您好，欢迎访问中国农业科学院 机构知识库！

全部

  • 全部
  • 标题
  • 学者
  • 机构
  • 关键词

FY-3D/MERSI GLOBAL SURFACE WATER EXTRACTION BASED ON DNN METHOD

文献类型： 会议论文

第一作者： Kuanle Bao

作者： Kuanle Bao 1 ; Jinlong Fan 2 ; Wenbo Xu 1 ; Chunliang Zhao 3 ; Wenhui Du 3 ;

作者机构： 1.University of Electronic Science and Technology of China

2.National Satellite Meteorological Center

3.Chinese Academy of Agricultural Sciences

关键词： FY-3D/MERSI;Water extraction;Deep neural network

会议名称： IEEE International Geoscience and Remote Sensing Symposium

主办单位：

页码： 7015-7018

摘要： The acquisition of surface water information is of great significance of the study of global change. In this study, the Koppen climate zone was firstly used to select sample data onto different climate zones around the world, and then water and non-water samples were collected for each sample. Get as complete a sample of information as possible worldwide. Deep Neural Networks method is adopted to improve the model building, The features data is FY3D/MERSI, containing 6 bands 250m resolution data, add the NDVI and EVI to enhance characteristic data, use the attention mechanism to enhance the model, to strengthen the adaptability for different regions, the model for predicting data using global standardization process. The results show that this method can effectively extract the information on land surface water, especially for different disturbance conditions such as cloud and shadow under cloud. Water tests for 33 different regions of the world show that the method of sample set and model can adapt to different regions of the world.

分类号： tp7-53

  • 相关文献

[1]Recovery and purification of limonin from pummelo [Citrus grandis] peel using water extraction, ammonium sulfate precipitation and resin adsorption. Yang, Yuan Fan,Zhang, Liang Zheng,Du, Xi Ping,Zhang, Su Fang,Li, Li Jun,Jiang, Ze Dong,Ni, Hui,Chen, Feng,Yang, Yuan Fan,Du, Xi Ping,Li, Li Jun,Jiang, Ze Dong,Ni, Hui,Yang, Yuan Fan,Du, Xi Ping,Li, Li Jun,Jiang, Ze Dong,Ni, Hui,Wu, Li Ming,Chen, Feng. 2017

[2]Visual Determination of Potential Dermal and Inhalation Exposure Using Allura Red As an Environmentally Friendly Pesticide Surrogate. Cao, Chong,Wang, Ying,Li, Xiuhuan,Zhou, Zhaolu,Li, Fengmin,Yan, Xiaojing,Huang, Qiliang. 2017

作者其他论文 更多>>
置顶
购物车
反馈

© 京ICP备09089781号-29 主办单位：中国农业科学院

学术资源： 中国农业科学院 农业专业知识服务系统 农科联盟资源共建共享平台 中国农业科技文献与信息服务平台 中国农业期刊集成服务平台