EVALUATION OF HIMAWARI-8 FOR LIVE FUEL MOISTURE CONTENT RETRIEVAL

被引:0
|
作者
Zhu, Ying [1 ]
Liu, Xiangzhuo [1 ,2 ]
Lai, Gengke [1 ]
Quan, Xingwen [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Resources & Environm, Chengdu 611731, Sichuan, Peoples R China
[2] INRAE, UMR1391 ISPA, F-33140 Villenave Dornon, France
基金
中国国家自然科学基金;
关键词
Live Fuel Moisture Content (LFMC); Himawari-8; PROSAIL RTM; PROGEOSAIL RTM; MCD43A4.006; LEAF; REFLECTANCE;
D O I
10.1109/IGARSS39084.2020.9323341
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Near-real-time monitoring live fuel moisture content (LFMC) from remote sensing is paramount to wildfire early management at a large scale since LFMC is a critical variable in affecting fire ignition and fire spread rate. The geostationary satellite Himawari-8 observes the land surface every 10 minutes, making near-real-time LFMC retrieval achievable. To this end, the potential of Himawari-8 data for LFMC retrieval using the radiative transfer model was explored in this study. The performance of retrieved LFMC was validated using 16 LFMC samplings located in Australia involving two land cover types: croplands and tree cover lands. Additionally, the MODIS data was also applied and compared for the LFMC retrieval. The results showed that Himawati-8 data performed poor accuracy level with R-2 and RMSE of 0.26 and 42.16%, respectively. Whereas better accuracy level was found for MODIS data, R-2 and RMSE were 0.67 and 29.17%, respectively. This result indicated that the LFMC estimated from Himawari-8 is challenged. Detailed fieldwork and methodology improvements adopted for this data are needed for improving the LFMC estimate in the future.
引用
收藏
页码:6782 / 6785
页数:4
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