UNet-Based Framework for Predicting the Waveform of Laser Pulses of the Front-End System in a Current High-Power Laser Facility

UNet-Based Framework for Predicting the Waveform of Laser Pulses of the Front-End System in a Current High-Power Laser Facility

Performing data mining on large waveform datasets of a high-power laser facility is an important way to achieve precise regulation of a device. However, there are currently issues with missing values, noise, and inconsistency in this database of measuring pulse waveform in a current high-power laser...

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Bibliographic Details
Main Authors: Yuzhen Liao, Xiaoxia Huang, Yuanchao Geng, Qiang Yuan, Dongxia Hu
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Photonics
Subjects:
prediction of laser performance
temporal shape of laser pulses
UNet prediction
data mining
precise regulation
Online Access:https://www.mdpi.com/2304-6732/10/11/1244

Internet

https://www.mdpi.com/2304-6732/10/11/1244

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