An important class of network optimization problems is one in which the objective function is defined in terms of port immittances. Since many solution procedures employ a gradient evaluation of the objective function, calculations of the partial derivatives of port immittances with respect to the parameters that vary are required. A procedure is presented for evaluating the partial derivatives of port immittances with respect to

and

, where

is the transform frequency variable. Adjoint calculations are central to the method.