Characteristic scale is a notion that pervades the geophysical sciences, but
it has no widely accepted precise definition. The wavelet transform decomposes
a time series into coefficients that are associated with different scales. The
variance of these coefficients can be used to decompose the variance of the
time series across different scales. A practical definition for characteristic
scale can be formulated in terms of peaks in plots of the wavelet variance
versus scale.