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A Novel Framework of Detecting Convective Initiation Combining Automated Sampling, Machine Learning, and Repeated Model Tuning from Geostationary Satellite Data

机译：一种新颖的检测与自动采样，机器学习和重复模型调整从地静止卫星数据组合的新颖框架

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Daehyeon Han; Juhyun Lee; Jungho Im; Seongmun Sim; Sanggyun Lee; Hyangsun Han;
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年度 2019
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1. Applying machine learning methods to detect convection using Geostationary Operational Environmental Satellite-16 (GOES-16) advanced baseline imager (ABI) data [J] . Lee Yoonjin, Kummerow Christian D., Ebert-Uphoff Imme Atmospheric Measurement Techniques . 2021,第4期

机译：应用机器学习方法使用地静止运营环境卫星-16（GOVE-16）高级基线成像器（ABI）数据检测对流
2. Applying machine learning methods to detect convection using Geostationary Operational Environmental Satellite-16 (GOES-16) advanced baseline imager (ABI) data [J] . Lee Yoonjin, Kummerow Christian D., Ebert-Uphoff Imme Atmospheric Measurement Techniques Discussions . 2021,第4期

机译：应用机器学习方法使用地静止运营环境卫星-16（GOVE-16）高级基线成像器（ABI）数据检测对流
3. Probabilistic 0-1-h Convective Initiation Nowcasts that Combine Geostationary Satellite Observations and Numerical Weather Prediction Model Data [J] . Mecikalski John R., Williams John K., Jewett Christopher P., Journal of Applied Meteorology and Climatology . 2015,第5期

机译：结合对地静止卫星观测和数值天气预报模型数据的概率为0-1h的对流启动临近预报
4. Validation of Convective Initiation and Character Prediction Using Geostationary Operational Environmental Satellites (GOES) Derived Convective Initiation Scores with Radar Derived Winds [C] . Leslie Litten, John Mecikalski, Kristopher Bedka Huntsville Simulation Conference . 2006

机译：利用地球静止运营环境卫星（GUES）与雷达导出的风相源自对流发起和性格预测的验证
5. Detection of lightning initiation using geostationary satellite data [D] . Siewert, Christopher W. 2008

机译：利用对地静止卫星数据检测雷电启动
6. Spatial Assessment of Solar Radiation by Machine Learning and Deep Neural Network Models Using Data Provided by the COMS MI Geostationary Satellite: A Case Study in South Korea [O] . Jong-Min Yeom, Seonyoung Park, Taebyeong Chae, 2019

机译：利用COMS MI对地静止卫星提供的数据通过机器学习和深度神经网络模型对太阳辐射进行空间评估：以韩国为例
7. Applying machine learning methods to detect convection using Geostationary Operational Environmental Satellite-16 (GOES-16) advanced baseline imager (ABI) data [O] . Yoonjin Lee, Christian D. Kummerow, Imme Ebert-Uphoff 2021

机译：应用机器学习方法使用地静止运营环境卫星-16（GOY-16）高级基线成像器（ABI）数据检测对流

A Novel Framework of Detecting Convective Initiation Combining Automated Sampling, Machine Learning, and Repeated Model Tuning from Geostationary Satellite Data

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