Speech Signal Processing Based on Deep Learning in Complex Acoustic  Environments - Xiao-Lei Zhang

Speech Signal Processing Based on Deep Learning in Complex Acoustic Environments

(Autor)

Buch | Softcover
280 Seiten
2024
Elsevier - Health Sciences Division (Verlag)
978-0-443-24856-6 (ISBN)
189,95 inkl. MwSt
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. The book 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.

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

Erscheinungsdatum
Verlagsort Philadelphia
Sprache englisch
Maße 152 x 229 mm
Gewicht 450 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
ISBN-10 0-443-24856-7 / 0443248567
ISBN-13 978-0-443-24856-6 / 9780443248566
Zustand Neuware
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