Equivalence in nonlinear programming

The purpose of this work is to show the relation between the Kuhn-Tucker and the gradient-projection conditions for constrained maximization (minimization) problems. A similar relationship exists between Kuhn-Tucker-type conditions and gradient-projection-type conditions for certain constrained saddle-point problems. This latter relationship may lead to a computational algorithm for these constrained saddle-point problems.