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Deep learning to estimate ocean subsurface salinity structure in the Indian Ocean using satellite observations 期刊论文
JOURNAL OF OCEANOLOGY AND LIMNOLOGY, 2024, 页码: 13
作者:  Qi, Jifeng;  Sun, Guimin;  Xie, Bowen;  Li, Delei;  Yin, Baoshu
收藏  |  浏览/下载:0/0  |  提交时间:2024/04/07
machine learning  convolutional neural network (CNN)  ocean subsurface salinity structure (OSSS)  Indian Ocean  satellite observations  
Sea Surface Temperature and Marine Heat Wave Predictions in the South China Sea: A 3D U-Net Deep Learning Model Integrating Multi-Source Data 期刊论文
ATMOSPHERE, 2024, 卷号: 15, 期号: 1, 页码: 20
作者:  Xie, Bowen;  Qi, Jifeng;  Yang, Shuguo;  Sun, Guimin;  Feng, Zhongkun;  Yin, Baoshu;  Wang, Wenwu;  Salata, Ferdinando
收藏  |  浏览/下载:1/0  |  提交时间:2024/04/07
sea surface temperature  deep learning  3D U-Net model  marine heat waves  South China Sea  multi-source data  
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:0/0  |  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:1/0  |  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:0/0  |  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:71/0  |  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:18/0  |  提交时间:2023/12/13
ocean thermohaline structure  satellite observations  machine learning  CNN  tropical Indian Ocean  
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:110/0  |  提交时间:2022/11/11
machine learning  ocean subsurface salinity structure  South China Sea  satellite remote sensing data  
Glacier Mass Balance Pattern and Its Variation Mechanism in the West Kunlun Mountains in Tibetan Plateau 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 11, 页码: 16
作者:  Gao, Le;  Yang, Xiaofeng;  Qi, Jifeng;  Chen, Wenfeng
Adobe PDF(18087Kb)  |  收藏  |  浏览/下载:150/0  |  提交时间:2022/07/18
satellite altimetry  glacier elevation change  glacier inner terrain  glacier surging  ice flux divergence  surface mass balance  climate change  
Impacts of El Nino on the South China Sea surface salinity as seen from satellites 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2022, 卷号: 17, 期号: 5, 页码: 9
作者:  Qi, Jifeng;  Du, Yan;  Chi, Jianwei;  Yi, Daling Li;  Li, Delei;  Yin, Baoshu
Adobe PDF(13120Kb)  |  收藏  |  浏览/下载:139/0  |  提交时间:2022/07/18
El Nino  South China Sea  sea surface salinity  interannual variability