H. Rotstein et M. Sznaier, AN EXACT SOLUTION TO GENERAL 4-BLOCK DISCRETE-TIME MIXED H-2 H-INFINITY PROBLEMS VIA CONVEX-OPTIMIZATION/, IEEE transactions on automatic control, 43(10), 1998, pp. 1475-1480
The mixed H-2/H-infinity control problem can be motivated as a nominal
LQG optimal control problem subject to robust stability constraints,
expressed in the form of an H-infinity norm bound. While at the presen
t time there exist efficient methods to solve a modified problem consi
sting on minimizing an upper bound of the H-2 cost subject to the H-in
finity constraint, the original problem remains, to a large extent, st
ill open. This paper contains a solution to a general four-block mixed
H-2/H-infinity problem, based upon constructing a family of approxima
ting problems. Each one of these problems consists of a finite-dimensi
onal convex optimization and an unconstrained standard H-infinity prob
lem. The set of solutions is such that in the limit the performance of
the optimal controller is recovered, allowing one to establish the ex
istence of an optimal solution. Although the optimal controller is not
necessarily finite-dimensional, it is shown that a performance arbitr
arily close to the optimal can be achieved with rational (and thus phy
sically implementable) controllers. Moreover, the computation of a con
troller yielding a performance epsilon-away from optimal requires the
solution of a single optimization problem, a task that can be accompli
shed in polynomial time.