ChenxiSSS / cdae-eor

EoR Signal Separation with a Convolutional Denoising Autoencoder (CDAE)

EoR Signal Separation with a CDAE

Weitian LI <[e-mail]>

Introduction

This repository holds the code, data, and documentation that are associated with the following paper:

Title: Separating the EoR Signal with a Convolutional Denoising Autoencoder: A Deep-learning-based Method

Authors: Weitian Li, Haiguang Xu, Zhixian Ma, Ruimin Zhu, Dan Hu, Zhenghao Zhu, Junhua Gu, Chenxi Shan, Jie Zhu, Xiang-Ping Wu

Journal: 2019, MNRAS, 485, 2628

arXiv: 1902.09278

Guides

1. Installation
2. Data simulation
3. EoR signal separation with a CDAE
4. Polynomial fitting method
5. Continuous wavelet transform method

License

• The code is distributed under the MIT License.
• The data and documentation are published under the CC BY 4.0 License.