STEPS:
1.   Take Conjugate of the given sequence X*(k)
  2.   Apply FFT algorithm ( DIT/DIF)
  3.   Take Conjugate of the output sequence from FFT
  4.   Divide the entire sequence by N
PROBLEMS:
  1. Determine the IDFT of the sequence Y(k) ={ 16, -6-2j, 0, -6+2j} by
     using radix-2 DIT-FFT algorithm
Additional Problem
Determine x(n) of the sequence X(k) ={10,4-2j,-2,4+2j} by radix-2 DIF-
FFT algorithm
Ans:
CONVOLUTION
Three types of convolution
     1. Linear Convolution - Used to find the Response y(n) of the system
     2. Circular convolution – Apply Shifting in circular fashion
     3. Linear via Circular Convolution- Used to find the Response y(n) of the
        system
     4. Sectioned Convolution - Used to find the Response y(n) of the system
CIRCULAR CONVOLUTION PROPERTY OF DFT
1.
ANOTHER METHOD (MATRIX METHOD OF DFT)
2. In an LTI system the input x(n) = {1,2,1) and impulse response
    h(n) = {1,3}. Determine the response of LTI system using
         a) Radix-2 DIT-FFT     b) DFT
Step 4: Take IDFT of Y(k)
         Y*(k) = {16,-6+2j,0,-6-2j}
 Take Bit-reversal of Y*(k) = {16,0,-6+2j,-6-2j}
Apply DIT-FFT ALGORITHM and Take Conjugate of the Output sequence we get
         N y(n) = {4,20,28,12}
Divide by N, we get y(n) = {1,5,7,3}
CIRCULAR CONVOLUTION
Procedure:
  1. Represent sequences on Circle ( Second sequence must follow
     first one)
  2. Apply Folding (Mirror image) on second sequence.
  3. Apply Shifting on Second sequence towards the first sequence
     (reference sequence) direction
     4. Multiple First sequence with Shifted sequence
     5. Add all the samples of Product sequence, we get the final
        answer.
Two Approaches
       a) Graphical Method        b) Matrix method
1.
x1(n) = { 1,1,2,2} and x2(n) = {1,2,3,4}
LINEAR CONVOLUTION
CIRCULAR CONVOLUTION ( Graphical Method)
1. Represent Input sequences on the circle
2. Apply Folding operation on                3. Apply Shifting on x2(-n) with
   x2(n) the second sequence                    ‘m’ values where shifting
                                                 parameter m = ( 0 -3 ) get
                                                  x2(m-n) and Multiply with
                                                  x1(n)
CIRCULAR CONVOLUTION (MATRIX METHOD)
      1     2     2     1       1              15
      1     1     2     2       2     =        17
      2     1     1     2       3              15
       2   2      1     1       4              13
Linear through Circular Convolution:
Problem:
Determine the response of the system whose input x(n) = ( 1,-2,3} and
h(n) = {5,-1} using a) Linear convolution b) Circular convolution(Linear thro
                                                                    circular)
  a) Use Tabular method
  b) i) N1+N2-1 = 4 , ii) According this value make the length of x(n) & h(n)
                            x(n) ={1,-2,3,0} , h(n)= {5,-1,0,0}
      iii) Perform Circular convolution using graphical (or) matrix method to get
      response y(n)
TWO APPROACHES:
1. OVERLAP- ADD METHOD   2. OVERLAP-SAVE METHOD
1.
     Ans:
        y(n)= {-1,2,-3,4,-5,6,-7,8,-4}
2.
Additional Problems:
1.
ANS:
2.
ANS:
3.
ANS:
4.Compute Circular convolution of the following sequences
         x1(n) = δ(n)+ δ(n-1)- δ(n-2)- δ(n-3) and
          x2(n) = δ(n)- δ(n-2)- δ(n-4)
 Given N=5
ANS: