a) Give an identity that is the basis of one stage of the Fast Fourier Transform algorithm applied to a vector of length \(2^J\). Explain the approximate operation count for the complete algorithm.
b) Describe the application of the FFT to the solution of the heat equation with periodic boundary conditions, and how this may be viewed as performing a fast convolution.