Comparative study of remote sensing estimation methods for grassland fractional vegetation coverage - a grassland case study performed in Ili prefecture, Xinjiang, China
文献类型: 外文期刊
作者: Zhang, Wenbo 1 ; Yang, Xiuchun 1 ; Manlike, Asiya 2 ; Jin, Yunxiang 1 ; Zheng, Fengling 2 ; Guo, Jian 1 ; Shen, Ge 1 ; Zh 1 ;
作者机构: 1.Chinese Acad Agr Sci, Inst Agr Resources & Reg Planning, Minist Agr, Key Lab Agriinformat, Beijing, Peoples R China
2.Xinjiang Acad Anim Sci, Grassland Res Inst, Urumqi, Peoples R China
期刊名称:INTERNATIONAL JOURNAL OF REMOTE SENSING ( 影响因子:3.151; 五年影响因子:3.266 )
ISSN: 0143-1161
年卷期: 2019 年 40 卷 5-6 期
页码:
收录情况: SCI
摘要: Fractional vegetation coverage (FVC) is an important biophysical parameter of terrestrial ecosystems. Based on Gaofen satellite no. 1 (GF-1) wide field-of-view (WFV) data from the Ili area of Xinjiang measured during the 2014 peak grassland vegetation season (from July to early August), this study adopted the statistical modelling, partitioned sub-pixel modelling, linear spectral unmixing, and maximum three-band gradient difference methods to estimate the FVCs of grasslands in the aforementioned region. The accuracies of the four estimation methods were compared and the effect of grassland type on accuracy was analysed. Based on ground quadrat data, the accuracies of the four methods of estimating grassland FVC in Xinjiang, Ili, were 88.66%, 87.31%, 88.01%, and 75.21%, respectively. The statistical modelling method was the most accurate, while the maximum three-band gradient difference method was the least. Temperate meadow steppe estimates developed using statistical modelling were the most accurate at 94.36%. The average accuracy of the four methods was highest when estimating temperate desert (90.10%) and the lowest accuracy was achieved with alpine meadow, with an average accuracy of 77.27%. Statistical modelling provided the highest accuracy in estimating the grassland FVC when adequate ground quadrat data was available, while the partitioned sub-pixel model had some advantages in estimating the low vegetation coverage area represented by temperate desert, and its precision reached 92.57%. Although the overall estimation accuracy of the maximum three-band gradient difference method was low, it achieved higher accuracy in the alpine meadow area than the other methods, reaching 85.62%.
- 相关文献
作者其他论文 更多>>
-
Mowing Facilitated Shoot and Root Litter Decomposition Compared with Grazing
作者:Zhang, Shuzhen;Wei, Yuqi;Liu, Nan;Zhang, Yingjun;Zhang, Shuzhen;Wang, Yongqi;Zhang, Bo;Manlike, Asiya
关键词:mountain steppe ecosystems; grazing; mowing; altitude; litter decomposition
-
Infrared and visible image fusion algorithm based on spatial domain and image features
作者:Zhao, Liangjun;Zhang, Yun;Dong, Linlu;Zheng, Fengling;Zhao, Liangjun;Zhang, Yun;Dong, Linlu
关键词:
-
Molecular survey of Babesia spp. in red foxes (Vulpes Vulpes), Asian badgers (Meles leucurus) and their ticks in China
作者:Sang, Chunli;Yang, Yicheng;Wang, Yuanzhi;Yang, Yicheng;Dong, Qiaoyan;Hazihan, Wurelihazi;Xu, Bin;Liu, Guangyuan;Hornok, Sandor;Liu, Zhiqiang
关键词:Red foxes; Asian badgers; Ticks; Babesia spp; China
-
Genetic diversity of hard ticks (Acari: Ixodidae) in the south and east regions of Kazakhstan and northwestern China
作者:Yang, Yicheng;Sang, Chunli;Liu, Gang;Wang, Yuanzhi;Yang, Yicheng;Tong, Jin;Ruan, Hongyin;Yang, Meihua;Hazihan, Wurelihazi;Xu, Bin;Hornok, Sandor;Rizabek, Kadyken;Gulzhan, Kulmanova;Liu, Zhiqiang
关键词:Genetic diversity; hard tick; Kazakhstan; northwestern China
-
Monitoring and analysing grassland ecosystem service values in response to grassland area changes - an example from northwest China
作者:Sawut, Rukeya;Manlike, Asiya;Zheng, Fengling;Li, Xuesen;Abudukelimu, Rena;Sawut, Rukeya
关键词:driving factors; ecosystem services; ecosystem service values; ESV; grassland degradation; grid cell analysis; overgrazing; remote sensing; special autocorrelation
-
Robust graticule intersection localization for rotated topographic maps
作者:Dong, Luan;Yan, Qin;Dong, Luan;Zheng, Fengling;Zheng, Fengling
关键词:Topographic maps; Graticule intersections; Object detection; Convolutional neural networks; Geometric calibration
-
Corner points localization in electronic topographic maps with deep neural networks
作者:Dong, Luan;Chang, Hongxia;Yan, Qin;Dong, Luan;Zheng, Fengling;Zheng, Fengling
关键词:Topographic map;Computer vision;Deep neural networks;Object detection;Geometric calibration