Advanced Digital Signal Processing and Noise Reduction
Home > Science, Technology & Agriculture > Electronics and communications engineering > Communications engineering / telecommunications > Signal processing > Advanced Digital Signal Processing and Noise Reduction
Advanced Digital Signal Processing and Noise Reduction

Advanced Digital Signal Processing and Noise Reduction

|
     0     
5
4
3
2
1




Out of Stock


Notify me when this book is in stock
About the Book

Signal processing plays an increasingly central role in the development of modern telecommunication and information processing systems, with a wide range of applications in areas such as multimedia technology, audio visual signal processing, cellular mobile communication, radar systems and financial data forecasting. The theory and application of signal processing deals with the identification, modelling and utilisation of patterns and structures in a signal process. The observation signals are often distorted, incomplete and noisy and hence, noise reduction and the removal of channel distortion is an important part of a signal processing system. "Advanced Digital Signal Processing and Noise Reduction, Third Edition", provides a fully updated and structured presentation of the theory and applications of statistical signal processing and noise reduction methods. Noise is the eternal bane of communications engineers, who are always striving to find new ways to improve the signal to noise ratio in communications systems and this resource will help them with this task. This book features two new chapters on Noise, Distortion and Diversity in Mobile Environments and Noise Reduction Methods for Speech Enhancement over Noisy Mobile Devices. Topics discussed include: probability theory, Bayesian estimation and classification, hidden Markov models, adaptive filters, multi band linear prediction, spectral estimation, and impulsive and transient noise removal. This title explores practical solutions to interpolation of missing signals, echo cancellation, impulsive and transient noise removal, channel equalisation, HMM based signal and noise decomposition. This is an invaluable text for senior undergraduates, postgraduates and researchers in the fields of digital signal processing, telecommunications and statistical data analysis. It will also appeal to engineers in telecommunications and audio and signal processing industries.

