Gravitational Waves

Strong Gravitational Lensing of Gravitational Waves: A Review

The first successful detection of gravitational waves (GWs) opened up a new window to study a realm of the most violent phenomena in the universe, such as coalescences of binary black holes (BH–BH), binary neutron stars (NS–NS), and mixed …

机器学习在引力波数据处理中的应用

东北大学引力波宇宙学与射电天文学研究中心青年学者研讨会 - 特邀报告

Machine Learning in Gravitational Wave Data Analysis

Poster: https://ictp-ap.org/event/60

Gravitational Waves Astronomy and Beyond

A list of _general_ and nice review articles, chapters, tutorials, blog posts and sort of materials related to Gravitational Waves Astronomy.

First machine learning gravitational-wave search mock data challenge

We present the results of the first Machine Learning Gravitational-Wave Search Mock Data Challenge (MLGWSC-1). For this challenge, participating groups had to identify gravitational-wave signals from binary black hole mergers of increasing complexity …

Deep neural networks & Gravitational-wave signal recognization

Exploring Gravitational-Wave Detection & Parameter Inference using Deep Learning

Ensemble of deep convolutional neural networks for real-time gravitational wave signal recognition

With the rapid development of deep learning technology, more and more researchers apply it to gravitational wave (GW) data analysis. Previous studies focused on a single deep learning model. In this paper we design an ensemble algorithm combining a …

Exploring Gravitational-Wave Detection and Parameter Inference using Deep Learning

Sampling with prior knowledge for high-dimensional gravitational wave data analysis

Extracting knowledge from high-dimensional data has been notoriously difficult, primarily due to the so-called "curse of dimensionality" and the complex joint distributions of these dimensions. This is a particularly profound issue for …