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Results concerning the handling of constraints, through penalty functions, with and without penalty parameter setting, are also reported.
The SMPC combines the main advantages of the two control methods: the robust features of SMC and the good performance of MPC, including the handling of constraints on manipulated and controlled variables.
In the application of GAs to this problem, special attention must be paid to the handling of constraints on the genetic level to ensure that most individuals represent feasible schedules.
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Constraint grouping enhances handling of multiple constraints for vectorized problems, by combining several constraints within a single-objective function, thus reducing the computational time and computational difficulties of high-dimensional spaces created by vectorization.
Furthermore, as the handling of the constraints is very critical, an original technique called PAMUC (Preferences Applied to MUltiobjectivity and Constraints) is proposed to tackle simultaneously the constrained and multiobjective aspects.
MS allows for parallelization of the simulation time and the handling of output constraints.
As a consequence, the handling of equality constraints has long been a difficult issue for evolutionary optimization methods.
One of the most important issues in developing an evolutionary optimization algorithm is the proper handling of any constraints on the problem.
In [17], it is shown that a bad handling of the constraints in the estimator could lead to the estimation of significant power injections in the zero injection nodes, consequently affecting the overall accuracy of the estimated quantities.
The program can handle thousands of constraints, including things as mundane as not sending bearded engineers to toxic zones that require the wearing of face masks.
In addition to the above mentioned methods, there are other approaches of handling redundant constraints of a passive overconstrained PM, for example, the pseudo-inverse method [60] and the augmented Lagrangian formulation [61, 62].
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