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Signal Enhancement with Variable Span Linear Filters (Hardcover, 1st ed. 2016)
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Signal Enhancement with Variable Span Linear Filters (Hardcover, 1st ed. 2016)
Series: Springer Topics in Signal Processing, 7
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This book introduces readers to the novel concept of variable span
speech enhancement filters, and demonstrates how it can be used for
effective noise reduction in various ways. Further, the book
provides the accompanying Matlab code, allowing readers to easily
implement the main ideas discussed. Variable span filters combine
the ideas of optimal linear filters with those of subspace methods,
as they involve the joint diagonalization of the correlation
matrices of the desired signal and the noise. The book shows how
some well-known filter designs, e.g. the minimum distortion,
maximum signal-to-noise ratio, Wiener, and tradeoff filters
(including their new generalizations) can be obtained using the
variable span filter framework. It then illustrates how the
variable span filters can be applied in various contexts, namely in
single-channel STFT-based enhancement, in multichannel enhancement
in both the time and STFT domains, and, lastly, in time-domain
binaural enhancement. In these contexts, the properties of these
filters are analyzed in terms of their noise reduction capabilities
and desired signal distortion, and the analyses are validated and
further explored in simulations.
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