Fu Principle and Application of Blind Source Separation Technology

1. Auflage 2025
ISBN: 978-981-960022-9
Verlag: Springer Singapore
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, 371 Seiten

Reihe: Intelligent Technologies and Robotics

This book focuses on the principle of blind source separation (BSS) technology and its application in communication signal processing. This book first introduces the basic knowledge of BSS technology, and then introduces the whitening pre-processing algorithm of BSS and the source signal number estimation technology. The principles and implementation steps of various BSS algorithms are introduced in detail, and the simulation results of various algorithms are given. The application examples and experimental results of BSS technology in communication signal processing are given. The detailed derivation and simulation results of BSS algorithm principles are the features of this book, which is especially suitable for readers who are interested in learning BSS technology. The book can benefit researchers, engineers and graduate students in the fields of communications engineering and signal processing.

Zielgruppe

Research

Autoren/Hrsg.

Fu, Weihong

Inhaltsverzeichnis

Proposal and application of blind source separation problem.- Mathematical model and separability condition of blind source separation.- Blind source separation theory basis.- preprocessing technology of blind source separation.- Gradient based overdetermined determined blind source separation algorithm.- Fast ica algorithm for overdetermined determined blind source separation.- Overdetermined determined blind separation algorithm based on joint diagonalization.- Blind source separation technique of overdetermined convolutional mixed.- Estimation of sufficiently sparse underdetermined mixed matrix.- Estimation of insufficiently sparse underdetermined mixed matrix.-source signal recovery algorithm based on compression reconstruction.- Other algorithms for source signal recovery.- The application of bss in communication signal processing.- Measurement experiment for bss of communication signal.

Über Autor(innen)

Dr. Weihong Fu received his bachor degree from communication engineering and Ph.D. degree from information and communication engineering, Xidian University in 2004 and 2007 respectively. Following that, she joined the school of telecommunication engineering, Xidian University, where she served as an associate professor. She was a visiting scholar in Stevens Institute of Technology from July 2014 to July 2015.She won the second prize for Progress in Defense science and Technology. Her research interests include wireless communication, signal processing, deep learning and radar signal processing.