CNN
Matched-filtering Techniques & Deep Neural Networks
Matched-filtering & Deep Learning Networks
Gravitational-wave signal recognition of LIGO data by deep learning
Introduces a matched-filtering convolutional neural network for gravitational-wave searches in LIGO data. The method combines waveform-informed filters with learned classification and is evaluated on real observations, including the binary-black-hole …
Gravitational-Wave Data Analysis via Deep Learning
Deep Learning Networks & Gravitational Wave Signal Recognization
Deep Learning Networks & Gravitational Wave Signal Recognization
Initial study on the application of deep learning to gravitational-wave data analysis
An early study of deep learning for gravitational-wave data analysis, examining network design, training data, optimization, and signal generalization. It discusses the computational cost and template dependence of matched filtering, alongside the …