Fourier analysis involves the transformation of a time series into a sum of sine and cosine functions, each with specific frequencies, amplitudes, and phases. This transformation is mathematical and allows researchers to analyze the frequency components of the data. The primary tool used in Fourier analysis is the Fourier Transform, which converts data from the time domain to the frequency domain.