Entropy, as a fundamental measure of disorder, governs the transformation of energy in dynamic systems—from the tiniest molecular motion to cosmic structure. In closed systems, entropy drives energy from ordered states toward dispersion, reflecting a natural progression toward equilibrium. Mathematical frameworks, especially Fourier analysis, allow us to decode this evolution by decomposing motion into frequency…