3/20 12:30 Dr. Chia-Jui Chou (NYCU) Noise Subtraction using Machine Learning on the Gravitational Wave Data (R521, 5F, General Building II, Nat'l Tsing Hua Univ.)

******** CTCD/NTHU HEP Seminar ********

Speaker :Dr. Chia-Jui Chou (NYCU)

Title :Noise Subtraction using Machine Learning on the Gravitational
Wave Data

Time :12:30-13:30, Thursday, 2025/3/20

Place :R521, 5F, General Building II, Nat'l Tsing Hua Univ.

Host : Prof. Po-Yen Tseng (NTHU)

Abstract:
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.