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            <gco:CharacterString>Canada Harmonized Agriculture Forest Land Cover 2015 The harmonized land cover (HLC) map is produced from Agriculture and Agri-Food Canada (AAFC) and Canadian Forest Service (CFS) data. It is developed within the framework of Canada’s National Terrestrial Ecosystem Monitoring System (NTEMS). The HLC product is exhaustive of all area from the northern edge of Canada’s forested ecosystems to the southern border. The land cover is following Intergovernmental Panel on Climate Change (IPCC) categories, represents the year 2015, and is at 30-m spatial resolution. This harmonized land cover map combines two sector-driven land cover products: the Virtual Land Cover Engine or VLCE from the CFS (Hermosilla et al., 2018), and AAFC's Annual Crop Inventory or ACI (Agriculture and Agri-Food Canada, 2018). The harmonization process was conducted using a Latent Dirichlet Allocation (LDA) model. The LDA model used regionalized class co-occurrences from multiple maps to generate a harmonized class label for each pixel by statistically characterizing land attributes from the class co-occurrences, using the information provided by the error matrices and semantic affinity scores. For a complete overview on the data, methods applied, and information on independent accuracy assessment, see Li et al. (2020). When using this data, please cite as: 
Li, Z., White, J.C., Wulder, M.A., Hermosilla, T., Davidson, A.M., Comber, A.J., 2020. Land cover harmonization using Latent Dirichlet Allocation. International Journal of Geographical Information Science. DOI: https://doi.org/10.1080/13658816.2020.1796131 (Open access) (Li et al. 2020). For additional resources on the data used and methods applied, please see: 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. Canadia Journal of Remote Sensing 44(1), 67-87. https://doi.org/10.1080/07038992.2018.1437719 (Open access) (Hermosilla et al. 2018). 

Agriculture and Agri-Food Canada, 2018. Annual Crop Inventory [WWW Document]. URL https://open.canada.ca/data/en/dataset/ba2645d5-4458-414d-b196-6303ac06c1c9. (AAFC, 2018. Annual Crop Inventory).</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">La Couverture Terrestre Harmonisée 2015 La carte de la couverture terrestre harmonisée (CTH) est produite à partir des données d’Agriculture et Agroalimentaire Canada (AAC) et du Service canadien des forêts (SCF). Il a été développé dans le cadre du Système national de surveillance des écosystèmes terrestres (NTEMS) du Canada. La CTH est exhaustive pour toutes les zones allant de la limite nord des écosystèmes forestiers canadiens à la frontière sud. Les données de la couverture terrestre suivent les catégories du Groupe d’experts intergouvernemental sur l’évolution du climat (GIEC), représentent l’année 2015 et ont une résolution spatiale de 30 m. Cette carte de la couverture terrestre harmonisée combine deux produits sur la couverture terrestre axés sur le secteur : le Virtual Land Cover Engine ou VLCE du SCF (Hermosilla et al. 2018) et l’Inventaire annuel des cultures (IAC) d’AAC (AAC 2018). Le processus d’harmonisation a été réalisé en utilisant un modèle d’allocation de Dirichlet latente (ADL). Le modèle d’ADL utilisé régionalise les cooccurrences de classe provenant de plusieurs cartes pour générer une étiquette de classe harmonisée pour chaque pixel en caractérisant statistiquement les attributs terrestres à partir des cooccurrences de la classe, en utilisant les renseignements fournis par les matrices d’erreur et les scores d’affinité sémantique. Pour un aperçu complet des données, des méthodes appliquées et des renseignements sur l’évaluation de l’exactitude indépendante, consulter Li et al. (2020; https://doi.org/10.1080/13658816.2020.1796131). Lorsque vous utiliserez ces données, veuillez les citer en tant que : Li Z., White J.C., Wulder M.A., Hermosilla T., Davidson A.M. et Comber A.J.; 2020; Land cover harmonization using Latent Dirichlet Allocation; International Journal of Geographical Information Science; DOI: https://doi.org/10.1080/13658816.2020.1796131 (accès libre). ( Li et al. 2020) Pour d’autres ressources sur les données utilisées et les méthodes appliquées, veuillez consulter : Hermosilla T., Wulder M.A., White J.C., Coops N.C. et 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), p. 67-87. https://doi.org/10.1080/07038992.2018.1437719 (accès libre) ( Hermosilla et al. 2018). Agriculture et Agroalimentaire Canada; 2018; Inventaire annuel des cultures [document WWW]. ( AAFC 2018. Inventaire annuel des cultures).</gmd:LocalisedCharacterString>
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