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This serves to assess the robustness of the solution achieved by the proposed robust optimization model.
Finally, both deterministic and robust mathematical programming are compared and contrasted by a number of nominal and realizations under these test problems to judge the robustness of the solution achieved by the presented robust optimization model.
The outer optimization problem follows a two-stage stochastic programming approach to optimize the expected objective across different data classes; adaptive robust optimization is nested as the inner problem to ensure the robustness of the solution while maintaining computational tractability.
The robustness of the solution is discussed through different conditions of use.
The proposed hybridization procedure that relies on multiple initializations reinforces the robustness of the solution.
The aggregate model can be applied in a sequence of steps in order to improve the reliability and robustness of the solution procedure.
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Finally, to assess the robustness of the solutions obtained by the novel robust optimization model, they are compared to those generated by the deterministic mixed-integer linear programming model in a number of realizations under different test problems.
Finally, sensitivity analyses are used to demonstrate the robustness of the solutions.
This analysis gives insights into the robustness of the solutions with respect to number of suppliers, costs and probability of not meeting demand.
The surface irrigation hydraulic simulation model WinSRFR was used to examine the sensitivity of the existing design to a range of bottom slopes, surface roughness values, and inflow rates to demonstrate the robustness of the solutions in terms of their application efficiency and low-quarter distribution uniformity.
To assess the desirability and robustness of the solutions obtained by the proposed models under nominal data, 3 random realizations were generated and then, the performance of the obtained solutions was tested under each realization.
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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