Three-Level Wavelet Transform of Signal f(x) with Frequency Band Energy Analysis

Performing a three-level wavelet decomposition of signal f(x) to obtain wavelet coefficients d1, d2, d3 and approximation coefficient a3, then calculating energy distribution across frequency bands (energy = sum of squared wavelet coefficients) - a practical implementation for signal analysis