Machine Learning Based Optimization of Laser-Plasma Accelerators

Author:   Sören Jalas
Publisher:   Springer International Publishing AG
ISBN:  

9783031880827


Pages:   134
Publication Date:   10 June 2025
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Machine Learning Based Optimization of Laser-Plasma Accelerators


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Overview

This book explores the application of machine learning-based methods, particularly Bayesian optimization, within the realm of laser-plasma accelerators. The book involves the implementation of Bayesian optimization to fine tune the parameters of the lux accelerator, encompassing simulations and real-time experimentation. In combination, the methods presented in this book provide valuable tools for effectively managing the inherent complexity of LPAs, spanning from the design phase in simulations to real-time operation, potentially paving the way for LPAs to cater to a wide array of applications with diverse demands.

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Author:   Sören Jalas
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
ISBN:  

9783031880827


ISBN 10:   303188082
Pages:   134
Publication Date:   10 June 2025
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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