Papers

ARTMO:

Spectral Indices toolbox:

Machine learning regression algorithms (MLRA) toolbox:

Active learning:

LUT-based inversion toolbox:

Machine learning classification algorithms (MLCA) toolbox:

Global Sensitivity Analysis (GSA) toolbox: 

Emulator toolbox:

Atmospheric LUT Generator (ALG) toolbox:

TOC2TOA:

SCOPE:

DATimeS:

 

Other ARTMO contributions:

  1. Verrelst J. and co-authors, (2021). Progress in hybrid models for applications in remote sensing of vegetation, 40th EARSeL Symposium, 7-10 June, Warsaw, Poland, webinar. (presentation)
  2. Verrelst J. and co-authors, (2020). Development of vegetation traits models using hybrid retrieval workflows in the context of the CHIME mission preparation, SBG (Surface Biology and Geology) Algorithms working group, 21 December, webinar. (presentation)
  3. De Grave C., Verrelst, J., Pipia, L., Siegman, B., Reyes, P., Morcillo, P., Rivera, J.P., Rascher, U, Moreno, J. (2020). Use of the SYN product for estimating key vegetation variables within the context of FLEX, 6th S3VT, 15-17 December, virtual meeting. (presentation)
  4. Vicent, J., Sabater, N., Alonso, L., Verrelst, J., Martino, L., Berthelot, B., Moreno, J. (2020). Comparative analysis of atmospheric RTMs using the Atmospheric Look-up table Generator (ALG) toolbox. In: Atelier TRATTORIA 2020, Toulouse, France. (poster)
  5. Verrelst, J., Johnson, E.,  Morcillo Pallarés, P., Vicent, J., Rivera-Caicedo, J.P., Camps-Valls, G. (2019). Emulation for Approximating Radiative Transfer Modeling: Computational Efficiency and Sensitivity Analysis. In: ESA's Phi-week, 9-13 September, 2019, Frascati, Italy. (poster)
  6. Verrelst, J., de Grave, C., Amin, E.,  Rivera-Caicedo, J.P.,  Morcillo Pallarés, P., Pipia, L., Belda, S., Moreno, J. (2019). Prototyping FLEX FLORIS and Sentinel-3 OLCI Vegetation Products in Support of Forthcoming FLEX Photosynthesis Estimates. In: ESA's Living Planet Symposium 2019, 13-17 May, Milan, Italy. (presentation)
  7. Verrelst, J., Alonso, L., Urego, P., Belda, S., Morcillo Pallarés, P., Rivera-Caicedo, J.P.,  Moreno, J. (2019). WorldView Biophysical Variables Retrieval over Antwerp and Valencia. In: HTYPERCITY final meeting, 25 March, Antwerp, Belgium (presentation)
  8. Verrelst, J., Rivera-Caicedo, J.P., Vicent, J., Morcillo Pallarés, P., Esévez, J., Moreno, J. (2019). TOC2TOA: An ARTMO toolbox to simulate top-of-atmosphere radiance data for imaging spectroscopy applications. In: 11th EARSeL Imaing Spectroscopy Workshop, 06-8 February, Brno, Czech Republic. (presentation)
  9. Verrelst, J., Rivera, J.P.,  Moreno, J. (2018). Progress in emulation for radiative transfer modeling and mapping. In: IGARSS2018 , 22-27 July, Valencia, Spain. (presentation)
  10. Verrelst, J., Rivera, J.P.,  Vicent, J.,  Moreno, J. (2018). Approximating experimental vegetation spectrscopy data through emulation. In: IGARSS2018 , 22-27 July, Valencia, Spain. (presentation)
  11. Verrelst, J., Rivera, J.P.,  Gitelson, A., Delegido, J., Van Wittenberghe, S.,  Moreno, J. , Camps-Valls, J., (2017). Automated spectral band selection for optimized vegetation properties retrieval using Gaussian processes regression. In: 10th EARSeL Imaging Spectroscopy Workshop , 19-21 April, Zurich, Switzerland. (presentation)
  12. Verrelst, J., Sabater, N., Rivera, J.P.,  Muñoz, J., Vicent, J., Moreno, J. , Camps-Valls, J., (2017). Emulation of radiative transfer models: new opportunities for spectroscopy data processing. In: 10th EARSeL Imaging Spectroscopy Workshop, 19-21 April, Zurich, Switzerland. (presentation)
  13. Verrelst, J., Rivera, J.P., Moreno, J.  (2017). Emulation of radiative transfer models. In: Annual OPTIMIZE Workshop and MC Meeting, 22-23 February, Limassol, Cyprus. (presentation)
  14. Verrelst, J., Rivera, J.P., Moreno, J.  (2017). Speeding up the simulation of vegetation fluorescence through emulation: Practical applications for FLEX data processing. In: Remote Sensing of Fluoresence, Photosynthesis and Vegetation Status, 17-19 January, ESA-ESRIN, Frascati, Italy. (presentation)
  15. Verrelst, J., Rivera, J.P.,  Sanchis-Muñoz, J., Pereira-Sendoval, M. , Delegido, J., Moreno, J.  (2017). ARTMO retrieval toolboxes for optimized and automated vegetation properties mapping from Senintel-2 data. In: Remote Sensing of Fluoresence, Photosynthesis and Vegetation Status, 17-19 January, ESA-ESRIN, Frascati, Italy. (poster)
  16. Verrelst, J., Rivera, J.P.,  Moreno, J.  (2016). From model simulations towards vegetation properties mapping: automating, optimizing & simplifying. In: ISSI Workshop on Exploring the Earth's Ecostystems on a Global Scale: Requirements, Capabilities and Directions in Spaceborne Imaging Spectroscopy, 21-25 November, Bern, Switzerland. (presentation)
  17. Verrelst, J., Rivera, J.P.,  Moreno, J.  (2016). From SAIL simulations towards automated remote sensing applications: an overview of 6 years of ARTMO developments. In: SAIL35 Symposium, 27-28 September 2016, Enschede, The Netherlands. (abstract presentation)
  18. Verrelst, J., Van der Tol, C., Magnani, F., Rivera, J.P., Mohammed, G., Moreno, J. (2015). Estimating net photosynthesis of vegetation from solar-induced chlorophyll fluorescence - A modelling study. In: IGARSS 2015, 26-31 July, Milan, Italy. (poster & proceedings)
  19. Verrelst, J., Rivera, J.P., Gómez-Dans, J., Camps-Valls, G., Moreno, J. (2015). Replacing radiative transfer models by surrogate approximations through machine learning. In: IGARSS 2015, 26-31 July, Milan, Italy. (poster & proceedings)
  20. Verrelst, J., Rivera, J.P., Moreno, J. (2015). ARTMO's global sensitivity analysis (GSA) toolbox to quantify driving variables of leaf and canopy radiative transfer models. In: 9th EARSEL SIG Imaging Spectroscopy Workshop, 14-16 April, Luxembourg. (presentation)
  21. Verrelst, J., Rivera, J.P.,Van Der Tol, C., Magnani F., Mohammed, G., Moreno, J. (2015). On the relationships between solar-induced fluorescence and net photosynthesis of the canopy: a SCOPE modeling study. In: 9th EARSEL SIG Imaging Spectroscopy Workshop, 14-16 April, Luxembourg. (presentation)
  22. Verrelst, J., Rivera, J.P., Camps-Valls, G., Moreno, J.  (2014). ARTMO's retrieval toolboxes for optimizing parametric, non-parametric and physically-based biophysical variable mapping. In: Recent Advances of Quantitative Remote Sensing (RAQRS)-IV, 22-26 September 2014, Valencia, Spain. (abstract poster)
  23.  Verrelst, J., Rivera, J.P., Camps-Valls, G., Moreno, J.  (2013). Recent advances in Biophysical Parameter Retrieval Methods - Opportunities for Sentinel-2 . In: ESA Living Planet Symposium 2013, 09-13 September, Edinburgh, UK. (abstract & poster)
  24. Rivera, J.P., Verrelst, J.,  Leonenko, G., Moreno, J. (2013). Evaluación de múltiples funciones de mérito en la inversión de parámetros biofísicos a través del modelo PROSAIL usando tablas de búsqueda. In: XV Congreso de la Asociación Española de Teledetección (AET) 2013, 22-24 October, Madrid, Spain. (paper & poster)

