First Full-Event Reconstruction from Imaging Atmospheric Cherenkov Telescope Real Data with Deep Learning

2021 International Conference on Content-Based Multimedia Indexing (CBMI)(2021)

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摘要
The Cherenkov Telescope Array is the future of ground-based gamma-ray astronomy. Its first prototype telescope built on-site, the Large Size Telescope 1, is currently under commissioning and taking its first scientific data. In this paper, we present for the first time the development of a full-event reconstruction based on deep convolutional neural networks and its application to real data. We sh...
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关键词
deep learning,gamma astronomy,multitasking,learning bias,model generalization to real data
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