14 July 2018

Linear convolutions in DSP

Consider relaxed LTI system. A relaxed system means if input x (n) is zero then output y (n) = 0 is zero. Let us say unit impulse 𝛿 (n) is applied to this system then its output is denoted by h (n). h (n) we called as the impulse response of the system.

Step 1 :
         T
𝛿 (n) → y (n) = h (n)

Step 2 :
             T
𝛿 (n-k)  → y (n) = h (n-k)

Step 3 :
                       T
x (k) 𝛿 (n-k)    →  y (n) = x (k) h(n-k) 

Step 4 :

 ∞                                       T   ∞  
∑        = x (k) 𝛿 (n-k) =   y (n) →  ∑      x (k) h(n-k)
k= -∞                                             k= -∞


y (n) = 
 ∞                                        
∑        = x (k) h (n-k)  
k= -∞           
                   
                          
x (n) * h (n)  =   ∑      x (k) h(n-k)
                          k= -∞