Simultaneous Referencing in Attosecond Transient Spectroscopy via Application of Predictive Neural Networks

Attosecond Transient Spectroscopy (ATS) enables uncovering ultrafast dynamics in gases, liquids, and solids. This work demonstrates an easily applicable, neural-network based approach that achieves a more than three-fold noise reduction, without relying on suppressing correlated noise nor requiring a modified setup [1].

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Published
2025-06-23
DOI
https://doi.org/10.1109/cleo/europe-eqec65582.2025.11110458
Primary Topic
Mass Spectrometry Techniques and Applications
Type
article
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article

Simultaneous Referencing in Attosecond Transient Spectroscopy via Application of Predictive Neural Networks

L. Gallmann, Sergej Neb, Florence Burri, Marko Hollm
Mass Spectrometry Techniques and Applications
article

Simultaneous Referencing in Attosecond Transient Spectroscopy via Application of Predictive Neural Networks

L. Gallmann, Sergej Neb, Florence Burri, Marko Hollm
article en

Abstract

Attosecond Transient Spectroscopy (ATS) enables uncovering ultrafast dynamics in gases, liquids, and solids. This work demonstrates an easily applicable, neural-network based approach that achieves a more than three-fold noise reduction, without relying on suppressing correlated noise nor requiring a modified setup [1].

ETH Zurich (CH)
Openalex Percentile: Top 80%
Mass Spectrometry Techniques and Applications
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Simultaneous Referencing in Attosecond Transient Spectroscopy via Application of Predictive Neural Networks — L. Gallmann, Sergej Neb, et al. · (2025) | TGRS Research Map | TGRS