In the continuous-time envelope-constrained (EC) filtering problem using al
l orthonormal filter structure, the aim is to synthesize an orthonormal fil
ter such that the noise enhancement is minimized while the noiseless output
response of the filter with respect to a specified input signal stays with
in the upper and lower bounds of the envelope. The noiseless output respons
e of the optimum Filter to the prescribed input signal touches the output b
oundaries at some points. Consequently, any disturbance in the prescribed i
nput signal or error in the implementation of the optimal filter will resul
t in the output constraints being violated. In this paper, we review a semi
-infinite envelope-constrained filtering problem in which the constraint ro
bustness margin of the filter is maximized, subject to a specified allowabl
e increase in the optimal noisy power gain. Using a smoothing technique, it
is shown that the solution of the optimization problem can be obtained by
solving a sequence of strictly convex optimization problems with integral c
ost, An efficient optimization algorithm is developed based on a combinatio
n of the golden section search method and the quasi-Newton method.