Land Surface Temperature Retrieval from Fengyun-3D Medium Resolution Spectral Imager II (FY-3D MERSI-II) Data with the Improved Two-Factor Split-Window Algorithm
文献类型: 外文期刊
作者: Du, Wenhui 1 ; Qin, Zhihao 1 ; Fan, Jinlong 2 ; Zhao, Chunliang 1 ; Huang, Qiuyan 3 ; Cao, Kun 4 ; Abbasi, Bilawal 1 ;
作者机构: 1.Chinese Acad Agr Sci, Inst Agroresources & Reg Planning, MOA Key Lab Agr Remote Sensing, Beijing 100081, Peoples R China
2.Natl Satellite Meteorol Ctr, Beijing 100081, Peoples R China
3.Nanning Normal Univ, Sch Geog & Planning, Nanning 530001, Peoples R China
4.Chinese Acad Fishery Sci, Ctr Fishery Resources & Ecol Environm Res, Beijing 100141, Peoples R China
关键词: land surface temperature; FY-3D MERSI-II; split-window algorithm; ASTER GED; atmospheric transmittance
期刊名称:REMOTE SENSING ( 影响因子:5.349; 五年影响因子:5.786 )
ISSN:
年卷期: 2021 年 13 卷 24 期
页码:
收录情况: SCI
摘要: Land surface temperature (LST) is an essential parameter widely used in environmental studies. The Medium Resolution Spectral Imager II (MERSI-II) boarded on the second generation Chinese polar-orbiting meteorological satellite, Fengyun-3D (FY-3D), provides a new opportunity for LST retrieval at a spatial resolution of 250 m that is higher than that of the already widely used Moderate Resolution Imaging Spectrometer (MODIS) LST data of 1000 m. However, there is no operational LST product from FY-3D MERSI-II data available for free access. Therefore, in this study, we developed an improved two-factor split-window algorithm (TFSWA) of LST retrieval from this data source as it has two thermal-infrared (TIR) bands. The essential coefficients of the TFSWA algorithm have been carefully and precisely estimated for the FY-3D MERSI-II TIR thermal bands. A new approach for estimating land surface emissivity has been developed using the ASTER Global Emissivity Database (ASTER GED) and the International Geosphere-Biosphere Program (IGBP) data. A model to estimate the atmospheric water vapor content (AWVC) from the three atmospheric water vapor absorption bands (bands 16, 17, and 18) has been developed as AWVC has been recognized as the most important factor determining the variation of AT. Using MODTRAN 5.2, the equations for the AT estimate from the retrieved AWVC were established. In addition, the AT of the pixels at the far edge of FY-3D MERSI-II data may be strongly affected by the increase of the optical path. Viewing zenith angle (VZA) correction equations were proposed in the study to correct this effect on AT estimation. Field data from four stations were applied to validate the improved TFSWA in the study. Cross-validation with MODIS LST (MYD11) was also conducted to evaluate the improved TFSWA. The cross-validation result indicates that the FY-3D MERSI-II LST from the improved TFSWA are comparable with MODIS LST while the correlation coefficients between FY-3D MERSI-II LST and MODIS LST over the Mid-East China region are in the range of 0.84~0.98 for different seasons and land cover types. Validation with 318 field LST samples indicates that the average MAE and R-2 of the scenes at the four stations are about 1.97 K and 0.98, respectively. Thus, it could be concluded that the improved TFSWA developed in the study can be a good algorithm for LST retrieval from FY-3D MERSI-II data with acceptable accuracy.
- 相关文献
作者其他论文 更多>>
-
Reconstruction of Cloudy Land Surface Temperature by Combining Surface Energy Balance Theory and Solar-Cloud-Satellite Geometry
作者:Du, Wenhui;Li, Zhao-Liang;Qin, Zhihao;Liu, Xiangyang;Zhao, Chunliang;Fan, Jinlong;Cao, Kun
关键词:Clouds; Land surface temperature; Surface reconstruction; Land surface; Image reconstruction; Solar radiation; Remote sensing; Geometry; Sensors; Lighting; Land surface temperature (LST) under clouds; reconstruction; solar-cloud-satellite geometry; surface energy balance (SEB)
-
Species diversity of fish at the Wuzhizhou Island, South China Sea, based on environmental DNA
作者:Wang, Chongzhao;Cao, Kun;Xing, Yingchun;Wang, Chongzhao;Cao, Kun;Wang, Xin;Xi, Rui;Jiang, Ting;Yang, Rui;Xing, Yingchun;Wang, Xin;Xi, Rui;Jiang, Ting;Ma, Zhenhua;Yang, Rui
关键词:marine ecosystem; occurrence of fish taxon; distribution; sequences of MOTUs; the South China Sea
-
Spatial and Temporal Diversity of Fishes at Wuzhizhou Island in the South China Sea Based on Environmental DNA
作者:Jiang, Ting;Wang, Xin;Xi, Rui;Wang, Chongzhao;Jiang, Ting;Cao, Kun;Wang, Xin;Xi, Rui;Wang, Chongzhao;Xing, Yingchun;Jiang, Ting;Cao, Kun;Wang, Xin;Xi, Rui;Wang, Chongzhao;Xing, Yingchun;Yang, Rui;Ma, Zhenhua;Yang, Wei
关键词:alpha-diversity; beta-diversity; coral reef fishes; tropical ocean; eDNA
-
Effects of suspended ecological beds on phytoplankton community structure in Baiyangdian Lake, China
作者:Zhu, Hao;Chen, Xiaolong;Liv, Xingguo;Zhu, Hao;Cao, Kun;Zhang, Xiaoke
关键词:Ecological suspended beds; Baiyangdian Lake; algae; plant
-
Poyang Lake Wetland Classification Using Time-Series ENVISAT ASAR Data and Beijing-1 Imagery
作者:Ding, Fang;Ding, Fang;Wang, Lin;Cao, Kun;Ding, Fang;Wang, Lin;Cao, Kun;Wang, Lin;Dronova, Iryna
关键词:plant functional type; time-series remote sensing images; phenological curves; permittivity curves; rule-based classification method
-
Marine aquaculture mapping using GF-1 WFV satellite images and full resolution cascade convolutional neural network
作者:Fu, Yongyong;Wang, Ping;Bi, Xu;Gao, Feng;You, Shucheng;Zhang, Shujuan;Cao, Kun;Zhang, Jianhua;Zhang, Jianhua;Li, Fangzhou
关键词:Mariculture areas; GaoFen-1 wide-field-of-view images; fully convolutional neural networks; deep learning
-
Managing Water Level for Large Migratory Fish at the Poyang Lake Outlet: Implications Based on Habitat Suitability and Connectivity
作者:Li, Huifeng;Chen, Daqing;Wang, Lin;Zhang, Hui;Yu, Lixiong;Wang, Dengqiang;Duan, Xinbin;Wang, Ke;Liu, Shaoping;Chen, Daqing;Cao, Kun;Ding, Fang;Mao, Zhihui;Wang, Lin;Cao, Kun;Ding, Fang;Mao, Zhihui;Wang, Lin;Wang, Sheng
关键词:hydroacoustics; water level; connectivity; habitat suitability index; Poyang Lake



