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Predictability Study of Weather and Climate Events Related to Artificial Intelligence Models
Mu MU, Bo QIN, Guokun DAI
2025, 42(1): 1-8. DOI: 10.1007/s00376-024-4372-7
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TianXing: A Linear Complexity Transformer Model with Explicit Attention Decay for Global Weather Forecasting
Shijin YUAN, Guansong WANG, Bin MU, Feifan ZHOU
2025, 42(1): 9-25. DOI: 10.1007/s00376-024-3313-9
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Improving the Seasonal Forecast of Summer Precipitation in Southeastern China Using a CycleGAN-based Deep Learning Bias Correction Method
Song YANG, Fenghua LING, Jing-Jia LUO, Lei BAI
2025, 42(1): 26-35. DOI: 10.1007/s00376-024-4003-3
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A Machine Learning-Based Observational Constraint Correction Method for Seasonal Precipitation Prediction
Bofei ZHANG, Haipeng YU, Zeyong HU, Ping YUE, Zunye TANG, Hongyu LUO, Guantian WANG, Shanling CHENG
2025, 42(1): 36-52. DOI: 10.1007/s00376-024-4191-x
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Unsupervised Meteorological Downscaling Based on Dual Learning and Subgrid-scale Auxiliary Information
Jing HU, Jialing MU, Xiaomeng HUANG, Xi WU
2025, 42(1): 53-66. DOI: 10.1007/s00376-024-3336-2
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A Generative Adversarial Network with an Attention Spatiotemporal Mechanism for Tropical Cyclone Forecasts
Xiaohui LI, Xinhai HAN, Jingsong YANG, Jiuke WANG, Guoqi HAN, Jun DING, Hui SHEN, Jun YAN
2025, 42(1): 67-78. DOI: 10.1007/s00376-024-3243-6
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Vision Transformer for Extracting Tropical Cyclone Intensity from Satellite Images
Ye TIAN, Wen ZHOU, Paxson K. Y. CHEUNG, Zhenchen LIU
2025, 42(1): 79-93. DOI: 10.1007/s00376-024-3191-1
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Joint Retrieval of PM2.5 Concentration and Aerosol Optical Depth over China Using Multi-Task Learning on FY-4A AGRI
Bo LI, Disong FU, Ling YANG, Xuehua FAN, Dazhi YANG, Hongrong SHI, Xiang’ao XIA
2025, 42(1): 94-110. DOI: 10.1007/s00376-024-3222-y
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Short-Term Rolling Prediction of Tropical Cyclone Intensity Based on Multi-Task Learning with Fusion of Deviation-Angle Variance and Satellite Imagery
Wei TIAN, Ping SONG, Yuanyuan CHEN, Yonghong ZHANG, Liguang WU, Haikun ZHAO, Kenny Thiam Choy LIM KAM SIAN, Chunyi XIANG
2025, 42(1): 111-128. DOI: 10.1007/s00376-024-3301-0
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Regional Storm Surge Forecast Method Based on a Neural Network and the Coupled ADCIRC-SWAN Model
Yuan SUN, Po HU, Shuiqing LI, Dongxue MO, Yijun HOU
2025, 42(1): 129-145. DOI: 10.1007/s00376-024-3306-8
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TGNet: Intelligent Identification of Thunderstorm Wind Gusts Using Multimodal Fusion
Xiaowen ZHANG, Yongguang ZHENG, Hengde ZHANG, Jie SHENG, Bingjian LU, Shuo FENG
2025, 42(1): 146-164. DOI: 10.1007/s00376-024-3308-6
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Physically Constrained Adaptive Deep Learning for Ocean Vertical-Mixing Parameterization
Junjie FANG, Xiaojie LI, Jin LI, Zhanao HUANG, Yongqiang YU, Xiaomeng HUANG, Xi WU
2025, 42(1): 165-177. DOI: 10.1007/s00376-024-3246-3
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How Do Deep Learning Forecasting Models Perform for Surface Variables in the South China Sea Compared to Operational Oceanography Forecasting Systems?
Ziqing ZU, Jiangjiang XIA, Xueming ZHU, Marie DREVILLON, Huier MO, Xiao LOU, Qian ZHOU, Yunfei ZHANG, Qing YANG
2025, 42(1): 178-189. DOI: 10.1007/s00376-024-3264-1
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Identifying Three Shapes of Potential Vorticity Streamers Using Mask R-CNN
Luqiang HAO, Zuowei XIE, Yuanfa GONG, Jinfang YIN
2025, 42(1): 190-203. DOI: 10.1007/s00376-024-3266-z
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Subsurface Temperature and Salinity Structures Inversion Using a Stacking-Based Fusion Model from Satellite Observations in the South China Sea
Can LUO, Mengya HUANG, Shoude GUAN, Wei ZHAO, Fengbin TIAN, Yuan YANG
2025, 42(1): 204-220. DOI: 10.1007/s00376-024-3312-x
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AI-based Correction of Wave Forecasts Using the Transformer-enhanced UNet Model
Yanzhao CAO, Shouwen ZHANG, Guannan LV, Mengchao YU, Bo AI
2025, 42(1): 221-231. DOI: 10.1007/s00376-024-3319-3
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Convolutional Graph Neural Network with Novel Loss Strategies for Daily Temperature and Precipitation Statistical Downscaling over South China
Wenjie YAN, Shengjun LIU, Yulin ZOU, Xinru LIU, Diyao WEN, Yamin HU, Dangfu YANG, Jiehong XIE, Liang ZHAO
2025, 42(1): 232-247. DOI: 10.1007/s00376-024-3347-z
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