中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Spatial Consistency and Accuracy Analysis of Multi-Source Land Cover Products on the Southeastern Tibetan Plateau, China

文献类型:期刊论文

作者Zhang, Binghua3; Liu, Linshan3; Zhang, Yili3; Wei, Bo3; Gong, Dianqing3; Li, Lanhui2
刊名REMOTE SENSING
出版日期2024-09-01
卷号16期号:17页码:3219
关键词land cover products accuracy analysis consistency analysis Tibetan Plateau
DOI10.3390/rs16173219
产权排序1
文献子类Article
英文摘要Land cover products provide the key inputs for terrestrial change monitoring and modeling. Numerous land cover products have been generated in the past few decades, but their performance on the southeastern Tibetan Plateau remains unclear. This study analyzed 15 land cover products for consistency through compositional similarity and overlay analyses. Additionally, 1305 validation samples from four datasets were employed to construct confusion matrices to evaluate their accuracy. The results indicate the following: (1) Land cover products exhibit relatively high consistency in 62.92% of the region. (2) Land cover products are strongly influenced by terrain fluctuations, showing lower consistency at elevation below 200 m and instability in land cover classification with increasing elevation, particularly between 2800-4400 m and 4800-5400 m. (3) The accuracy for forest, water, and snow/ice is relatively high. However, there is a relatively lower accuracy for wetland and shrubland, necessitating more field samples for reference to improve classification. (4) The average values of the four validation datasets show that the overall accuracy of the 15 products ranges from 50.97% to 73.50%. For broad-scale studies with lower resolution requirements, the CGLS-LC100 product can be considered. For studies requiring a finer scale, a combination of multiple land cover products should be utilized. ESRI is recommended as a reference for built-up land, while FROM-GLC30 can be used for cropland, although misclassification issues should be noted. This study provides valuable insights for analyzing land cover types on plateaus to refine classification. It also offers guidance for selecting suitable land cover products for future research in this region.
WOS关键词DATA SETS ; CLASSIFICATION ; DYNAMICS ; DISCOVER ; DATASETS ; GLC2000 ; INDIA
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号WOS:001311779800001
源URL[http://ir.igsnrr.ac.cn/handle/311030/208016]  
专题陆地表层格局与模拟院重点实验室_外文论文
通讯作者Zhang, Yili
作者单位1.Xiamen Univ Technol, Sch Comp & Informat Engn, Xiamen 361024, Peoples R China
2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Binghua,Liu, Linshan,Zhang, Yili,et al. Spatial Consistency and Accuracy Analysis of Multi-Source Land Cover Products on the Southeastern Tibetan Plateau, China[J]. REMOTE SENSING,2024,16(17):3219.
APA Zhang, Binghua,Liu, Linshan,Zhang, Yili,Wei, Bo,Gong, Dianqing,&Li, Lanhui.(2024).Spatial Consistency and Accuracy Analysis of Multi-Source Land Cover Products on the Southeastern Tibetan Plateau, China.REMOTE SENSING,16(17),3219.
MLA Zhang, Binghua,et al."Spatial Consistency and Accuracy Analysis of Multi-Source Land Cover Products on the Southeastern Tibetan Plateau, China".REMOTE SENSING 16.17(2024):3219.

入库方式: OAI收割

来源:地理科学与资源研究所

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