B. Vo et al., CONTINUOUS-TIME ENVELOPE CONSTRAINED FILTER DESIGN VIA ORTHONORMAL FILTERS, IEE proceedings. Vision, image and signal processing, 142(6), 1995, pp. 389-394
The envelope constrained (EC) filtering problem is concerned with desi
gning a filter which minimises the gain to input noise while its respo
nse to a given signal fits into a prescribed envelope. This problem ha
d been formulated as a constrained optimisation problem in Hilbert spa
ce. By restricting these filters to the span of a finite orthonormal s
et, the EC filtering problem can be posed as a finite-dimensional opti
misation problem with a continuum of constraints. The constrained prob
lem is approximated by an unconstrained problem which is then solved b
y descent direction based algorithms. It is shown that these algorithm
s converge globally, and one in particular has a quadratic rate of con
vergence. Numerical examples using the orthonormal Laguerre series app
roximation are studied.