Simultaneous generation of the second-order sensitivity functions

The application of gradient methods in parameter optimization of control systems requires generation of the first- and second-order sensitivity functions. In this paper the problem of simultaneous generation of the second-order sensitivity functions is studied. It is shown that for a class of linear multi-loop control systems, the simultaneous generation of all necessary sensitivity functions requires only two additional sensitivity models whose structures are identical to that of the system considered.