Methods of Optimizing Speech Enhancement for Hearing Applications

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (114 download)

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Book Synopsis Methods of Optimizing Speech Enhancement for Hearing Applications by : Fangqi Liu

Download or read book Methods of Optimizing Speech Enhancement for Hearing Applications written by Fangqi Liu and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Speech Enhancement Techniques for Digital Hearing Aids

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Author :
Publisher : Springer
ISBN 13 : 3319968211
Total Pages : 162 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Speech Enhancement Techniques for Digital Hearing Aids by : Komal R. Borisagar

Download or read book Speech Enhancement Techniques for Digital Hearing Aids written by Komal R. Borisagar and published by Springer. This book was released on 2018-11-15 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt: ​This book provides various speech enhancement algorithms for digital hearing aids. It covers information on noise signals extracted from silences of speech signal. The description of the algorithm used for this purpose is also provided. Different types of adaptive filters such as Least Mean Squares (LMS), Normalized LMS (NLMS) and Recursive Lease Squares (RLS) are described for noise reduction in the speech signals. Different types of noises are taken to generate noisy speech signals, and therefore information on various noises signals is provided. The comparative performance of various adaptive filters for noise reduction in speech signals is also described. In addition, the book provides a speech enhancement technique using adaptive filtering and necessary frequency strength enhancement using wavelet transform as per the requirement of audiogram for digital hearing aids. Presents speech enhancement techniques for improving performance of digital hearing aids; Covers various types of adaptive filters and their advantages and limitations; Provides a hybrid speech enhancement technique using wavelet transform and adaptive filters.

Audio Source Separation and Speech Enhancement

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Publisher : John Wiley & Sons
ISBN 13 : 1119279887
Total Pages : 506 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Audio Source Separation and Speech Enhancement by : Emmanuel Vincent

Download or read book Audio Source Separation and Speech Enhancement written by Emmanuel Vincent and published by John Wiley & Sons. This book was released on 2018-07-24 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn the technology behind hearing aids, Siri, and Echo Audio source separation and speech enhancement aim to extract one or more source signals of interest from an audio recording involving several sound sources. These technologies are among the most studied in audio signal processing today and bear a critical role in the success of hearing aids, hands-free phones, voice command and other noise-robust audio analysis systems, and music post-production software. Research on this topic has followed three convergent paths, starting with sensor array processing, computational auditory scene analysis, and machine learning based approaches such as independent component analysis, respectively. This book is the first one to provide a comprehensive overview by presenting the common foundations and the differences between these techniques in a unified setting. Key features: Consolidated perspective on audio source separation and speech enhancement. Both historical perspective and latest advances in the field, e.g. deep neural networks. Diverse disciplines: array processing, machine learning, and statistical signal processing. Covers the most important techniques for both single-channel and multichannel processing. This book provides both introductory and advanced material suitable for people with basic knowledge of signal processing and machine learning. Thanks to its comprehensiveness, it will help students select a promising research track, researchers leverage the acquired cross-domain knowledge to design improved techniques, and engineers and developers choose the right technology for their target application scenario. It will also be useful for practitioners from other fields (e.g., acoustics, multimedia, phonetics, and musicology) willing to exploit audio source separation or speech enhancement as pre-processing tools for their own needs.

Metaheuristic Applications to Speech Enhancement

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Publisher : Springer
ISBN 13 : 9783319316819
Total Pages : 0 pages
Book Rating : 4.3/5 (168 download)

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Book Synopsis Metaheuristic Applications to Speech Enhancement by : Prajna Kunche

Download or read book Metaheuristic Applications to Speech Enhancement written by Prajna Kunche and published by Springer. This book was released on 2016-04-21 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as a basic reference for those interested in the application of metaheuristics to speech enhancement. The major goal of the book is to explain the basic concepts of optimization methods and their use in heuristic optimization in speech enhancement to scientists, practicing engineers, and academic researchers in speech processing. The authors discuss why it has been a challenging problem for researchers to develop new enhancement algorithms that aid in the quality and intelligibility of degraded speech. They present powerful optimization methods to speech enhancement that can help to solve the noise reduction problems. Readers will be able to understand the fundamentals of speech processing as well as the optimization techniques, how the speech enhancement algorithms are implemented by utilizing optimization methods, and will be given the tools to develop new algorithms. The authors also provide a comprehensive literature survey regarding the topic.

