Math 2.0

Information and communication theory, circuits Definition

Analytic signal

Builds on Hilbert transformLp spaceFourier transform

Definition

Let f∈L2(ℝ)f \in L^2(\R) be real-valued, an element of the L2L^2 space. Let HfHf be its Hilbert transform. The analytic signal of ff is the complex-valued function fa=f+i Hf.f_a = f + i\, Hf.

Remarks

With the Fourier transform f^(ξ)=∫ℝf(x)e−2πixξ dx\hat f(\xi) = \int_\R f(x) e^{-2\pi i x \xi}\, dx, one has Hf^(ξ)=−isgn⁡(ξ)f^(ξ)\widehat{Hf}(\xi) = -i \sgn(\xi) \hat f(\xi), so fa^(ξ)=(1+sgn⁡(ξ))f^(ξ),\widehat{f_a}(\xi) = \big(1 + \sgn(\xi)\big) \hat f(\xi), which is 2f^(ξ)2 \hat f(\xi) for ξ>0\xi > 0 and 00 for ξ<0\xi < 0. Since ff is real, f=Re⁡faf = \operatorname{Re} f_a, and faf_a is determined by ff. One writes fa(t)=A(t)eiϕ(t)f_a(t) = A(t) e^{i\phi(t)} with A=∣fa∣A = \abs{f_a} the instantaneous amplitude and ϕ\phi the instantaneous phase.

Example: f(x)=11+x2f(x) = \frac{1}{1 + x^2}. Its Hilbert transform is x1+x2\frac{x}{1 + x^2}, so fa(x)=1+ix1+x2=11−ix=ix+if_a(x) = \frac{1 + ix}{1 + x^2} = \frac{1}{1 - ix} = \frac{i}{x + i}. The function z↦iz+iz \mapsto \frac{i}{z + i} is holomorphic on the upper half-plane, as the definition predicts.

Non-example: the clause "real-valued" matters. For the complex function g=ix+ig = \frac{i}{x + i} one has Hg=−igHg = -i g, so g+iHg=2g≠gg + i Hg = 2g \ne g, and the real part of g+iHgg + iHg is 2Re⁡g2 \operatorname{Re} g, not Re⁡g\operatorname{Re} g.

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  1. Fourier transform concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Analytic_signal
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Kinddefinition
WritingW0 stub
MSC94A12, 44A15, 42A50
DefinesAnalytic signal
UsesHilbert transform, Lp space, Fourier transform

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