A method for finding the non-stationary extrema of non-linear scalar-valued functions of a vector argument in the presence of restrictions determining a set of feasible values of the argument is presented in the paper. It is based upon the geometric interpretation of the problem. Further, it is shown that the same procedure can be applied for finding either stationary or non-stationary optima, the objective function having been suitably adapted.