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Popular understanding of time domain sampling and frequency domain continuation
2022-06-12 08:43:00 【ZEERO~】
Talk about continuous signals x a ( t ) x_{a}(t) xa(t) And impulse string signal p s ( t ) p_{s}(t) ps(t) Multiply , The discrete-time signal can be obtained x ( n ) x(n) x(n), therefore , There is a formula :
x ( n ) = x a ( t ) ∣ t = n T s = x a ( t ) p s ( t ) = x a ( t ) ∑ n = − ∞ ∞ δ ( t − n T s ) x(n)=x_{a}(t) |_{t=nT_{s}}=x_{a}(t)p_{s}(t)=x_{a}(t)\sum_{n=-\infty}^{\infty}\delta(t-nT_{s}) x(n)=xa(t)∣t=nTs=xa(t)ps(t)=xa(t)n=−∞∑∞δ(t−nTs)
The sampling period is T s T_{s} Ts, We use it X a ( j Ω ) X_{a}(j\Omega) Xa(jΩ) To represent an analog signal x a ( t ) x_{a}(t) xa(t) The spectrum of , use X ( e j w ) X(e^{jw}) X(ejw) To represent discrete signals x ( n ) x(n) x(n) The spectrum of , according to Fourier Change the formula ,
X a ( j Ω ) = ∫ − ∞ ∞ x a ( t ) e − j Ω t d t X ( e j w ) = ∑ n = − ∞ ∞ x ( n ) e − j w n X_{a}(j\Omega)=\int_{-\infty}^{\infty}x_{a}(t)e^{-j\Omega t}dt\\X(e^{jw})=\sum_{n=-\infty}^{\infty}x(n)e^{-jwn} Xa(jΩ)=∫−∞∞xa(t)e−jΩtdtX(ejw)=n=−∞∑∞x(n)e−jwn
The schematic diagram is shown below :
Above picture , We assume that x a ( t ) x_{a}(t) xa(t) Is band limited signal , A signal with a finite frequency band , We hope to find out X a ( j Ω ) X_{a}(j\Omega) Xa(jΩ) And X ( e j w ) X(e^{jw}) X(ejw) The difference and connection between .
We know , Discrete signal can be regarded as a special continuous signal , Put it Fourier The transformation is recorded as X s ( j Ω ) X_{s}(j\Omega) Xs(jΩ). From the relationship between analog frequency and digital frequency , X s ( j Ω ) X_{s}(j\Omega) Xs(jΩ) And X ( e j w ) X(e^{jw}) X(ejw) The relationship between is
X ( e j w ) = X s ( j Ω ) ∣ Ω = w / T s X(e^{jw})=X_{s}(j\Omega) |_{\Omega =w/T_{s}} X(ejw)=Xs(jΩ)∣Ω=w/Ts
About the relationship between analog frequency and digital frequency , Look at this article The relationship between analog frequency and digital frequency .
Let's move on to , We all know , Time domain multiplication is equal to frequency domain convolution , Expressed by a mathematical formula
X s ( j Ω ) = X a ( j Ω ) ∗ P s ( j Ω ) X_{s}(j\Omega)=X_{a}(j\Omega)*P_{s}(j\Omega) Xs(jΩ)=Xa(jΩ)∗Ps(jΩ)
, among P s ( j Ω ) P_{s}(j\Omega) Ps(jΩ) Is the... Of the impulse signal string Fourier Transformation .
Reference material
《 Put this to use : In simple terms, digital signal processing 》 Jiangzhihong
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