Speech Enhancement

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540240396
Total Pages : 432 pages
Book Rating : 4.2/5 (43 download)

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Book Synopsis Speech Enhancement by : Shoji Makino

Download or read book Speech Enhancement written by Shoji Makino and published by Springer Science & Business Media. This book was released on 2005-03-17 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: We live in a noisy world! In all applications (telecommunications, hands-free communications, recording, human-machine interfaces, etc) that require at least one microphone, the signal of interest is usually contaminated by noise and reverberation. As a result, the microphone signal has to be "cleaned" with digital signal processing tools before it is played out, transmitted, or stored. This book is about speech enhancement. Different well-known and state-of-the-art methods for noise reduction, with one or multiple microphones, are discussed. By speech enhancement, we mean not only noise reduction but also dereverberation and separation of independent signals. These topics are also covered in this book. However, the general emphasis is on noise reduction because of the large number of applications that can benefit from this technology. The goal of this book is to provide a strong reference for researchers, engineers, and graduate students who are interested in the problem of signal and speech enhancement. To do so, we invited well-known experts to contribute chapters covering the state of the art in this focused field.

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement

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Author :
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1627051449
Total Pages : 84 pages
Book Rating : 4.6/5 (27 download)

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Book Synopsis DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement by : Richard C. Hendriks

Download or read book DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement written by Richard C. Hendriks and published by Morgan & Claypool Publishers. This book was released on 2013-01-01 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: As speech processing devices like mobile phones, voice controlled devices, and hearing aids have increased in popularity, people expect them to work anywhere and at any time without user intervention. However, the presence of acoustical disturbances limits the use of these applications, degrades their performance, or causes the user difficulties in understanding the conversation or appreciating the device. A common way to reduce the effects of such disturbances is through the use of single-microphone noise reduction algorithms for speech enhancement. The field of single-microphone noise reduction for speech enhancement comprises a history of more than 30 years of research. In this survey, we wish to demonstrate the significant advances that have been made during the last decade in the field of discrete Fourier transform domain-based single-channel noise reduction for speech enhancement.Furthermore, our goal is to provide a concise description of a state-of-the-art speech enhancement system, and demonstrate the relative importance of the various building blocks of such a system. This allows the non-expert DSP practitioner to judge the relevance of each building block and to implement a close-to-optimal enhancement system for the particular application at hand. Table of Contents: Introduction / Single Channel Speech Enhancement: General Principles / DFT-Based Speech Enhancement Methods: Signal Model and Notation / Speech DFT Estimators / Speech Presence Probability Estimation / Noise PSD Estimation / Speech PSD Estimation / Performance Evaluation Methods / Simulation Experiments with Single-Channel Enhancement Systems / Future Directions

Speech Processing

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Publisher : CRC Press
ISBN 13 : 1482276232
Total Pages : 752 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Speech Processing by : Li Deng

Download or read book Speech Processing written by Li Deng and published by CRC Press. This book was released on 2018-10-03 with total page 752 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on years of instruction and field expertise, this volume offers the necessary tools to understand all scientific, computational, and technological aspects of speech processing. The book emphasizes mathematical abstraction, the dynamics of the speech process, and the engineering optimization practices that promote effective problem solving in this area of research and covers many years of the authors' personal research on speech processing. Speech Processing helps build valuable analytical skills to help meet future challenges in scientific and technological advances in the field and considers the complex transition from human speech processing to computer speech processing.

