UID:
almafu_9959327296202883
Format:
1 online resource (xxii, 661 pages) :
,
illustrations
Edition:
2nd ed.
ISBN:
9781118142882
,
1118142888
,
9781118142912
,
1118142918
Content:
Helps readers develop an intuitive understanding of audio signal processing Acclaimed for its breadth of coverage as well as its clear, accessible presentation, Speech and Audio Signal Processing examines how machines and humans process audio signals, with an emphasis on speech and music. It begins with basic principles and then explains how these principles set the foundation for a wide range of applications. Moreover, the book is organized into a series of short chapters, offering readers a succinct overview of the range of topics that together represent the current state of knowledge in the field. This Second Edition brings the book fully up to date with the explosive growth in audio processing technology, including the latest advances in digital music processing and distribution. New topics include: . Psychoacoustic audio coding, examining MP3 and related audio coding schemes that are based on the psychoacoustic masking of quantization noise . Music transcription, explaining how notes, beats, and chords can be automatically derived from music signals . Music information retrieval, exploring audio-based genre classification, artist and style identification, and similarity estimation . Audio source separation, describing multi-microphone beamforming, blind source separation, and perception-inspired techniques Throughout the book, the authors present both human and machine strategies for accomplishing audio processing tasks. Readers will discover that, in many cases, human strategies can provide the inspiration for the development of machine strategies. Speech and Audio Signal Processing is recommended for anyone who needs to understand the technologies underlying some of today's most cutting-edge applications, including speech recognition, audio compression, music synthesis, and diarization.
Note:
Front Matter -- Introduction -- Historical Background -- Historical Background. Synthetic Audio: A Brief History -- Speech Analysis and Synthesis Overview -- Brief History of Automatic Speech Recognition -- Speech-Recognition Overview -- Mathematical Background -- Mathematical Background. Digital Signal Processing -- Digital Filters and Discrete Fourier Transform -- Pattern Classification -- Statistical Pattern Classification -- Acoustics -- Acoustics. Wave Basics -- Acoustic Tube Modeling of Speech Production -- Musical Instrument Acoustics -- Room Acoustics -- Auditory Perception -- Auditory Perception. Ear Physiology -- Psychoacoustics -- Models of Pitch Perception -- Speech Perception -- Human Speech Recognition -- Speech Features -- Speech Features. The Auditory System as a Filter Bank -- The Cepstrum as a Spectral Analyzer -- Linear Prediction -- Automatic Speech Recognition -- Automatic Speech Recognition. Feature Extraction for ASR -- Linguistic Categories for Speech Recognition -- Deterministic Sequence Recognition for ASR -- Statistical Sequence Recognition -- Statistical Model Training -- Discriminant Acoustic Probability Estimation -- Acoustic Model Training: Further Topics -- Speech Recognition and Understanding -- Synthesis and Coding -- Synthesis and Coding. Speech Synthesis -- Pitch Detection -- Vocoders -- Low-Rate Vocoders -- Medium-Rate and High-Rate Vocoders -- Perceptual Audio Coding -- Other Applications -- Other Applications. Some Aspects of Computer Music Synthesis -- Music Signal Analysis -- Music Retrieval -- Source Separation -- Speech Transformations -- Speaker Verification -- Speaker Diarization -- Index.
Additional Edition:
Print version: Gold, Bernard. Speech and audio signal processing. Oxford : Wiley-Blackwell, 2011 ISBN 9780470195369
Language:
English
Keywords:
Electronic books.
;
Electronic books.
;
Electronic books.
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118142882
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118142882
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118142882
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