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DeepSeaNet: A Bio-Detection Network Enabling Species Identification in the Deep Sea Imagery 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 卷号: 62, 页码: 13
作者:  Liu, Aiyue;  Liu, Yuhai;  Xu, Kuidong;  Zhao, Feng;  Zhou, Yuan;  Li, Xiaofeng
Adobe PDF(2856Kb)  |  收藏  |  浏览/下载:24/1  |  提交时间:2024/06/04
Data augmentation  deep-sea remotely operated vehicle (ROV) data  new species indication  real-time object detection network  seamount fine-grained dataset  
DeepBlue: Advanced convolutional neural network applications for ocean remote sensing 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2023, 页码: 24
作者:  Wang, Haoyu;  Li, Xiaofeng
Adobe PDF(4818Kb)  |  收藏  |  浏览/下载:7/0  |  提交时间:2024/04/07
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:20/0  |  提交时间:2024/04/07
Barrier layer thickness  Particle swarm optimization  Artificial neural networks  Hybrid models  
基于深度学习和SAR遥感影像的北极波弗特海海冰分类研究 学位论文
, 中国科学院海洋研究所: 中国科学院大学, 2023
作者:  黄岩
Adobe PDF(6133Kb)  |  收藏  |  浏览/下载:130/4  |  提交时间:2023/06/18
合成孔径雷达(SAR)图像,海冰分类,深度学习,灰度共生矩阵  
Data assimilation in a regional high-resolution ocean model by using Ensemble Adjustment Kalman Filter and its application during 2020 cold spell event over Asia-Pacific region 期刊论文
APPLIED OCEAN RESEARCH, 2022, 卷号: 129, 页码: 17
作者:  Xu, Minjie;  Wang, Yuzhe;  Zhang, Jicai;  Yang, Dezhou;  Yin, Xunqiang;  Gao, Yanqiu;  Wang, Guansuo;  Lv, Xianqing
Adobe PDF(15941Kb)  |  收藏  |  浏览/下载:123/0  |  提交时间:2023/01/04
Data assimilation  High-resolution ocean model  Ensemble adjustment kalman filter  Cold spell event  
Prediction of Significant Wave Height in Offshore China Based on the Machine Learning Method 期刊论文
JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2022, 卷号: 10, 期号: 6, 页码: 20
作者:  Feng, Zhijie;  Hu, Po;  Li, Shuiqing;  Mo, Dongxue
收藏  |  浏览/下载:193/0  |  提交时间:2022/08/17
wave height  recurrent neural network  long short-term memory network  GRU  EMD  
A Deep Learning Model to Extract Ship Size From Sentinel-1 SAR Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60, 页码: 14
作者:  Ren, Yibin;  Li, Xiaofeng;  Xu, Huan
Adobe PDF(12529Kb)  |  收藏  |  浏览/下载:174/0  |  提交时间:2022/02/18
Marine vehicles  Radar polarimetry  Feature extraction  Synthetic aperture radar  Data mining  Radar imaging  Oceans  Custom loss function  deep learning (DL)  deep neural network (DNN) regression  ship size extraction  synthetic aperture radar (SAR) image  
Development of a Dual-Attention U-Net Model for Sea Ice and Open Water Classification on SAR Images 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 卷号: 19, 页码: 5
作者:  Ren, Yibin;  Li, Xiaofeng;  Yang, Xiaofeng;  Xu, Huan
Adobe PDF(8369Kb)  |  收藏  |  浏览/下载:234/0  |  提交时间:2022/02/18
Sea ice  Radar polarimetry  Feature extraction  Decoding  Oceans  Kernel  Image segmentation  Dual-attention  sea ice and open water classification  synthetic aperture radar (SAR) image  U-Net  
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:169/0  |  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 development of a new real-time subsurface mooring 期刊论文
JOURNAL OF OCEANOLOGY AND LIMNOLOGY, 2020, 页码: 12
作者:  Wang, Fan;  Wang, Jianing;  Xu, Lijun;  Zhang, Xiangguang;  Yan, Shefeng;  Chen, Yonghua
Adobe PDF(8237Kb)  |  收藏  |  浏览/下载:249/0  |  提交时间:2020/09/25
real-time subsurface mooring  underwater acoustic communication  Western Pacific  ocean and climate predictions