Metaheuristic Applications to Speech Enhancement

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Publisher : Springer
ISBN 13 : 3319316834
Total Pages : 126 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Metaheuristic Applications to Speech Enhancement by : Prajna Kunche

Download or read book Metaheuristic Applications to Speech Enhancement written by Prajna Kunche and published by Springer. This book was released on 2016-04-12 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as a basic reference for those interested in the application of metaheuristics to speech enhancement. The major goal of the book is to explain the basic concepts of optimization methods and their use in heuristic optimization in speech enhancement to scientists, practicing engineers, and academic researchers in speech processing. The authors discuss why it has been a challenging problem for researchers to develop new enhancement algorithms that aid in the quality and intelligibility of degraded speech. They present powerful optimization methods to speech enhancement that can help to solve the noise reduction problems. Readers will be able to understand the fundamentals of speech processing as well as the optimization techniques, how the speech enhancement algorithms are implemented by utilizing optimization methods, and will be given the tools to develop new algorithms. The authors also provide a comprehensive literature survey regarding the topic.

Noise Reduction in Speech Applications

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Publisher : CRC Press
ISBN 13 : 1420041266
Total Pages : 427 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Noise Reduction in Speech Applications by : Gillian M. Davis

Download or read book Noise Reduction in Speech Applications written by Gillian M. Davis and published by CRC Press. This book was released on 2018-10-03 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: Noise and distortion that degrade the quality of speech signals can come from any number of sources. The technology and techniques for dealing with noise are almost as numerous, but it is only recently, with the development of inexpensive digital signal processing hardware, that the implementation of the technology has become practical. Noise Reduction in Speech Applications provides a comprehensive introduction to modern techniques for removing or reducing background noise from a range of speech-related applications. Self-contained, it starts with a tutorial-style chapter of background material, then focuses on system aspects, digital algorithms, and implementation. The final section explores a variety of applications and demonstrates to potential users of the technology the results possible with the noise reduction techniques presented. The book offers chapters contributed by international experts, a practical, systems approach, and numerous references. For electrical, acoustics, signal processing, communications, and bioengineers, Noise Reduction in Speech Applications is a valuable resource that shows you how to decide whether noise reduction will solve problems in your own systems and how to make the best use of the technologies available.

Speech Enhancement

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Publisher : Elsevier
ISBN 13 : 0128002530
Total Pages : 143 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Speech Enhancement by : Jacob Benesty

Download or read book Speech Enhancement written by Jacob Benesty and published by Elsevier. This book was released on 2014-01-04 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt: Speech enhancement is a classical problem in signal processing, yet still largely unsolved. Two of the conventional approaches for solving this problem are linear filtering, like the classical Wiener filter, and subspace methods. These approaches have traditionally been treated as different classes of methods and have been introduced in somewhat different contexts. Linear filtering methods originate in stochastic processes, while subspace methods have largely been based on developments in numerical linear algebra and matrix approximation theory. This book bridges the gap between these two classes of methods by showing how the ideas behind subspace methods can be incorporated into traditional linear filtering. In the context of subspace methods, the enhancement problem can then be seen as a classical linear filter design problem. This means that various solutions can more easily be compared and their performance bounded and assessed in terms of noise reduction and speech distortion. The book shows how various filter designs can be obtained in this framework, including the maximum SNR, Wiener, LCMV, and MVDR filters, and how these can be applied in various contexts, like in single-channel and multichannel speech enhancement, and in both the time and frequency domains. - First short book treating subspace approaches in a unified way for time and frequency domains, single-channel, multichannel, as well as binaural, speech enhancement - Bridges the gap between optimal filtering methods and subspace approaches - Includes original presentation of subspace methods from different perspectives

Multi-channel Speech Enhancement by Regularized Optimization

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Publisher :
ISBN 13 : 9781267454515
Total Pages : 123 pages
Book Rating : 4.4/5 (545 download)

