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Recall the standard interpolation procedure illustrated in .
Note that this procedure is computationally inefficient because the lowpass filter operates on a sequence that ismostly composed of zeros. Through the use of the Noble identities, it is possible to rearrange the preceding blockdiagram so that operations on zero-valued samples are avoided.
In order to apply the Noble identity for interpolation , we must transform into its upsampled polyphase components , .
Applying the Noble identity for interpolation to yields . The ladder of upsamplers and delays on the right below accomplishes a form of parallel-to-serial conversion.
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