文献类型: 外文期刊
作者: Zhu, Yiqing;Cao, Hong;Wu, Shangrong;Guo, Yongli;Song, Qian
作者机构:
关键词: polarization decomposition;radar vegetation index;crop distribution;Sentinel-1 data;rapeseed
期刊名称: REMOTE SENSING
ISSN:
年卷期: 2025 年 17 卷 8 期
页码:
收录情况: SCIE(2025版) ; ; EI(2025版)
摘要: Accurate, real-time, and dynamic monitoring of crop planting distributions in hilly areas with complex terrain and frequent meteorological changes is highly important for agricultural production. Dual-polarization SAR has high application value in the fields of feature classification and crop distribution extraction because of its all-day all-weather operation, large mapping bandwidth, and easy data acquisition. To explore the feasibility and applicability of dual-polarization synthetic-aperture radar (SAR) data in crop monitoring, this study draws on two basic methods of dual-polarization decomposition (eigenvalue decomposition and three-component polarization decomposition) to construct time series of crop dual-polarization radar vegetation indices (RVIs), and it performs a full coverage analysis of crop distribution extraction in dryland mountainous areas of southeastern China. On the basis of the Sentinel-1 dual-polarization RVIs, the time-series classification and rapeseed distribution extraction impacts were compared using southern Hunan Province's principal rapeseed (Brassica napus L.) production area as the study area. From the comparison results, RVI3-c performed better in terms of single-point recognition capability and area extraction accuracy than the other indices did, as verified by sampling points and samples, and the OA and F-1 score of rapeseed extraction based on RVI3-c were 74.13% and 81.02%, respectively. Therefore, three-component polarization decomposition is more suitable than other methods for crop information extraction and remote sensing classification applications involving dual-polarized SAR data.
分类号:
- 相关文献
作者其他论文 更多>>
-
A Feature-Optimized and Performance-Weighted Ensemble Learning for Estimating Soil Salinity Using UAV Imagery and Soil Auxiliary Information
作者:Wang, Li;Yang, Jing;Wu, Shangrong;Xia, Lang;Lu, Miao;Li, Wenjuan;Wu, Wenbin;Zha, Yan;Yang, Peng
关键词:
-
Sensitivity of Different Soil-Resistant Vegetation Indices to Soil Moisture and Soil Type
作者:Li, Zeteng;Chen, Jin;Chen, Xuehong;Guo, Yongli;Shen, Miaogen;Xu, Dawei;Wang, Cong
关键词:
-
A Systematic Review and Assessment of Inverse Crop Parameter Modeling Based on Synthetic Aperture Radar Data: Research advances, existing problems, and future directions
作者:Zhao, Rongkun;Wu, Shangrong;Shao, Yun;Xing, Mengdao;Liu, Zhiqu;Wu, Xuexiao;Cao, Hong;Yang, Peng;Tang, Huajun
关键词:Crops;Scattering;Radar;Monitoring;Spaceborne radar;Backscatter;Satellites;Remote sensing;C-band;Radar remote sensing
-
Effects of water migration and grain structural evolution on substance dissolution and consistency variation during cooking of different foxtail millet varieties porridge
作者:Sang, Luman;Zhu, Yiqing;Wang, Chao;Zhang, Xinyu;Zhao, Liangxing;Zhang, Shi;Liu, Dan;Yang, Fan;Diao, Xianmin;Zhao, Qingyu;Xue, Yong;Shen, Qun
关键词:Foxtail millet porridge;Consistency;Water migration;Grain structure;Solid leaching;Low-field nuclear magnetic resonance
-
Inversion of total photosynthetic area index of oilseed rape based on a multilayer microwave scattering semiempirical model adapted to each phenological stage
作者:Zhao, Rongkun;Wu, Shangrong;Shao, Yun;Wu, Xuexiao;Zha, Yan;Liu, Zhiqu;Liu, Ming;Guo, Yongli;Xia, Lang;Wu, Wenbin;Yang, Peng;Tang, Huajun
关键词:SAR;Oilseed rape;Canopy parameters;Microwave scattering model;Agronomic mechanisms
-
Crop Mapping Based on Temporal and Spatial Sample Migrations: A Case Study Over Three Counties in Heilongjiang Province, Northeast China
作者:Zuo, Hao-Nan;Leng, Pei;Li, Yu-Xuan;Song, Qian;Li, Zhao-Liang
关键词:Crops;Remote sensing;Feature extraction;Accuracy;Vegetation mapping;Spatial resolution;Land surface;Crop mapping;historical crop samples;Sentinel-2;spatiotemporal migration
-
Response of soil moisture to prewinter conditions and rainfall events at different distances to gully banks in the Mollisol region of China
作者:Wen, Yanru;Liu, Bao;Yu, Qiangyi;Xu, Yanyan;Lin, Litao;Zhang, Bin;Li, Ting-Yong;Wu, Wenbin;Song, Qian
关键词:gully bank;gully erosion;Mollisol region;prewinter soil moisture;rainfall events;soil moisture response