Constrained optimization techniques are studied in this paper for direct de
sign of linear multichannel equalizers. Novel blind algorithms are derived
by minimizing the equalizer's output variance subject to appropriate constr
aints. The constraints are chosen to guarantee no desired signal cancellati
on, and their parameters are jointly optimized to maximize the signal compo
nent at the output. The resulting blind algorithm was observed to have near
optimal performance at high signal-to-noise ratio, i.e., close to the perf
ormance of the trained minimum mean-square-error receiver, Also, the propos
ed method is not sensitive to the color of the transmitted sequence. Analyt
ical expressions are derived to quantify the algorithm's performance.