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[digital signal processing] correlation function (property of correlation function | maximum value of correlation function | maximum value of autocorrelation function | maximum value of cross correlat
2022-06-11 12:04:00 【Hanshuliang】
List of articles
One 、 Maximum value of correlation function
1、 Maximum value of autocorrelation function
Autocorrelation function stay The independent variables m = 0 m = 0 m=0 when , Always greater than others m ≠ 0 m \not= 0 m=0 Value ;
r x ( 0 ) ≥ r x ( m ) r_x(0) \geq r_x(m) rx(0)≥rx(m)
in other words , Autocorrelation function Of Maximum , Namely m = 0 m = 0 m=0 Time value ;
2、 Maximum value of cross correlation function
Cross correlation function Of The maximum is r x ( 0 ) r y ( 0 ) \sqrt{r_x(0)r_y(0)} rx(0)ry(0),
r x ( 0 ) r_x(0) rx(0) yes x ( n ) x(n) x(n) The signal energy ;
r y ( 0 ) r_y(0) ry(0) yes y ( n ) y(n) y(n) The signal energy ;
∣ r x y ( m ) ∣ ≤ r x ( 0 ) r y ( 0 ) = E x E y |r_{xy}(m)| \leq \sqrt{r_x(0)r_y(0)} = \sqrt{E_xE_y} ∣rxy(m)∣≤rx(0)ry(0)=ExEy
Two 、 The correlation function of the energy limited signal is m When approaching infinity 0
If The signal x ( n ) x(n) x(n) and The signal y ( n ) y(n) y(n) All are Energy signal ,
Energy signal refer to Limited energy Of The signal , The energy is Absolute summability Of ,
And Relative yes Power signal , Power signal Energy is infinite ,
Energy signal A certain No Periodic signal ,
lim m → ∞ r x ( m ) = 0 \lim\limits_{m \rightarrow \infty} r_x(m) = 0 m→∞limrx(m)=0
lim m → ∞ r x y ( m ) = 0 \lim\limits_{m \rightarrow \infty} r_{xy}(m) = 0 m→∞limrxy(m)=0
Physical meaning : When m = 0 m = 0 m=0 when , The two sequences are similar The most relevant , however With m m m Add to infinity ∞ \infty ∞ , Then the correlation becomes 0 0 0 ,
Finite sequence , Once you pan , There is always When staggered , Once staggered , There is no correlation whatsoever , The correlation is 0 0 0 ;
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