Table of Contents:
Preface. Symbols. Abbreviations. 1. INTRODUCTION. 1.1 Signals and Information. 1.2 Signal Processing Methods. 1.3 Applications of Digital Signal Processing. 1.4 Sampling and Analog-to-Digital Conversion. 2. NOISE AND DISTORTION. 2.1 Introduction. 2.2 White Noise. 2.3 Coloured Noise. 2.4 Impulsive Noise. 2.5 Transient Noise Pulses. 2.6 Thermal Noise. 2.7 Shot Noise. 2.8 Electromagnetic Noise. 2.9 Channel Distortions. 2.10 Echo and Multi-path Reflections. 2.11 Modelling Noise. 3. PROBABILITY & INFORMATION MODELS. 3.1 Introduction: Probability and Information Models. 3.2 Random Signals. 3.3 Probability Models. 3.4 Information Models. 3.5 Stationary and Non-Stationary Random Processes. 3.6 Statistics (Expected Values) of a Random Process. 3.7 Some Useful Classes of Random Processes. 3.8 Transformation of a Random Process. 3.9 Summary. 4. BAYESIAN INFERENCE. 4.1 Bayesian Estimation Theory: Basic Definitions. 4.2 Bayesian Estimation. 4.3 The Estimate-Maximise (EM) Method. 4.4 Cramer-Rao Bound on the Minimum Estimator Variance. 4.5 Design of Gaussian Mixture Models. 4.6 Bayesian Classification . 4.7 Modelling the Space of a Random Process. 4.8 Summary . 5. HIDDEN MARKOV MODELS. 5.1 Statistical Models for Non-Stationary Processes. 5.2 Hidden Markov Models. 5.3 Training Hidden Markov Models. 5.4 Decoding of Signals Using Hidden Markov Models. 5.5 HMM In DNA and Protein Sequence. 5.6 HMMs for Modelling Speech and Noise. 5.7 Summary. 6. LEAST SQUARE ERROR FILTERS. 6.1 Least Square Error Estimation: Wiener Filter. 6.2 Block-Data Formulation of the Wiener Filter. 6.3 Interpretation of Wiener Filter as Projection in Vector Space. 6.4 Analysis of the Least Mean Square Error Signal. 6.5 Formulation of Wiener Filters in the Frequency Domain. 6.6 Some Applications of Wiener Filters. 6.7 Implementation of Wiener Filters. 6.8 Summary. 7. ADAPTIVE FILTERS. 7.1 Introduction. 7.2 State-Space Kalman Filters. 7.3 Sample Adaptive Filters. 7.4 Recursive Least Square (RLS) Adaptive Filters. 7.5 The Steepest-Descent Method. 7.6 LMS Filter. 7.7 Summary. 8. LINEAR PREDICTION MODELS. 8.1 Linear Prediction Coding. 8.2 Forward, Backward and Lattice Predictors. 8.3 Short-Term and Long-Term Predictors. 8.4 MAP Estimation of Predictor Coefficients. 8.5 Formant-Tracking LP Models. 8.6 Sub-Band Linear Prediction Model. 8.7 Signal Restoration Using Linear Prediction Models. 8.8 Summary. 9. POWER SPECTRUM AND CORRELATION. 9.1 Power Spectrum and Correlation. 9.2 Fourier Series: Representation of Periodic Signals. 9.3 Fourier Transform: Representation of Aperiodic Signals. 9.4 Non-Parametric Power Spectrum Estimation. 9.5 Model-Based Power Spectrum Estimation. 9.6 High-Resolution Spectral Estimation Based on Subspace Eigen-Analysis. 9.7 Summary. 10. INTERPOLATION. 10.1 Introduction. 10.2 Polynomial Interpolation. 10.3 Model-Based Interpolation. 10.4 Summary. 11. SPECTRAL AMPLITUDE ESTIMATION. 11.1. Introduction. 11.2 Spectral Subtraction. 11.3 Bayesian MMSE Spectral Amplitude Estimation. 11.4 Application to Speech Restoration and Recognition. 11.5 Summary. 12. IMPULSIVE NOISE. 12.1 Impulsive Noise. 12.2 Statistical Models for Impulsive Noise. 12.3 Median Filters. 12.4 Impulsive Noise Removal Using Linear Prediction Models. 12.5 Robust Parameter Estimation. 12.6 Restoration of Archived Gramophone Records. 12.7 Summary. 13. TRANSIENT NOISE PULSES. 13.1 Transient Noise Waveforms. 13.2 Transient Noise Pulse Models. 13.3 Detection of Noise Pulses. 13.4 Removal of Noise Pulse Distortions. 13.5 Summary. 14. ECHO CANCELLATION. 14.1 Introduction: Acoustic and Hybrid Echo. 14.2 Telephone Line Hybrid Echo. 14.3 Hybrid Echo Suppression. 14.4 Adaptive Echo Cancellation. 14.5 Acoustic Echo. 14.6 Sub-Band Acoustic Echo Cancellation. 14.7 Multi-Input Multi-Output (MIMO) Echo Cancellation. 14.8 Summary. 15. CHANNEL EQUALIZATION & BLIND DECONVOLUTION. 15.1 Introduction. 15.2 Blind Equalization Using Channel Input Power Spectrum. 15.3 Equalization Based on Linear Prediction Models. 15.4 Bayesian Blind Deconvolution and Equalization. 15.5 Blind Equalization for Digital Communication Channels. 15.6 Equalization Based on Higher-Order Statistics. 15.7 Summary. 16. SPEECH ENHANCEMENT IN NOISE. 16.1 Introduction.16.2 Single-Input Speech Enhancement Methods. 16.3 Multi-Input Speech Enhancement Methods. 16.4 Speech Distortion Measurements. 17. NOISE IN WIRELESS COMMUNICATION. 17.1 Introduction to Cellular Communication. 17.2 Noise, Capacity and Spectral Efficiency. 17.3 Communication Signal Processing in Mobile Systems. 17.4 Noise and Distortion in Mobile Communication Systems. 17.5 Smart Antennas. 17.6 Summary. Bibliography. Index.


