Time-frequency domain for segmentation and classification of non-stationary signals : the Stockwell Transform applied on bio-signals and electric signals /
"Focuses on signal processing algorithms based on the time frequency domain. Original methods and algorithms are presented which are able to extract information from non-stationary signals such as heart sounds and power electric signals. The methods proposed focus on the time-frequency domain,...
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Main Authors: | |
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Group Author: | ; |
Published: |
ISTE ; Wiley,
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Publisher Address: | London : Hoboken, NJ : |
Publication Dates: |
2014. ©2014 |
Literature type: | eBook |
Language: | English |
Series: |
FOCUS Series
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Subjects: | |
Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/9781118908686 |
Summary: |
"Focuses on signal processing algorithms based on the time frequency domain. Original methods and algorithms are presented which are able to extract information from non-stationary signals such as heart sounds and power electric signals. The methods proposed focus on the time-frequency domain, and most notably the Stockwell Transform for the feature extraction process and to identify signatures. For the classification method, the Adaline Neural Network is used and compared with other common classifiers."--Provided by publisher. |
Carrier Form: | 1 online resource (xi, 135 pages) : illustrations. |
Bibliography: | Includes bibliographical references and index. |
ISBN: |
9781118908686 1118908686 9781118908778 1118908775 |
Index Number: | QA76 |
CLC: | TN911.7 |
Contents: | The Need for Time-Frequency Analysis / Ali Moukadem, Djaffar Ould Abdeslam, Alain Dieterlen -- Time-Frequency Analysis:The S-Transform / Ali Moukadem, Djaffar Ould Abdeslam, Alain Dieterlen -- Segmentation and Classification of Heart Sounds Based on the S-Transform / Ali Moukadem, Djaffar Ould Abdeslam, Alain Dieterlen -- Adaline for the Detection of Electrical Events in Electrical Signals / Ali Moukadem, Djaffar Ould Abdeslam, Alain Dieterlen -- FPGA Implementation of the Adaline / Ali Moukadem, Djaffar Ould Abdeslam, Alain Dieterlen. |