For a decimation-in-time FFT algorithm, which of the following is true...
Explanation: In decimation-in-time FFT algorithm, the input is taken in bit reversal order and the output is obtained in the order.
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For a decimation-in-time FFT algorithm, which of the following is true...
Decimation-in-time FFT algorithm:
The decimation-in-time (DIT) FFT algorithm is a widely used algorithm for computing the fast Fourier transform (FFT). It is based on the divide-and-conquer strategy and is particularly efficient for sequences of length that is a power of 2.
Input and output order:
- Input: The input sequence for the DIT FFT algorithm is typically in a natural order, where the input samples are arranged in increasing order of time index.
- Output: The output sequence of the DIT FFT algorithm is typically in a shuffled order, where the output samples are rearranged according to their frequency components.
Explanation:
In the decimation-in-time FFT algorithm, the input sequence is recursively divided into smaller subsequences, and the DFT of each subsequence is computed. The smaller subsequences are then combined to obtain the DFT of the entire sequence.
The DIT FFT algorithm operates in a butterfly structure, where each stage of the algorithm performs a butterfly operation on pairs of samples. In each stage, the input samples are shuffled before the butterfly operation is performed.
Shuffling of input:
The shuffling of the input sequence is necessary to ensure that the butterfly operations are performed correctly. The input samples are rearranged in a specific order so that the butterfly operations can be efficiently computed.
During the shuffling process, the input samples are divided into two groups: even-indexed samples and odd-indexed samples. The even-indexed samples are placed in the lower half of the sequence, while the odd-indexed samples are placed in the upper half of the sequence.
Order of output:
The output sequence of the DIT FFT algorithm is obtained by combining the outputs of the butterfly operations at each stage. The output samples are rearranged according to their frequency components.
Since the input samples are shuffled during the algorithm, the output samples are also in a shuffled order. The output samples are typically arranged in bit-reversed order, where the most significant bit of the sample index is swapped with the least significant bit.
Conclusion:
In summary, for the decimation-in-time FFT algorithm, the input sequence is shuffled during the algorithm, while the output sequence is in a specific order based on the frequency components. Therefore, option 'C' is correct - the input is shuffled, and the output is in order.
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