we constructed a continuation predictor- corrector algorithm that solves constrained optimization problems. Smooth penalty functions combined with numerical continuation, along with the use of the expanded Lagrangian system, were essential components of the algorithm. An improvement of this algorithm was published, which dealt with the linear algebra in the corrector part of the algorithm.