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Graph-Based Memory Recall Recurrent Neural Network for Mid-Term Sea-Surface Height Anomaly Forecasting 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 卷号: 17, 页码: 6642-6657
作者:  Zhou, Yuan;  Ren, Tian;  Chen, Keran;  Gao, Le;  Li, Xiaofeng
收藏  |  浏览/下载:4/0  |  提交时间:2024/06/04
Forecasting  Predictive models  Atmospheric waves  Spatiotemporal phenomena  Sea surface  Ocean waves  Data models  Sea-surface height anomaly (SSHA)  deep learning (DL)  spatiotemporal prediction  Rossby waves  
Reconstructing 3-D Thermohaline Structures for Mesoscale Eddies Using Satellite Observations and Deep Learning 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 卷号: 62, 页码: 16
作者:  Liu, Yingjie;  Wang, Haoyu;  Jiang, Fei;  Zhou, Yuan;  Li, Xiaofeng
收藏  |  浏览/下载:6/0  |  提交时间:2024/06/04
Deep learning (DL)  mesoscale eddies  prior knowledge-embedded  reconstruction of 3-D thermohaline structure  
Prediction of 3-D Ocean Temperature Based on Self-Attention and Predictive RNN 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2024, 卷号: 21, 页码: 5
作者:  Yue, Weihao;  Xu, Yongsheng;  Xiang, Liang;  Zhu, Shanliang;  Huang, Chao;  Zhang, Qingjun;  Zhang, Liqiang;  Zhan, Xiangguang
收藏  |  浏览/下载:0/0  |  提交时间:2024/06/04
Climate change  Recurrent neural networks  Temperature measurement  Ocean temperature  Predictive models  Global gridded temperature data with Barnes objective analysis (BOA-ARGO)  predictive recurrent neural network (PredRNN)  self-attention  
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:20/1  |  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:5/0  |  提交时间:2024/04/07
Characteristics of surface physical and biogeochemical parameters within mesoscale eddies in the Southern Ocean 期刊论文
BIOGEOSCIENCES, 2023, 卷号: 20, 期号: 23, 页码: 4857-4874
作者:  Liu, Qian;  Liu, Yingjie;  Li, Xiaofeng
Adobe PDF(15026Kb)  |  收藏  |  浏览/下载:32/0  |  提交时间:2024/04/07
Propagation Features of Diurnal Internal Tides West of the Luzon Strait Revealed by a Large PIES Array 期刊论文
JOURNAL OF PHYSICAL OCEANOGRAPHY, 2023, 卷号: 53, 期号: 12, 页码: 2823-2846
作者:  Wang, Min;  Zhu, Xiao-Hua;  Zheng, Hua;  Chen, Juntian;  Zhao, Ruixiang;  Liu, Zhao-Jun;  Ren, Qiang;  Liu, Yansong;  Nan, Feng;  Yu, Fei;  Wang, Jianfeng;  Li, Qiang
Adobe PDF(16825Kb)  |  收藏  |  浏览/下载:16/0  |  提交时间:2024/04/07
Ocean  Internal waves  In situ oceanic observations  Seasonal variability  
Surface Salinity Changes of the Tropical and Subtropical Oceans Since 1970 and Their Relationship With Surface Freshwater Fluxes 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2023, 卷号: 128, 期号: 12, 页码: 21
作者:  Ge, Kai;  Li, Yuanlong;  Lyu, Yilong;  Lin, Pengfei;  Cheng, Lijing;  Wang, Fan
Adobe PDF(21195Kb)  |  收藏  |  浏览/下载:35/0  |  提交时间:2024/04/07
sea surface salinity  freshwater fluxes  long-term change  
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:27/0  |  提交时间:2024/04/07
subsurface velocity  light gradient boosting machine (LightGBM)  The Southern Ocean  satellite observations  long-term variability  
Advancing ocean subsurface thermal structure estimation in the Pacific Ocean: A multi-model ensemble machine learning approach 期刊论文
DYNAMICS OF ATMOSPHERES AND OCEANS, 2023, 卷号: 104, 页码: 16
作者:  Qi, Jifeng;  Zhang, Linlin;  Yin, Baoshu;  Li, Delei;  Xie, Bowen;  Sun, Guimin
Adobe PDF(13138Kb)  |  收藏  |  浏览/下载:18/0  |  提交时间:2024/04/07
Ensemble machine learning model  Satellite observations  Ocean subsurface thermal structure  Pacific ocean