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A method of evaluating the objective function and constraints of the problem is presented.
The computational advantages of the Monte Carlo technique over other search based methods in evaluating the objective function for the optimization problem is illustrated.
It allows the computation of gradients at a small constant multiple of the cost for evaluating the objective function itself, independent of the number of input parameters.
Finally, the genetic algorithm is used to search for the optimum design scenario by evaluating the objective function via proxy models for increased computational efficiency.
This paper considers an extension to the minimum p-envy location model by evaluating the objective of the model based on a survival function instead of on a distance function since survival probability is directly related to patient outcomes with a constraint on minimum survival rate.
The SNR-based measures were used for evaluating the objective performance.
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In each iteration, the sequence pair is modified and transformed to a packing in order to evaluate the objective value.
A typical procedure uses a simulation scheme to evaluate the objective function (from the approximate states) and its gradient, then passes this information to an optimization algorithm.
A proprietary sizing procedure, COLETH, is used to initialize the optimization problem and to evaluate the objective function and the constraints during the optimization problem resolution.
The approximation technique used to calculate the bendings and/or displacements, which are needed to evaluate the objective function, was the finite elements method.
While the decomposition based heuristic determines a solution with supplier selection and inventory decisions, the simulation model evaluates the objective function value corresponding to each generated solution.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com