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You're reading from  Applying Math with Python - Second Edition

Product typeBook
Published inDec 2022
PublisherPackt
ISBN-139781804618370
Edition2nd Edition
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Sam Morley
Sam Morley
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Sam Morley

Sam Morley is an experienced lecturer in mathematics and a researcher in pure mathematics. He is currently a research software engineer at the University of Oxford working on the DataSig project. He was previously a lecturer in mathematics at the University of East Anglia and Nottingham Trent University. His research interests lie in functional analysis, especially Banach algebras. Sam has a firm commitment to providing high-quality, inclusive, and enjoyable teaching, with the aim of inspiring his students and spreading his enthusiasm for mathematics.
Read more about Sam Morley

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Using discrete Fourier transforms for signal processing

One of the most useful tools coming from calculus is the Fourier transform (FT). Roughly speaking, the FT changes the representation, in a reversible way, of certain functions. This change of representation is particularly useful in dealing with signals represented as a function of time. In this instance, the FT takes the signal and represents it as a function of frequency; we might describe this as transforming from signal space to frequency space. This can be used to identify the frequencies present in a signal for identification and other processing. In practice, we will usually have a discrete sample of a signal, so we have to use the discrete Fourier transform (DFT) to perform this kind of analysis. Fortunately, there is a computationally efficient algorithm, called the FFT, for applying the DFT to a sample.

We will follow a common process for filtering a noisy signal using the FFT. The first step is to apply the FFT and...

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Applying Math with Python - Second Edition
Published in: Dec 2022Publisher: PacktISBN-13: 9781804618370

Author (1)

author image
Sam Morley

Sam Morley is an experienced lecturer in mathematics and a researcher in pure mathematics. He is currently a research software engineer at the University of Oxford working on the DataSig project. He was previously a lecturer in mathematics at the University of East Anglia and Nottingham Trent University. His research interests lie in functional analysis, especially Banach algebras. Sam has a firm commitment to providing high-quality, inclusive, and enjoyable teaching, with the aim of inspiring his students and spreading his enthusiasm for mathematics.
Read more about Sam Morley