Feb 2026 | “Epistemic and aleatoric uncertainty in optical vegetation trait retrieval: Concepts, Methods, and Outlook”; Verrelst J., García-Soria J.L., Reyes-Muñoz P., De Clerck E., Morata M., Rivera-Caicedo J.P.; ISPRS Journal of Photogrammetry and Remote Sensing, 234, 20-45; https://doi.org/10.1016/j.isprsjprs.2026.02.020
Feb 2026 | “Machine Learning for Satellite Solar-Induced Fluorescence: Retrieval, Reconstruction, Downscaling, and Applications”; Verrelst J., Zhang Y., Morata M., De Clerck E., Liu L.; Remote Sensing, 18(4), 553; https://doi.org/10.3390/rs18040553
Jan 2026 | “Spectral Unmixing of Airborne and Ground-Based Imaging Spectroscopy for Pigment-Specific FAPAR and Sun-Induced Fluorescence Interpretation”; Pascual-Venteo A.B., Pérez-Suay A., Morata M., Moncholí A., Cendrero-Mateo M.P., Servera J.V., Siegmann B., Van Wittenberghe S.; Remote Sensing, 18(1), 146; https://doi.org/10.3390/rs18010146
Oct 2025 | “RTM Surrogate Modeling in Optical Remote Sensing: A Review of Emulation for Vegetation and Atmosphere Applications”; Verrelst J., Morata M., García-Soria J.L., Sun Y., Qi J., Rivera-Caicedo J.P.; Remote Sensing, 17(21); https://doi.org/10.3390/rs17213618
Oct 2025 | "CHIME's end to end simulator (CHEES): simulating, testing and generating hyperspectral products"; Alemán F.E., Zamora L., Isola C., Tenjo C., Segl K., Guillaso S., García-Soria J.L., Nieke J., Gabriele A., Garcia A., Fernandez Nunez I., Morata M., Verrelst J., Jacinto A., Panigada C., Musacchio M., Pignatti S., Nguyen A., Taramelli A., Valentini E., Tagliabue G.; Proc. SPIE 13667, Sensors, Systems, and Next-Generation Satellites XXIX, 136670G; https://doi.org/10.1117/12.3070091
Oct 2025 | “On the potential of principal component analysis for the reconstruction of full-spectrum SIF emission and emulated airborne-to-satellite upscaling”; Morata M., Siegmann B., García-Soria J.L., Rivera-Caicedo J.P., Verrelst J.; Remote Sensing of Environment, 328, 114865; https://doi.org/10.1016/j.rse.2025.114865
Oct 2024 | “Ecophysiological variables retrieval and early stress detection: insights from a synthetic spatial scaling exercise”; Pacheco-Labrador J., Cendrero-Mateo M.P., Van Wittenberghe S., Hernandez-Sequeira I., Koren G., Prikaziuk E., Fóti S., Tomelleri E., Maseyk K., Čereković N., Gonzalez-Cascon R., Malenovský Z., Albert-Saiz M., Antala M., Balogh J., Buddenbaum H., Hossain Dehghan-Shoar M., Fennell J.T., Féret J.B., Balde H., Machwitz M., Mészáros Á., Miao G., Morata M., Naethe P., Nagy Z., Pintér K., Pullanagari R.R., Rastogi A., Siegmann B., Wang S., Zhang C., Kopkáně D.; International Journal of Remote Sensing, 46(1), 443-468; https://doi.org/10.1080/01431161.2024.2414435
Aug 2024 | “Evaluating epistemic uncertainty estimation strategies in vegetation trait retrieval using hybrid models and imaging spectroscopy data”; García-Soria J.L., Morata M., Berger K., Pascual-Venteo A.B., Rivera-Caicedo J.P., Verrelst J.; Remote Sensing of Environment, 310, 114228; https://doi.org/10.1016/j.rse.2024.114228
Dec 2022 | “Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty”; Morata M., Siegmann B., Pérez-Suay A., García-Soria J.L., Rivera-Caicedo J.P., Verrelst J.; IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, 762-772; https://doi.org/10.1109/JSTARS.2022.3231380
Sep 2022 | “Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape”; Aghababaei M., Ebrahimi A., Naghipour A.A., Asadi E., Pérez-Suay A., Morata M., García-Soria J.L., Rivera-Caicedo J.P., Verrelst J.; Remote Sensing, 14(18), 4452; https://doi.org/10.3390/rs14184452
Jul 2022 | “Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks”; Morata M., Siegmann B., Pérez-Suay A., Rivera-Caicedo J.P., Verrelst J.; IGARSS 2022 – IEEE International Geoscience and Remote Sensing Symposium, pp. 5401-5404; https://doi.org/10.1109/IGARSS46834.2022.9883397
Mar 2022 | “Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine”; Reyes-Muñoz P., Pipia L., Salinero-Delgado M., Belda S., Berger K., Estévez J., Morata M., Rivera-Caicedo J.P., Verrelst J.; Remote Sensing, 14(6), 1347; https://doi.org/10.3390/rs14061347
Nov 2021 | “Assessing Non-Photosynthetic Cropland Biomass from Spaceborne Hyperspectral Imagery”; Berger K., Hank T., Halabuk A., Rivera-Caicedo J.P., Wocher M., Mojses M., Gerhátová K., Tagliabue G., Morata M., Pascual-Venteo A.B., Verrelst J.; Remote Sensing, 13(22), 4711; https://doi.org/10.3390/rs13224711
Oct 2021 | “Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer”; Morata M., Siegmann B., Morcillo-Pallarés P., Rivera-Caicedo J.P., Verrelst J.; Remote Sensing, 13(21), 4368; https://doi.org/10.3390/rs13214368
Jul 2021 | “Mapping landscape canopy nitrogen content from space using PRISMA data”; Verrelst J., Rivera-Caicedo J.P., Reyes-Muñoz P., Morata M., Amin E., Tagliabue G., Panigada C., Hank T., Berger K.; ISPRS Journal of Photogrammetry and Remote Sensing, 178, 382-395; https://doi.org/10.1016/j.isprsjprs.2021.06.017
Jul 2021 | “Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer”; Morata M., Siegmann B., Morcillo-Pallarés P., Rivera-Caicedo J.P., Verrelst J.; IGARSS 2021 – IEEE International Geoscience and Remote Sensing Symposium, pp. 6415-6418; https://doi.org/10.1109/IGARSS47720.2021.9554185
Jul 2021 | “Prototyping Vegetation Traits Models in the Context of the Hyperspectral CHIME Mission Preparation”; Verrelst J., De Grave C., Amin E., Reyes P., Morata M., Portalés E., Belda S., Tagliabue G., Panigada C., Boschetti M., Candiani G., Segl K., Guillaso S., Berger K., Wocher M., Hank T., Rascher U., Isola C.; IGARSS 2021 – IEEE International Geoscience and Remote Sensing Symposium, pp. 7678-7681; https://doi.org/10.1109/IGARSS47720.2021.9554407