  25. Rivera, J.P., Verrelst, J.,  Delegido, J., Moreno, J. (2013). Herramienta informática para el diseño y evaluación de índices espectrales genéricos para la inversión de parámetros biofísicos. In: XV Congreso de la Asociación Española de Teledetección (AET) 2013, 22-24 October, Madrid, Spain. (paper presentation)

  26. Verrelst, J., Rivera, J.P., Muñoz, J., Moreno, J. Camps-Valls, G. (2013). ARTMO’s new Machine Learning Regression Algorithm (MLRA) module for semiautomatic mapping of biophysical parameters. In: EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France. (paper presentation)

  27. Verrelst, J., Rivera, J.P., Guadalarjara, A., Delegido, J., Moreno, J. (2013). ARTMO’s new Spectral Indices (SI) module to rapidly evaluate a multitude of SIs for mapping of biophysical parameters. In: EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France. (paper presentation)

  28. Verrelst, J., Rivera, J.P., Leonenko, G., Alonso, L., Moreno, J. (2012). Optimizing LUT-based radiative transfer model inversion for retrieval of biophyiscal parameters using hyperspectral data. In: IGARSS 2012, 22-27 July, Munich Germany (paper presentation).

  29. Verrelst, J., Rivera, J.P., Leonenko, G., Alonso, L., Moreno, J. (2012). Using the ARTMO toolbox for automated retrieval of biophysical parameters through radiative transfer model inversion: Optimizing LUT-based inversion. In: EGU General Assembly 2012, 22-27 April, Vienna, Austria. (poster)

  30. Verrelst, J., Rivera, J.P., Leonenko, G., Alonso, L., Moreno, J. (2012). ARTMO: a toolbox for automated retrieval of biophysical parameters through inversion of plant radiative transfer models. In: 2nd Terrabites Symposium 2012, 6-8 February, Frascati, Italy. (poster)

  31. Verrelst, J., Rivera J.P., Alonso, L., Moreno, J. (2011). An Automated Radiative Transfer Models Operator (ARTMO) toolbox for automated retrieval of biophysical parameters through model inversion. In: European Geosciences Union (EGU) General Assembly 2011, 03-08 April, Vienna, Austria. (poster)

  32. Verrelst, J., Rivera J.P., Alonso, L., Moreno, J. (2011). ARTMO: an Automated Radiative Transfer Models Operator toolbox for automated retrieval of biophysical parameters through model inversion. In: EARSeL 7th SIG-Imaging Spectroscopy Workshop 2011, 11-13 April, Edinburgh, UK. (paper presentation)