.; Mahecha, M. D.: Modelling landsurface time-series with recurrent neural nets. In: 2018 IEEE International geoscience and remote sensing symposium (IGARSS), pp. 7640 - 7643. Valencia, 2018 (2018)
97.
Conference Paper
Peres, T.; Silva, J.; Ruivo, C.; Silva, P. F.; Palomo, J. M.; Colomina, I.; Peña, O.; Hill, C.; Guerriero, L.; Carvalhais, N. et al.; Erickson, A.; Cartus, O.: COREGAL: Exploring Galileo E5 reflected signals for biomass applications. In: Proceedings of the 29th International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2016), pp. 881 - 891. Proceedings of the 29th International Technical Meeting of the Satellite Division of The Institute of Navigation, Portland, Oregon, September 12, 2016 - September 16, 2016. (2016)
98.
Conference Paper
Lopes, P.; Lourenço, P.; Carvalhais, N.; Seixas, J.: MODIS Land Cover Product Validation in the Iberian Peninsula. In: IGARSS 2003: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, Vol. 3, pp. 1733 - 1735 (Eds. Garrett, P.; Lourenco, P.; Carvalhais, N.; Seixas, J.). IEEE, New York, N.Y. (2003)

Preprint (7)

99.
Preprint
Cohrs, K.-H.; Varando, G.; Camps-Valls, G.; Carvalhais, N.; Reichstein, M.: Double machine learning for causal hybrid modeling - applications in the earth sciences. (2024)
100.
Preprint
Poehls, J.; Silva, L. A.; Koirala, S.; Carvalhais, N.; Reichstein, M.: Downscaling soil moisture to sub-km resolutions with simple machine learning ensembles. (2024)
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