Speech Signal Processing Based on Deep Learning in Complex Acoustic Environments

Xiao-Lei Zhang (Autor)

Buch | Softcover

400 Seiten

2024
Elsevier - Health Sciences Division (Verlag)
978-0-443-24856-6 (ISBN)

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Speech Signal Processing Based on Deep Learning in Complex Acoustic Environments provides a detailed discussion of deep learning-based robust speech processing and its applications. It begins by looking at the basics of deep learning and common deep network models, followed by front-end algorithms for deep learning-based speech denoising, speech detection, single-channel speech enhancement multi-channel speech enhancement, multi-speaker speech separation, and the applications of deep learning-based speech denoising in speaker verification and speech recognition. The book particularly emphasizes modern deep learning-based techniques for speaker verification and speech recognition, including their foundations and cutting-edge technologies.

Xiao-Lei Zhang received his Ph.D. degree with honors from Tsinghua University, China, in 2012. He was a postdoctoral researcher with the Department of Electronic Engineering at Tsinghua University from 2012 to 2014. He was a visiting scholar at The Ohio State University, USA, from 2013 to 2014 and a postdoctoral researcher with the Department of Computer Science and Engineering, The Ohio State University, from 2014 to 2016. Since 2016 he has been a full professor at the Northwestern Polytechnical University, Xi'an, China. His research interests are the topics in speech processing, machine learning, statistical signal processing, and artificial intelligence.

1. Introduction
2. Fundamentals of Deep Learning
3. Voice Activity Detection
4. Single-Channel Speech Enhancement
5. Multi-Channel Speech Enhancement
6. Multi-Speaker Speech Separation
7. Speaker Recognition
8. Speech Recognition

Erscheint lt. Verlag	1.11.2024
Verlagsort	Philadelphia
Sprache	englisch
Maße	152 x 229 mm
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
ISBN-10	0-443-24856-7 / 0443248567
ISBN-13	978-0-443-24856-6 / 9780443248566
Zustand	Neuware