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Key Points A framework merging unsupervised clustering and supervised convolutional neural network (CNN) for lightning classification is developed Clustering of positive polarity energetic lightning radio pulses (>150 kA) identifies three processes: +EIPs (6%–7%), +NBEs, and +CGs CNNs detect 95.2% of manually identified +EIPs with up to 98.7% accuracy, enabling studying EIP‐TGF link with lower peak current (>50 kA)more » « less
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Zhang, Hongbo; Lu, Gaopeng; Lyu, Fanchao; Xiong, Shaolin; Ahmad, Mohd Riduan; Yi, Qibin; Li, Dongshuai; Xian, Tao; Yang, Jing; Liu, Feifan; et al (, Geophysical Research Letters)
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Lyu, Fanchao; Cummer, Steven A.; Krehbiel, Paul R.; Rison, William; Briggs, Michael S.; Cramer, Eric; Roberts, Oliver; Stanbro, Matthew (, Geophysical Research Letters)
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