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基于深度学习的ENSO建模及其预测和可预报性研究 学位论文
理学博士, 中国科学院海洋研究所: 中国科学院大学, 2024
作者:  周路
Adobe PDF(8710Kb)  |  收藏  |  浏览/下载：22/0  |  提交时间：2024/06/08
深度学习  ENSO预测  混合建模方法  多变量三维场预测  物理可解释性分析  
基于遥感图像和深度学习技术的台风信息提取和预报 学位论文
理学博士, 中国科学院海洋研究所: 中国科学院大学, 2024
作者:  王充
Adobe PDF(8914Kb)  |  收藏  |  浏览/下载：17/1  |  提交时间：2024/06/06
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：1/0  |  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  
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
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：42/0  |  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：31/0  |  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：23/0  |  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：19/0  |  提交时间：2024/04/07
Barrier layer thickness  Particle swarm optimization  Artificial neural networks  Hybrid models  
A novel model for the fifth-order mKP equation describing (2+1)-dimensional shallow ocean solitary waves and their properties 期刊论文
PHYSICA SCRIPTA, 2023, 卷号: 98, 期号: 12, 页码: 20
作者:  Zhao, Kailun;  Gao, Guandong;  Yang, Dezhou;  Xu, Lingjing;  Feng, Xingru;  Yin, Baoshu;  Han, Xiaofeng
Adobe PDF(2485Kb)  |  收藏  |  浏览/下载：25/0  |  提交时间：2024/04/07
solitary waves  multiscale analysis and perturbation expansion  fifth-order modified KP equation  G'/G expansion method  conservation laws  
Developing a Data-Driven Transfer Learning Model to Locate Tropical Cyclone Centers on Satellite Infrared Imagery 期刊论文
JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2023, 卷号: 40, 期号: 12, 页码: 1417-1430
作者:  Wang, Chong;  Li, Xiaofeng
Adobe PDF(40204Kb)  |  收藏  |  浏览/下载：19/0  |  提交时间：2024/04/07
Tropical cyclones  Remote sensing  Deep learning