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Machine Learning Based Optimization of Laser-Plasma Accelerators

Machine Learning Based Optimization of Laser-Plasma Accelerators

von Sören Jalas
Hardcover - 9783031880827
181,89 €
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Beschreibung

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.

Details

Verlag Springer International Publishing
Ersterscheinung 10. Juni 2025
Maße 23.5 cm x 15.5 cm
Gewicht 459 Gramm
Format Hardcover
ISBN-13 9783031880827
Seiten 134

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