Best Sellers


Product Details
  • ISBN-13: 9780470094969
  • Publisher: John Wiley and Sons Ltd
  • Publisher Imprint: John Wiley & Sons Ltd
  • Height: 252 mm
  • Weight: 1038 gr
  • ISBN-10: 0470094966
  • Publisher Date: 04 May 2006
  • Binding: Other digital
  • Language: English
  • Width: 182 mm


Similar Products

Add Photo
Add Photo

Customer Reviews

REVIEWS      0     
Click Here To Be The First to Review this Product
Advanced Digital Signal Processing and Noise Reduction
John Wiley and Sons Ltd -
Advanced Digital Signal Processing and Noise Reduction
Writing guidlines
We want to publish your review, so please:
  • keep your review on the product. Review's that defame author's character will be rejected.
  • Keep your review focused on the product.
  • Avoid writing about customer service. contact us instead if you have issue requiring immediate attention.
  • Refrain from mentioning competitors or the specific price you paid for the product.
  • Do not include any personally identifiable information, such as full names.

Advanced Digital Signal Processing and Noise Reduction

Required fields are marked with *

Review Title*
Review
    Add Photo Add up to 6 photos
    Would you recommend this product to a friend?
    Tag this Book Read more
    Does your review contain spoilers?
    What type of reader best describes you?
    I agree to the terms & conditions
    You may receive emails regarding this submission. Any emails will include the ability to opt-out of future communications.

    CUSTOMER RATINGS AND REVIEWS AND QUESTIONS AND ANSWERS TERMS OF USE

    These Terms of Use govern your conduct associated with the Customer Ratings and Reviews and/or Questions and Answers service offered by Bookswagon (the "CRR Service").


    By submitting any content to Bookswagon, you guarantee that:
    • You are the sole author and owner of the intellectual property rights in the content;
    • All "moral rights" that you may have in such content have been voluntarily waived by you;
    • All content that you post is accurate;
    • You are at least 13 years old;
    • Use of the content you supply does not violate these Terms of Use and will not cause injury to any person or entity.
    You further agree that you may not submit any content:
    • That is known by you to be false, inaccurate or misleading;
    • That infringes any third party's copyright, patent, trademark, trade secret or other proprietary rights or rights of publicity or privacy;
    • That violates any law, statute, ordinance or regulation (including, but not limited to, those governing, consumer protection, unfair competition, anti-discrimination or false advertising);
    • That is, or may reasonably be considered to be, defamatory, libelous, hateful, racially or religiously biased or offensive, unlawfully threatening or unlawfully harassing to any individual, partnership or corporation;
    • For which you were compensated or granted any consideration by any unapproved third party;
    • That includes any information that references other websites, addresses, email addresses, contact information or phone numbers;
    • That contains any computer viruses, worms or other potentially damaging computer programs or files.
    You agree to indemnify and hold Bookswagon (and its officers, directors, agents, subsidiaries, joint ventures, employees and third-party service providers, including but not limited to Bazaarvoice, Inc.), harmless from all claims, demands, and damages (actual and consequential) of every kind and nature, known and unknown including reasonable attorneys' fees, arising out of a breach of your representations and warranties set forth above, or your violation of any law or the rights of a third party.


    For any content that you submit, you grant Bookswagon a perpetual, irrevocable, royalty-free, transferable right and license to use, copy, modify, delete in its entirety, adapt, publish, translate, create derivative works from and/or sell, transfer, and/or distribute such content and/or incorporate such content into any form, medium or technology throughout the world without compensation to you. Additionally,  Bookswagon may transfer or share any personal information that you submit with its third-party service providers, including but not limited to Bazaarvoice, Inc. in accordance with  Privacy Policy


    All content that you submit may be used at Bookswagon's sole discretion. Bookswagon reserves the right to change, condense, withhold publication, remove or delete any content on Bookswagon's website that Bookswagon deems, in its sole discretion, to violate the content guidelines or any other provision of these Terms of Use.  Bookswagon does not guarantee that you will have any recourse through Bookswagon to edit or delete any content you have submitted. Ratings and written comments are generally posted within two to four business days. However, Bookswagon reserves the right to remove or to refuse to post any submission to the extent authorized by law. You acknowledge that you, not Bookswagon, are responsible for the contents of your submission. None of the content that you submit shall be subject to any obligation of confidence on the part of Bookswagon, its agents, subsidiaries, affiliates, partners or third party service providers (including but not limited to Bazaarvoice, Inc.)and their respective directors, officers and employees.

    Accept

    New Arrivals

    Inspired by your browsing history


    Your review has been submitted!

    You've already reviewed this product!