Temporal waveform denoising using deep learning for injection laser systems of inertial confinement fusion high-power laser facilities

For the pulse shaping system of the SG-II-up facility, we propose a U-shaped convolutional neural network that integrates multi-scale feature extraction capabilities, an attention mechanism and long short-term memory units, which effectively facilitates real-time denoising of diverse shaping pulses....

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Bibliographic Details
Main Authors: Wei Chen, Xinghua Lu, Wei Fan, Xiaochao Wang
Format: Article
Language:English
Published: Cambridge University Press 2024-01-01
Series:High Power Laser Science and Engineering
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S2095471924000604/type/journal_article
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