Let b/a be a strictly proper reduced rational transfer function, with a monic. Consider the
problem of designing a controller y/x, with deg (y)< deg (x)< deg (a)–1 and x monic, subject
to lower and upper bounds on the coefficients of y and x, so that the poles of the closed loop
transfer function, that is the roots (zeros) of ax+ by, are, if possible, strictly inside the unit disk.
One way to formulate this design problem is as the following optimization problem: minimize
the root radius of ax+ by, that is the largest of the moduli of the roots of ax+ by, subject to
lower and upper bounds on the coefficients of x and y, as the stabilization problem is
solvable if and only if the optimal root radius subject to these constraints is less than one.
The root radius of a polynomial is a non-convex, non-locally-Lipschitz function of its
coefficients, but we show that the following remarkable property holds: there always exists an
optimal controller y=x minimizing the root radius of ax + by subject to given bounds on the
coecients of x and y with root activity (the number of roots of ax + by whose modulus equals
its radius) and bound activity (the number of coecients of x and y that are on their lower or
upper bound) summing to at least 2 deg(x)+2. We illustrate our results on two examples from
the feedback control literature.