基本信息

张红  女  博士生导师  

中国科学院空天信息创新研究院可持续发展大数据国际研究中心

电子邮件： zhanghong@radi.ac.cn
通信地址： 北京市海淀区邓庄南路9号
邮政编码： 100094

研究领域

1. InSAR方法与应用研究：InSAR方法、InSAR地面沉降监测与分析研究 

2. 极化SAR方法与应用：极化SAR数据定标、极化处理、极化分类方法研究

3.SAR数据与智能处理： 基于深度学习与机器学习的SAR数据处理方法研究

4. SAR遥感应用研究：针对水圈、生物圈的环境与灾害的SAR遥感分析、模型构建研究

招生信息

招收直博生2名

专利与奖励

2016年获得中国科学院优秀导师奖

出版信息

  • 1. Ge, J.; Zhang, H.; Xu, L.; Sun, C.; Duan, H.; Guo, Z.; Wang, C. A Physically Interpretable Rice Field Extraction Model for PolSAR Imagery. Remote Sens. 2023, 15, 974. https://doi.org/10.3390/rs15040974
  • 2. L. Li, H. Zhang, Y. Tang, C. Wang and F. Gu, "InSAR Phase Unwrapping by Deep Learning Based on Gradient Information Fusion," in IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 4502305, doi: 10.1109/LGRS.2021.3127318.
  • 3. Jiang, C.; Zhang, H.; Wang, C.; Ge, J.; Wu, F. Water Surface Mapping from Sentinel-1 Imagery Based on Attention-UNet3+: A Case Study of Poyang Lake Region. Remote Sens. 2022, 14, 4708. https://doi.org/10.3390/rs14194708
  • 4. Dai, H.; Zhang, H.; Dai, H.; Wang, C.; Tang, W.; Zou, L.; Tang, Y. Landslide Identification and Gradation Method Based on Statistical Analysis and Spatial Cluster Analysis. Remote Sens. 2022, 14, 4504. https://doi.org/10.3390/rs14184504
  • 5. Sun, C.; Zhang, H.; Ge, J.; Wang, C.; Li, L.; Xu, L. Rice Mapping in a Subtropical Hilly Region Based on Sentinel-1 Time Series Feature Analysis and the Dual Branch BiLSTM Model. Remote Sens. 2022, 14, 3213. https://doi.org/10.3390/rs14133213
  • 6.Xu, L.; Zhang, H.; Wang, C.; Wei, S.; Zhang, B.; Wu, F.; Tang, Y. Paddy Rice Mapping in Thailand Using Time-Series Sentinel-1 Data and Deep Learning Model. Remote Sens. 2021, 13, 3994. https://doi.org/10.3390/rs13193994
  • 7. Wu, F.; Wang, C.; Zhang, H.; Li, J.; Li, L.; Chen, W.; Zhang, B. Built-up area mapping in china from GF-3 SAR imagery based on the framework of deep learning. Remote Sensing of Environment 2021, 262.
  • 8.Wang, C.; Tang, Y.; Zhang, H.; You, H.; Zhang, W.; Duan, W.; Wang, J.; Dong, L.; Zhang, B. First mapping of china surface movement using supercomputing interferometric SAR technique. Science Bulletin 2021, 66, 1608-1610.
  • 9.Sun, C.; Zhang, H.; Xu, L.;Wang, C.; Li, L. Rice Mapping Using a BiLSTM-Attention Model from Multitemporal Sentinel-1 Data.Agriculture 2021, 11, 977. https:// doi.org/10.3390/agriculture11100977
  • 10.Xin Zhao, Chao Wang, Hong Zhang, Yixian Tang, Bo Zhang, Liutong Li, Inversion of seismic source parameters from satellite InSAR data based on deep learning, Tectonophysics, Volume 821, 2021, 229140.https://doi.org/10.1016/j.tecto.2021.229140.




科研活动

在研课题：


1. 国家重点研发计划重点专项子课题: 典型地质灾害风险的人工智能早期识别系统


2. 国家自然科学基金项目: 基于时空联合学习模型的SAR作物分类与产量预估方法研究


3. 课题：十三五”三型6颗卫星极化SAR数据质量分析


4. 课题：极化SAR定标软件研制


5. 课题： 新建铁路煤矿采空区InSAR技术沉降研究