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Retrieval of Subsurface Velocities in the Southern Ocean from Satellite Observations 期刊论文
REMOTE SENSING, 2023, 卷号: 15, 期号: 24, 页码: 19
作者:  Xiang, Liang;  Xu, Yongsheng;  Sun, Hanwei;  Zhang, Qingjun;  Zhang, Liqiang;  Zhang, Lin;  Zhang, Xiangguang;  Huang, Chao;  Zhao, Dandan
Adobe PDF(4576Kb)  |  收藏  |  浏览/下载：1/0  |  提交时间：2024/04/07
subsurface velocity  light gradient boosting machine (LightGBM)  The Southern Ocean  satellite observations  long-term variability  
Estimation of the barrier layer thickness in the Indian Ocean based on hybrid neural network model 期刊论文
DEEP-SEA RESEARCH PART I-OCEANOGRAPHIC RESEARCH PAPERS, 2023, 卷号: 202, 页码: 14
作者:  Zhao, Yizhi;  Qi, Jifeng;  Zhu, Shanliang;  Jia, Wentao;  Gong, Xiang;  Yin, Wenming;  Yin, Baoshu
Adobe PDF(7659Kb)  |  收藏  |  浏览/下载：1/0  |  提交时间：2024/04/07
Barrier layer thickness  Particle swarm optimization  Artificial neural networks  Hybrid models  
Oceanic internal wave amplitude retrieval from satellite images based on a data-driven transfer learning model 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2022, 卷号: 272, 页码: 15
作者:  Zhang, Xudong;  Wang, Haoyu;  Wang, Shuo;  Liu, Yanliang;  Yu, Weidong;  Wang, Jing;  Xu, Qing;  Li, Xiaofeng
Adobe PDF(12620Kb)  |  收藏  |  浏览/下载：214/0  |  提交时间：2022/04/12
Internal wave  Amplitude  Transfer learning  Remote sensing  In-situ measurement  Laboratory experiment  
Prediction of Changeable Eddy Structures around Luzon Strait Using an Artificial Neural Network Model 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 2, 页码: 23
作者:  Kong, Yuan;  Zhang, Lu;  Sun, Yanhua;  Liu, Ze;  Guo, Yunxia;  Fang, Yong
Adobe PDF(8689Kb)  |  收藏  |  浏览/下载：167/0  |  提交时间：2022/04/12
eddy structure  ANN  prediction  Luzon Strait  
A Data-Driven Deep Learning Model for Weekly Sea Ice Concentration Prediction of the Pan-Arctic During the Melting Season 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60, 页码: 19
作者:  Ren, Yibin;  Li, Xiaofeng;  Zhang, Wenhao
Adobe PDF(22032Kb)  |  收藏  |  浏览/下载：132/0  |  提交时间：2022/07/18
Deep fully convolutional networks (FCNs)  recursively predicting  satellite-derived sea ice concentration (SIC)  SIC prediction  temporal-spatial attention  
The Fusion of Physical, Textural, and Morphological Information in SAR Imagery for Hurricane Wind Speed Retrieval Based on Deep Learning 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60, 页码: 13
作者:  Mu, Shanshan;  Li, Xiaofeng;  Wang, Haoyu
Adobe PDF(2103Kb)  |  收藏  |  浏览/下载：186/0  |  提交时间：2022/07/18
Hurricanes  Synthetic aperture radar  Wind speed  Radar polarimetry  Sea surface  Sea measurements  Data models  Deep learning  hurricane wind  synthetic aperture radar (SAR)  
Characteristics of Global Ocean Abnormal Mesoscale Eddies Derived From the Fusion of Sea Surface Height and Temperature Data by Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2021, 卷号: 48, 期号: 17, 页码: 11
作者:  Liu, Yingjie;  Zheng, Quanan;  Li, Xiaofeng
Adobe PDF(1562Kb)  |  收藏  |  浏览/下载：138/0  |  提交时间：2021/11/30
meososcale eddies  abnormal eddies  multi-source remote sensing data  deep learning  data fusion  statistical analysis of spatiotemporal characteristics  
Estimation of Significant Wave Heights from ASCAT Scatterometer Data via Deep Learning Network 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 2, 页码: 18
作者:  Wang, He;  Yang, Jingsong;  Zhu, Jianhua;  Ren, Lin;  Liu, Yahao;  Li, Weiwei;  Chen, Chuntao
Adobe PDF(5257Kb)  |  收藏  |  浏览/下载：198/1  |  提交时间：2021/04/21
Advanced Scatterometer (ASCAT)  significant wave height  WaveWatch III  deep learning  multi-hidden-layer neural network  
A Machine-Learning Model for Forecasting Internal Wave Propagation in the Andaman Sea 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 3095-3106
作者:  Zhang, Xudong;  Li, Xiaofeng;  Zheng, Quanan
Adobe PDF(6735Kb)  |  收藏  |  浏览/下载：235/0  |  提交时间：2021/05/11
Predictive models  Training  Satellites  Machine learning  Oceans  MODIS  Data models  Andaman sea  internal wave (IW) forecast  machine learning  
Deep-learning-based information mining from ocean remote-sensing imagery 期刊论文
NATIONAL SCIENCE REVIEW, 2020, 卷号: 7, 期号: 10, 页码: 1584-1605
作者:  Li, Xiaofeng;  Liu, Bin;  Zheng, Gang;  Ren, Yibin;  Zhang, Shuangshang;  Liu, Yingjie;  Gao, Le;  Liu, Yuhai;  Zhang, Bin;  Wang, Fan
Adobe PDF(7492Kb)  |  收藏  |  浏览/下载：207/0  |  提交时间：2021/04/12
ocean remote sensing  big data  artificial intelligence  image classification