Cuoco Gravitational Wave Science with Machine Learning

Gravitational Wave Science with Machine Learning

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Beschreibung

This book highlights the state of the art of machine learning applied to the science of gravitational waves. The main topics of the book range from the search for astrophysical gravitational wave signals to noise suppression techniques and control systems using machine learning-based algorithms. During the four years of work in the COST Action CA17137-A network for Gravitational Waves, Geophysics and Machine Learning (G2net), the collaboration produced several original publications as well as tutorials and lectures in the training schools we organized. The book encapsulates the immense amount of finding and achievements.

It is a timely reference for young researchers approaching the analysis of data from gravitational wave experiments, with alternative approaches based on the use of artificial intelligence techniques.


This book highlights the state of the art of machine learning applied to the science of gravitational waves. The main topics of the book range from the search for astrophysical gravitational wave signals to noise suppression techniques and control systems using machine learning-based algorithms. During the four years of work in the COST Action CA17137-A network for Gravitational Waves, Geophysics and Machine Learning (G2net), the collaboration produced several original publications as well as tutorials and lectures in the training schools we organized. The book encapsulates the immense amount of finding and achievements.

It is a timely reference for young researchers approaching the analysis of data from gravitational wave experiments, with alternative approaches based on the use of artificial intelligence techniques.


Provide a timely reference for young researchers approaching the analysis of data from gravitational wave experiments Summarizes work done in COST Action 17137-A network for Gravitational Waves, Geophysics, and Machine Learning Highlights the state of the art of machine learning applied to the science of gravitational waves

Autor*in

Elena Cuoco

Themen in »Gravitational Wave Science with Machine Learning«

Early Warning Control System Detector Characterization Signal Processing Gravitational Waves Machine Learning

Stimmen zu »Gravitational Wave Science with Machine Learning«

Details

ISBN: 9789819617364
Verlag: Springer Singapore
Erscheinung: 12.04.2025

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