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Accuracy assessment of land cover products in China from 2000 to 2020
The accuracy assessment of land cover data is of significant value to accurately monitor and objectively reproduce spatio-temporal dynamic changes to land surface landscapes. In this study, the interpretation and applicability of CCI, MCD, and CGLS long time-series land cover data products for China...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412600/ https://www.ncbi.nlm.nih.gov/pubmed/37558712 http://dx.doi.org/10.1038/s41598-023-39963-0 |
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author | Li, Zhiwen Chen, Xingyu Qi, Jie Xu, Chong An, Jiafu Chen, Jiandong |
author_facet | Li, Zhiwen Chen, Xingyu Qi, Jie Xu, Chong An, Jiafu Chen, Jiandong |
author_sort | Li, Zhiwen |
collection | PubMed |
description | The accuracy assessment of land cover data is of significant value to accurately monitor and objectively reproduce spatio-temporal dynamic changes to land surface landscapes. In this study, the interpretation and applicability of CCI, MCD, and CGLS long time-series land cover data products for China were evaluated via consistency analysis and a confusion matrix system using NLUD-C periodic products as reference data. The results showed that CGLS had the highest overall accuracy, Kappa coefficient, and area consistency in the continuous time-series evaluation, followed by MCD, whereas CCI had the worst performance. For the accuracy assessment of subdivided land cover types, the three products could accurately describe the distribution of forest land in China with a high recognition level, but their recognition ability for water body and construction land was poor. Among the other types, CCI could better identify cropland, MCD for grassland, and CGLS for unused land. Based on these evaluation results and characteristics of the data products, we developed suitable selection schemes for users with different requirements. |
format | Online Article Text |
id | pubmed-10412600 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104126002023-08-11 Accuracy assessment of land cover products in China from 2000 to 2020 Li, Zhiwen Chen, Xingyu Qi, Jie Xu, Chong An, Jiafu Chen, Jiandong Sci Rep Article The accuracy assessment of land cover data is of significant value to accurately monitor and objectively reproduce spatio-temporal dynamic changes to land surface landscapes. In this study, the interpretation and applicability of CCI, MCD, and CGLS long time-series land cover data products for China were evaluated via consistency analysis and a confusion matrix system using NLUD-C periodic products as reference data. The results showed that CGLS had the highest overall accuracy, Kappa coefficient, and area consistency in the continuous time-series evaluation, followed by MCD, whereas CCI had the worst performance. For the accuracy assessment of subdivided land cover types, the three products could accurately describe the distribution of forest land in China with a high recognition level, but their recognition ability for water body and construction land was poor. Among the other types, CCI could better identify cropland, MCD for grassland, and CGLS for unused land. Based on these evaluation results and characteristics of the data products, we developed suitable selection schemes for users with different requirements. Nature Publishing Group UK 2023-08-09 /pmc/articles/PMC10412600/ /pubmed/37558712 http://dx.doi.org/10.1038/s41598-023-39963-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Li, Zhiwen Chen, Xingyu Qi, Jie Xu, Chong An, Jiafu Chen, Jiandong Accuracy assessment of land cover products in China from 2000 to 2020 |
title | Accuracy assessment of land cover products in China from 2000 to 2020 |
title_full | Accuracy assessment of land cover products in China from 2000 to 2020 |
title_fullStr | Accuracy assessment of land cover products in China from 2000 to 2020 |
title_full_unstemmed | Accuracy assessment of land cover products in China from 2000 to 2020 |
title_short | Accuracy assessment of land cover products in China from 2000 to 2020 |
title_sort | accuracy assessment of land cover products in china from 2000 to 2020 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412600/ https://www.ncbi.nlm.nih.gov/pubmed/37558712 http://dx.doi.org/10.1038/s41598-023-39963-0 |
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