Let X[k] = DFT {x(n)} with n,k = 0,1,2......, N-1. Determine the relationships between X[k] and following DFT’s: a) DFT {x*[n]} b) DFT {x [(-n)N ]} c) DFT {Re {x[n]}} d) DFT {Im {x[n]}}
Question
Let X[k] = DFT {x(n)} with n,k = 0,1,2......, N-1. Determine the relationships between X[k] and following DFT’s: a) DFT {x*[n]} b) DFT {x [(-n)N ]} c) DFT {Re {x[n]}} d) DFT {Im {x[n]}}
Solution
The Discrete Fourier Transform (DFT) is a mathematical technique used in signal processing and image analysis. It transforms a sequence of complex or real numbers (x[n]) into a sequence of complex numbers (X[k]). Here are the relationships between X[k] and the following DFTs:
a) DFT {x*[n]}: The DFT of the complex conjugate of a sequence x[n] is the complex conjugate of the DFT of the sequence, reversed in order. Mathematically, this can be represented as X*[k] = DFT{x*[n]} = X*[-k].
b) DFT {x [(-n)N ]}: The DFT of a sequence x[n] reversed in time is the complex conjugate of the DFT of the sequence, also reversed in order. Mathematically, this can be represented as X[k] = DFT{x [(-n)N ]} = X*[-k].
c) DFT {Re {x[n]}}: The DFT of the real part of a sequence x[n] is a sequence that is symmetric around the origin. Mathematically, this can be represented as X[k] = DFT{Re {x[n]}} = X[-k].
d) DFT {Im {x[n]}}: The DFT of the imaginary part of a sequence x[n] is a sequence that is antisymmetric around the origin. Mathematically, this can be represented as X[k] = DFT{Im {x[n]}} = -X[-k].
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