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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：46/0  |  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：33/0  |  提交时间：2024/04/07
Ensemble machine learning model  Satellite observations  Ocean subsurface thermal structure  Pacific ocean  
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：27/0  |  提交时间：2024/04/07
Barrier layer thickness  Particle swarm optimization  Artificial neural networks  Hybrid models  
Sea level extremes and compounding marine heatwaves in coastal Indonesia 期刊论文
NATURE COMMUNICATIONS, 2022, 卷号: 13, 期号: 1, 页码: 12
作者:  Han, Weiqing;  Zhang, Lei;  Meehl, Gerald A.;  Kido, Shoichiro;  Tozuka, Tomoki;  Li, Yuanlong;  McPhaden, Michael J.;  Hu, Aixue;  Cazenave, Anny;  Rosenbloom, Nan;  Strand, Gary;  West, B. Jason;  Xing, Wen
Adobe PDF(3685Kb)  |  收藏  |  浏览/下载：184/0  |  提交时间：2023/01/04
Reconstruction of Subsurface Salinity Structure in the South China Sea Using Satellite Observations: A LightGBM-Based Deep Forest Method 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 14, 页码: 19
作者:  Dong, Lin;  Qi, Jifeng;  Yin, Baoshu;  Zhi, Hai;  Li, Delei;  Yang, Shuguo;  Wang, Wenwu;  Cai, Hong;  Xie, Bowen
收藏  |  浏览/下载：156/0  |  提交时间：2022/11/11
machine learning  ocean subsurface salinity structure  South China Sea  satellite remote sensing data  
Mass and number concentration distribution of marine aerosol in the Western Pacific and the influence of continental transport 期刊论文
ENVIRONMENTAL POLLUTION, 2022, 卷号: 298, 页码: 14
作者:  Ma, Yining;  Zhang, Xiangguang;  Xin, Jinyuan;  Zhang, Wenyu;  Wang, Zifa;  Liu, Quan;  Wu, Fangkun;  Wang, Lili;  Lyu, Yilong;  Wang, Qinglu;  Ma, Yongjing
Adobe PDF(12261Kb)  |  收藏  |  浏览/下载：230/0  |  提交时间：2022/04/12
Marine aerosols  Shipboard observations  Western pacific ocean  Transport effects  Particle size distribution  
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：264/0  |  提交时间：2022/04/12
Internal wave  Amplitude  Transfer learning  Remote sensing  In-situ measurement  Laboratory experiment  
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：246/0  |  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：180/0  |  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  
AlgaeNet: A Deep-Learning Framework to Detect Floating Green Algae From Optical and SAR Imagery 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 卷号: 15, 页码: 2782-2796
作者:  Gao, Le;  Li, Xiaofeng;  Kong, Fanzhou;  Yu, Rencheng;  Guo, Yuan;  Ren, Yibin
Adobe PDF(8280Kb)  |  收藏  |  浏览/下载：230/0  |  提交时间：2022/07/18
Algae  MODIS  Synthetic aperture radar  Optical sensors  Optical imaging  Marine vehicles  Spatial resolution  Deep learning (DL)  green algae detection  satellite remote sensing