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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:2/0  |  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:3/0  |  提交时间:2024/04/07
Barrier layer thickness  Particle swarm optimization  Artificial neural networks  Hybrid models  
Understanding the compound marine heatwave and low-chlorophyll extremes in the western Pacific Ocean 期刊论文
FRONTIERS IN MARINE SCIENCE, 2023, 卷号: 10, 页码: 13
作者:  Chen, Qiaojun;  Li, Delei;  Feng, Jianlong;  Zhao, Liang;  Qi, Jifeng;  Yin, Baoshu
Adobe PDF(16555Kb)  |  收藏  |  浏览/下载:2/0  |  提交时间:2024/04/07
western Pacific Ocean  marine heatwaves  low-chlorophyll  compound extreme events  multi-scale variability  climate change  
Meta-learning-based estimation of the barrier layer thickness in the tropical Indian Ocean 期刊论文
ENVIRONMENTAL RESEARCH COMMUNICATIONS, 2023, 卷号: 5, 期号: 9, 页码: 8
作者:  Qi, Jifeng;  Qu, Tangdong;  Yin, Baoshu
收藏  |  浏览/下载:75/0  |  提交时间:2023/11/30
Ocean barrier layer thickness  Indian Ocean  meta-learning  machine learning  
Estimating thermohaline structures in the tropical Indian Ocean from surface parameters using an improved CNN model 期刊论文
FRONTIERS IN MARINE SCIENCE, 2023, 卷号: 10, 页码: 16
作者:  Qi, Jifeng;  Xie, Bowen;  Li, Delei;  Chi, Jianwei;  Yin, Baoshu;  Sun, Guimin
收藏  |  浏览/下载:21/0  |  提交时间:2023/12/13
ocean thermohaline structure  satellite observations  machine learning  CNN  tropical Indian Ocean