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            <gco:CharacterString>Wall-to-wall map of water bodies across Canada's forested ecosystems for the year 2022, derived from the "water" class of the annual Virtual Land Cover of Engine (VLCE) product. It is developed within the framework of Canada’s National Terrestrial Ecosystem Monitoring System (NTEMS). The VLCE maps are based on Landsat image time-series composites and represent annual land cover classifications from 1984 to 2022 at a spatial resolution of 30 m. The classification process integrates forest change information and ancillary topographic and hydrologic variables, applying a regional modeling framework based on a 150x150 km tiling system ( Hermosilla et al., 2022). Training data are drawn from multiple land cover sources and selected proportionally to land cover distributions using a distance-weighted approach. Classifications are refined over time using a Hidden Markov Model to ensure consistency and reduce classification noise between years.
Hermosilla, T., Wulder, M.A., White, J.C., Coops, N.C. 2022. Land cover classification in an era of big and open data: Optimizing localized implementation and training data selection to improve mapping outcomes. Remote Sensing of Environment. 268, 112780. https://doi.org/10.1016/j.rse.2021.112780. ( Hermosilla et al., 2022)
Hermosilla, T., Wulder, M.A., White, J.C., Coops, N.C., Hobart, G.W. 2018. Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series. Canadian Journal of Remote Sensing. 44(1) 67-87. https://doi.org/10.1080/07038992.2018.1437719.( Hermosilla et al., 2018)</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">Carte mur à mur des plans d'eau à travers les écosystèmes forestiers du Canada pour l'année 2022, dérivée de la classe "eau" du produit annuel Virtual Land Cover of Engine (VLCE). Il a été développé dans le cadre du Système national de surveillance des écosystèmes terrestres (NTEMS) du Canada. Les cartes VLCE sont basées sur des composites d'images Landsat en séries temporelles et représentent des classifications annuelles de la couverture terrestre de 1984 à 2022, à une résolution spatiale de 30 m. Le processus de classification intègre des informations sur les changements forestiers ainsi que des variables topographiques et hydrologiques auxiliaires, en appliquant un cadre de modélisation régional basé sur un système de carrelage de 150 × 150 km ( Hermosilla et al., 2022). Les données d'apprentissage proviennent de multiples sources de couverture terrestre et sont sélectionnées proportionnellement aux distributions de couverture terrestre selon une approche pondérée par la distance. Les classifications sont affinées au fil du temps à l'aide d'un modèle de Markov caché afin d'assurer la cohérence et de réduire le bruit de classification entre les années. Hermosilla, T., Wulder, M.A., White, J.C., Coops, N.C. 2022. Land cover classification in an era of big and open data: Optimizing localized implementation and training data selection to improve mapping outcomes. Remote Sensing of Environment. 268, 112780. https://doi.org/10.1016/j.rse.2021.112780. ( Hermosilla et al., 2022)
Hermosilla, T., Wulder, M.A., White, J.C., Coops, N.C., Hobart, G.W. 2018. Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series. Canadian Journal of Remote Sensing. 44(1) 67-87. https://doi.org/10.1080/07038992.2018.1437719.( Hermosilla et al., 2018).</gmd:LocalisedCharacterString>
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