May 16 – 18, 2025
College of Management, National Formosa University 國立虎尾科技大學第三校區文理暨管理大樓
Asia/Taipei timezone
The ASROC2025 Program is Now Available!

Noise Subtraction using Machine Learning on the Gravitational Wave Data

May 17, 2025, 4:45 PM
15m
Room CMA0103 (College of Management, National Formosa University)

Room CMA0103

College of Management, National Formosa University

Speaker

Chia-Jui Chou (National Yang Ming Chiao Tung University, Department of Electrophysics, Taiwan)

Description

Now we are in the O4 run of the LIGO-Virgo-KAGRA (LVK) collaboration. Many machine learning techniques are being applied on the detection and data analysis on Gravitational Wave (GW) data. In this talk, I will introduce the current status of the noise subtraction method DeepClean in O4 run and how DeepClean and other machine learning techniques on the detection and parameter estimation of the GW signals of the Compact Binary Coalescence (CBC) events will work together as a whole machine learning pipeline.

Section Cosmology

Primary author

Chia-Jui Chou (National Yang Ming Chiao Tung University, Department of Electrophysics, Taiwan)

Presentation materials

There are no materials yet.