The Fifth Phase of the Radiation Transfer Model Intercomparison Exercise (RAMI-V): Experiment Description and Results on Actual Canopy Scenarios
This paper presents the latest results of the radiation transfer model intercomparison (RAMI) of the realistic vegetation scenarios. RAMI-V included the same one-dimensional (1D) and 3D scenes of RAMI-IV phase and 2 new realistic ones, defined through a semiparametric (Savanna) and an empirical (Wytham Woods) approaches. The measurements to simulate were the bidirectional reflectance factor, directional–hemispherical reflectance, and bidirectional–hemispherical reflectance. In addition, the radiant flux transmission and absorption through and below the canopy and digital hemispherical photography were also proposed. The spectral bands were defined to mimic not only the ones of Copernicus optical missions, e.g., for the Sentinel-3 Ocean and Land Colour Imager (OLCI) and Sentinel-2 Multispectral Instrument (MSI), but also the Moderate Resolution Imaging Spectroradiometer (MODIS). New solar and viewing geometry configurations were adopted from realistic satellite overpasses for different seasons and geographical locations. The role of internal consistency checks was reinforced to provide more reliable feedback to the participants in the early stage of the experiment and reduce the role of outliers in the model-to-model comparison and the identification of a surrogate reference. Over 4 of the 8 scenarios proposed, a set of models agreed within 2% uncertainty thresholds for most of the virtual measurements defined in the experiment. Specifically, they were the birchstand both leaf-on (HET09) and leaf-off (HET15) versions, and the structured canopy models consisting of a citrus orchard (HET14) and a poplar forest (HET16). It is noteworthy that less was among the models designated to set a reference benchmark across all chosen instances. Besides, dart , raytran , and wps were contributing to the benchmark in most of the experiment proposed, especially referring to total BRF and DHR, and total absorption, while for the transmittance the results were more dispersed. Dart , less , raytran , and wps contributed by submitting 100%, 83.9%, 99.4%, and 86.2% of the experiment proposed, respectively. The proficiency testing of the models was performed by means of the z ′ metric defined in ISO-13528. A custom reference, based on a selection of models that showed the best agreement, as well as a reference based on robust statistic were adopted. Above the aforementioned selected scenes, and assuming a compliance threshold of 3% (5%) for bidirectional reflectance (albedo) measurements, dart , less , and raytran were in agreement in all (more than 95%) cases. The approach based on the robust statistic described in ISO-13528 confirmed its relevance in interlaboratory comparison exercises where the benchmark is not defined a priori, allowing us to obtain proficiency results equivalent to those defined against the customized references.
Authors
- Kim Calders (ORCID: https://orcid.org/0000-0002-4562-2538)
- Andres Kuusk (ORCID: https://orcid.org/0000-0001-7458-1467)
- Sebastian Schunke (ORCID: https://orcid.org/0000-0002-5304-2410)
- Martin van Leeuwen (ORCID: https://orcid.org/0000-0003-2572-2088)
- Huaguo Huang (ORCID: https://orcid.org/0000-0001-9355-2338)
- Monica Robustelli
- Yves Govaerts (ORCID: https://orcid.org/0000-0002-9476-9595)
- Christian Lanconelli (ORCID: https://orcid.org/0000-0002-9545-1255)
- Mathias Disney (ORCID: https://orcid.org/0000-0002-2407-4026)
- Jennifer Adams (ORCID: https://orcid.org/0000-0002-8410-2172)
- Nadine Gobron (ORCID: https://orcid.org/0000-0002-0584-4195)
- Feng Zhao (ORCID: https://orcid.org/0000-0001-6278-1007)
- Niall Origo (ORCID: https://orcid.org/0000-0002-8475-6264)
- Yelu Zeng (ORCID: https://orcid.org/0000-0003-4267-1841)
- Donghui Xie (ORCID: https://orcid.org/0000-0003-3923-6056)
- Jianbo Qi (ORCID: https://orcid.org/0000-0001-6601-7882)
- Jean‐Philippe Gastellu‐Etchegorry (ORCID: https://orcid.org/0000-0002-6645-8837)
- Hideki Kobayashi (ORCID: https://orcid.org/0000-0001-9319-0621)
- Robin James Hogan (ORCID: https://orcid.org/0000-0002-3180-5157)
- Vincent Leroy (ORCID: https://orcid.org/0000-0002-5407-0237)
- Yingjie Wang (ORCID: https://orcid.org/0000-0001-5041-8550)
- Adam A. Goodenough
Institutions
- Centre National de la Recherche Scientifique (FR)
- Japan Agency for Marine-Earth Science and Technology (JP)
- National Physical Laboratory (GB)
- Université Toulouse III - Paul Sabatier (FR)
- European Centre for Medium-Range Weather Forecasts (GB)
- Rochester Institute of Technology (US)
- Carnegie Institution for Science (US)
- University of Zurich (CH)
- Beijing Normal University (CN)
- European Commission (BE)
- Tartu Observatory (EE)
- Beijing Forestry University (CN)
- Ghent University (BE)
- Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (FR)
- Centre d'Études Spatiales de la Biosphère (FR)
- Human Technopole (IT)
- National Centre for Earth Observation (GB)
- Flemish Radio and Television Broadcasting Organisation (BE)
- State Forestry and Grassland Administration (CN)
- Seminole Public Schools (US)
- State Key Laboratory of Remote Sensing Science (CN)
- Institut de Recherche pour le Développement (FR)
- University College London (GB)
- University of Tartu (EE)
- University at Buffalo, State University of New York (US)
- University of Reading (GB)
- Beihang University (CN)
- Wageningen University & Research (NL)
Publication Details
- Journal
- Journal of Remote Sensing
- Published
- 2025-01-01
- DOI
- https://doi.org/10.34133/remotesensing.0663
- Citations
- 5
- Primary Topic
- Spaceflight effects on biology
- Type
- article
- Field-Weighted Citation Impact
- 5.82
Funders
- European Commission
- Centre National d’Etudes Spatiales