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Book Synopsis Multi-channel Speech Enhancement by Regularized Optimization by : Meng Yu

Download or read book Multi-channel Speech Enhancement by Regularized Optimization written by Meng Yu and published by . This book was released on 2012 with total page 123 pages. Available in PDF, EPUB and Kindle. Book excerpt: Speech enhancement aims to eliminate noise and unexpected interferences that degrade speech quality and intelligibility in realistic listening situations. It is an indispensible technique in telecommunication and assistive listening devices such as hands-free mobile phones and hearing aids. Though a lot of research has been done in this area, only a limited number of methods can be eective in both real time and real world conditions. Diculties include noise types (incoherent, coherent, diuse), a-priori unknown number of noise sources, mobility of source locations, room reverberations, and non-stationarity. In this thesis, we focus on speech enhancement by suppressing coherent noise and reverberation. Classical speech enhancement methods rely on data from a single microphone. Spectral estimation methods, such as spectral subtraction, Wiener ltering and subspace method, are most widely used. In recent years, microphone array techniques have been developed and recognized as more powerful and promising solutions. Crosschannel cancellation is incorporated in the thesis to resolve the spatial dierence between channels, which helps to blindly identify channel impulse responses and forms the constraints between channels as well. L1 regularized minimization framework is incorporated to speech signal processing, with the regularization applied on channel impulse responses and speech spectrogram, respectively. The over-tting problem in the lter and spectrogram estimation is overcome by the sparsity regularization. Split Bregman method is used to derive the updating rules for speech enhancement in the time domain, while in the spectral domain non-negativity is applied on the spectrogram magnitude of speech signal and impulse response. Therefore, the proposed speech dereverberation method is solved under a constrained non-negative matrix factorization framework (NMF) in the spectrogram magnitude domain. The thesis is organized as follows. In chapter 1, the mathematical frameworks on L1 minimization and NMF are introduced, respectively. Under l1 minimization framework, chapter 2, 3 and 4 present the convex speech enhancement model, musical noise reduction and overlapping speech detection method, respectively. The multichannel speech dereverberation method is presented in chapter 5 under a constrained NMF framework. The thesis is concluded in chapter 6.

Real-time Speech Processing Algorithms for Smartphone Based Hearing Aid Applications

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (128 download)

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Book Synopsis Real-time Speech Processing Algorithms for Smartphone Based Hearing Aid Applications by : Gautam Shreedhar Bhat

Download or read book Real-time Speech Processing Algorithms for Smartphone Based Hearing Aid Applications written by Gautam Shreedhar Bhat and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Signal processing algorithms are extensively used in hearing aid applications to improve the quality and intelligibility of speech. The hearing aid device (HAD) signal processing pipeline consists of several key modules that help to improve the perception for hearing-impaired listeners. In this dissertation, novel speech processing algorithms have been proposed that can be used in smartphone-based hearing aid (HA) setup. Every chapter of this dissertation concentrates on the individual modules of the signal processing pipeline in HADs. The first algorithm is developed for speech enhancement (SE) to suppress the background noise. A voice activity detector (VAD) to classify the incoming signal into speech or noise is developed. Signal enhancement techniques like blind source separation and dereverberation are developed. The algorithms are developed using conventional and supervised learning techniques. Objective and subjective evaluations are conducted for each of the proposed techniques to show substantial improvements in speech quality and intelligibility.

DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement

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Publisher : Springer
ISBN 13 : 9783031014369
Total Pages : 70 pages
Book Rating : 4.0/5 (143 download)

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Book Synopsis DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement by : Richard C. Hendriks

Download or read book DFT-Domain Based Single-Microphone Noise Reduction for Speech Enhancement written by Richard C. Hendriks and published by Springer. This book was released on 2013-02-11 with total page 70 pages. Available in PDF, EPUB and Kindle. Book excerpt: As speech processing devices like mobile phones, voice controlled devices, and hearing aids have increased in popularity, people expect them to work anywhere and at any time without user intervention. However, the presence of acoustical disturbances limits the use of these applications, degrades their performance, or causes the user difficulties in understanding the conversation or appreciating the device. A common way to reduce the effects of such disturbances is through the use of single-microphone noise reduction algorithms for speech enhancement. The field of single-microphone noise reduction for speech enhancement comprises a history of more than 30 years of research. In this survey, we wish to demonstrate the significant advances that have been made during the last decade in the field of discrete Fourier transform domain-based single-channel noise reduction for speech enhancement.Furthermore, our goal is to provide a concise description of a state-of-the-art speech enhancement system, and demonstrate the relative importance of the various building blocks of such a system. This allows the non-expert DSP practitioner to judge the relevance of each building block and to implement a close-to-optimal enhancement system for the particular application at hand. Table of Contents: Introduction / Single Channel Speech Enhancement: General Principles / DFT-Based Speech Enhancement Methods: Signal Model and Notation / Speech DFT Estimators / Speech Presence Probability Estimation / Noise PSD Estimation / Speech PSD Estimation / Performance Evaluation Methods / Simulation Experiments with Single-Channel Enhancement Systems / Future Directions

Speech Enhancement

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Author :
Publisher : CRC Press
ISBN 13 : 1466599227
Total Pages : 715 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Speech Enhancement by : Philipos C. Loizou

Download or read book Speech Enhancement written by Philipos C. Loizou and published by CRC Press. This book was released on 2013-02-25 with total page 715 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the proliferation of mobile devices and hearing devices, including hearing aids and cochlear implants, there is a growing and pressing need to design algorithms that can improve speech intelligibility without sacrificing quality. Responding to this need, Speech Enhancement: Theory and Practice, Second Edition introduces readers to the basic pr

Speech Enhancement

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Publisher : CRC Press
ISBN 13 : 1466504226
Total Pages : 711 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Speech Enhancement by : Philipos C. Loizou

Download or read book Speech Enhancement written by Philipos C. Loizou and published by CRC Press. This book was released on 2013-02-25 with total page 711 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the proliferation of mobile devices and hearing devices, including hearing aids and cochlear implants, there is a growing and pressing need to design algorithms that can improve speech intelligibility without sacrificing quality. Responding to this need, Speech Enhancement: Theory and Practice, Second Edition introduces readers to the basic pr

ICCCE 2021

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Publisher : Springer Nature
ISBN 13 : 9811679851
Total Pages : 1229 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis ICCCE 2021 by : Amit Kumar

Download or read book ICCCE 2021 written by Amit Kumar and published by Springer Nature. This book was released on 2022-05-15 with total page 1229 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of research articles presented at the 4th International Conference on Communications and Cyber-Physical Engineering (ICCCE 2021), held on April 9 and 10, 2021, at CMR Engineering College, Hyderabad, India. ICCCE is one of the most prestigious conferences conceptualized in the field of networking and communication technology offering in-depth information on the latest developments in voice, data, image, and multimedia. Discussing the latest developments in voice and data communication engineering, cyber-physical systems, network science, communication software, image, and multimedia processing research and applications, as well as communication technologies and other related technologies, it includes contributions from both academia and industry. This book is a valuable resource for scientists, research scholars, and PG students working to formulate their research ideas and find the future directions in these areas. Further, it may serve as a reference work to understand the latest engineering and technologies used by practicing engineers in the field of communication engineering.

Speech Enhancement

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Publisher : Springer Science & Business Media
ISBN 13 : 3540274898
Total Pages : 416 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Speech Enhancement by : Jacob Benesty

Download or read book Speech Enhancement written by Jacob Benesty and published by Springer Science & Business Media. This book was released on 2006-03-30 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: A strong reference on the problem of signal and speech enhancement, describing the newest developments in this exciting field. The general emphasis is on noise reduction, because of the large number of applications that can benefit from this technology.