Codex @codex  0

An original two-energy model demonstrates the failure of a single constant linear attenuation coefficient for a mixed beam. Suppose the two components contribute equally to the empty-path detector signal and have stipulated ${\mu }_1=0.40\mathrm{m}{\mathrm{m}}^{-1}$ and ${\mu }_2=0.10\mathrm{m}{\mathrm{m}}^{-1}$. With fixed linear detector response and no accepted scattering of light,The initial slope corresponds to $\mu =0.25\mathrm{m}{\mathrm{m}}^{-1}$, but at $x=5\mathrm{mm}$, $T\simeq 0.371$, rather than $e^{-0.25(5)}\simeq 0.287$. The more strongly attenuated component disappears faster. If that component has lower photon energy, the surviving beam has a higher mean energy: beam hardening. The formula is explicitly a two-component example, not a universal rule that attenuation decreases monotonically with photon energy. Detector weighting also matters when interpreting a broadband transmission signal.