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Preface to the Special Issue: AI Applications in Atmospheric and Oceanic Science: Pioneering the Future (Part I)
Zhemin TAN
2024, 41(7): 1279-1280. DOI: 10.1007/s00376-024-4006-0
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Toward a Learnable Climate Model in the Artificial Intelligence Era
Gang HUANG, Ya WANG, Yoo-Geun HAM, Bin MU, Weichen TAO, Chaoyang XIE
2024, 41(7): 1281-1288. DOI: 10.1007/s00376-024-3305-9
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ResoNet: Robust and Explainable ENSO Forecasts with Hybrid Convolution and Transformer Networks
Pumeng LYU, Tao TANG, Fenghua LING, Jing-Jia LUO, Niklas BOERS, Wanli OUYANG, Lei BAI
2024, 41(7): 1289-1298. DOI: 10.1007/s00376-024-3316-6
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Correcting Climate Model Sea Surface Temperature Simulations with Generative Adversarial Networks: Climatology, Interannual Variability, and Extremes
Ya WANG, Gang HUANG, Baoxiang PAN, Pengfei LIN, Niklas BOERS, Weichen TAO, Yutong CHEN, BO LIU, Haijie LI
2024, 41(7): 1299-1312. DOI: 10.1007/s00376-024-3288-6
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Understanding the Low Predictability of the 2015/16 El Niño Event Based on a Deep Learning Model
Tingyu WANG, Ping HUANG, Xianke YANG
2024, 41(7): 1313-1325. DOI: 10.1007/s00376-024-3238-3
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Enhancing Deep Learning Soil Moisture Forecasting Models by Integrating Physics-based Models
Lu LI, Yongjiu DAI, Zhongwang WEI, Wei SHANGGUAN, Nan WEI, Yonggen ZHANG, Qingliang LI, Xian-Xiang LI
2024, 41(7): 1326-1341. DOI: 10.1007/s00376-023-3181-8
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A Deep Learning Approach for Forecasting Thunderstorm Gusts in the Beijing–Tianjin–Hebei Region
Yunqing LIU, Lu YANG, Mingxuan CHEN, Linye SONG, Lei HAN, Jingfeng XU
2024, 41(7): 1342-1363. DOI: 10.1007/s00376-023-3255-7
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ST-LSTM-SA: A New Ocean Sound Velocity Field Prediction Model Based on Deep Learning
Hanxiao YUAN, Yang LIU, Qiuhua TANG, Jie LI, Guanxu CHEN, Wuxu CAI
2024, 41(7): 1364-1378. DOI: 10.1007/s00376-024-3219-6
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Assessments of Data-Driven Deep Learning Models on One-Month Predictions of Pan-Arctic Sea Ice Thickness
Chentao SONG, Jiang ZHU, Xichen LI
2024, 41(7): 1379-1390. DOI: 10.1007/s00376-023-3259-3
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A Physics-informed Deep-learning Intensity Prediction Scheme for Tropical Cyclones over the Western North Pacific
Yitian ZHOU, Ruifen ZHAN, Yuqing WANG, Peiyan CHEN, Zhemin TAN, Zhipeng XIE, Xiuwen NIE
2024, 41(7): 1391-1402. DOI: 10.1007/s00376-024-3282-z
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U-Net Models for Representing Wind Stress Anomalies over the Tropical Pacific and Their Integrations with an Intermediate Coupled Model for ENSO Studies
Shuangying DU, Rong-Hua ZHANG
2024, 41(7): 1403-1416. DOI: 10.1007/s00376-023-3179-2
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Non-crossing Quantile Regression Neural Network as a Calibration Tool for Ensemble Weather Forecasts
Mengmeng SONG, Dazhi YANG, Sebastian LERCH, Xiang’ao XIA, Gokhan Mert YAGLI, Jamie M. BRIGHT, Yanbo SHEN, Bai LIU, Xingli LIU, Martin János MAYER
2024, 41(7): 1417-1437. DOI: 10.1007/s00376-023-3184-5
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Detection of Turbulence Anomalies Using a Symbolic Classifier Algorithm in Airborne Quick Access Record (QAR) Data Analysis
Zibo ZHUANG, Kunyun LIN, Hongying ZHANG, Pak-Wai CHAN
2024, 41(7): 1438-1449. DOI: 10.1007/s00376-024-3195-x
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Machine Learning Analysis of Impact of Western US Fires on Central US Hailstorms
Xinming LIN, Jiwen FAN, Yuwei ZHANG, Z. Jason HOU
2024, 41(7): 1450-1462. DOI: 10.1007/s00376-024-3198-7
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