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              <text>Jain, Divya; Tiwari, Vibha; Tiwari, Akshra; Khare, Suyash</text>
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              <text>Time-Frequency Analysis of ECG Signal</text>
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              <text>01-01-2026</text>
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              <text>Time-Frequency Analysis in Biomedical Engineering: Contemporary Methods and Applications;pp.37-58</text>
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              <text>&lt;a href="https://doi.org/10.1201/9781003611448-4" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1201/9781003611448-4&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105037895207?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105037895207?origin=resultslist&lt;/a&gt;</text>
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              <text>Jain D., Oriental College of Technology, Madhya Pradesh, Bhopal, India; Tiwari V., Centre for Artificial Intelligence, Madhav Institute of Technology and Science, Deemed University Gwalior, Madhya Pradesh, India; Tiwari A., School of Sciences, Christ University, Delhi, India; Khare S., Centre for Artificial Intelligence, Madhav Institute of Technology and Science, Deemed University, Gwalior, India</text>
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              <text>Time-frequency analysis (TFA), especially well suited for biomedical applications, is a potent method for deciphering non-stationary signals, where frequency characteristics vary with time. These dynamic signals are too complex for conventional frequency analysis approaches, which calls for sophisticated techniques like the discrete wavelet transform, continuous wavelet transform, and short-time Fourier transform. This research focuses on the uses of TFA techniques in biomedical signal processing and how well they expose transitory phenomena and temporal patterns that are missed by conventional methods. In particular, we look at how TFA is applied to the analysis of electrocardiogram (ECG) signals. The chapter discusses baseline wander, notch filtering, and low-pass filtering as crucial pre-processing techniques for clean ECG readings. Furthermore, we present the symbolic aggregate approximation paradigm for effective data retrieval and storage.  2026 selection and editorial matter, Ganesh R. Naik.</text>
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              <text>CRC Press</text>
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              <text>ISBN: 978-104056627-5; 978-104100745-6;</text>
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              <text>Restricted Access; Hardcopy may be available in the library</text>
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