\begin{equation}\label{eq:us2}
U_s= a_j^\mathrm{sat} \exp (-c_j \, h_t^d ) + (\mathrm{1}-a_j^\mathrm{sat})  \exp (-c_j \, h_b^d )
\end{equation}