7–12 May 2023
Venice, Italy
Europe/Zurich timezone

Parallel prediction of beam spot with neural networks and PCA at TTX

WEPA109
10 May 2023, 16:30
2h
Salone Adriatico

Salone Adriatico

Poster Presentation MC5.D13: Machine Learning Wednesday Poster Session

Speakers

Chuangye Song (Tsinghua University in Beijing) Shaohong Gu (Tsinghua University in Beijing)

Description

At TTX, we try to use machine learning to give the virtual detection of the beam spot. The prediction of beam spot is difficult when the dimension becomes larger. We try to use PCA to make it smaller and use Neural networks to predict it. However, the weight of different dimension varies widely. We predict them parallel and get good results with easy neural networks.

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Primary author

Shaohong Gu (Tsinghua University in Beijing)

Co-authors

Chuangye Song (Tsinghua University in Beijing) Wenhui Huang (Tsinghua University in Beijing)

Presentation materials

There are no materials yet.