Search results for "Robust solution"

showing 2 items of 2 documents

Solving multiobjective optimization problems with decision uncertainty: an interactive approach

2018

We propose an interactive approach to support a decision maker to find a most preferred robust solution to multiobjective optimization problems with decision uncertainty. A new robustness measure that is understandable for the decision maker is incorporated as an additional objective in the problem formulation. The proposed interactive approach utilizes elements of the synchronous NIMBUS method and is aimed at supporting the decision maker to consider the objective function values and the robustness of a solution simultaneously. In the interactive approach, we offer different alternatives for the decision maker to express her/his preferences related to the robustness of a solution. To conso…

Economics and EconometricsMathematical optimization050208 financerobust solutionsComputer science05 social sciencesmultiple criteria decision makinginteractive methodsDecision makerNIMBUSmonitavoiteoptimointiVisualizationMultiobjective optimization problemRobustness (computer science)0502 economics and businesshandling uncertaintiesrobustness measureBusiness and International Management050203 business & managementJournal of Business Economics
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Robust model calibration using determinist and stochastic performance metrics

2016

International audience; The aeronautics industry has benefited from the use of numerical models to supplement or replace the costly design-build-test paradigm. These models are often calibrated using experimental data to obtain optimal fidelity-to-data but compensating effects between calibration parameters can complicate the model selection process due to the non-uniqueness of the solution. One way to reduce this ambiguity is to include a robustness requirement to the selection criteria. In this study, the info-gap decision theory is used to represent the lack of knowledge resulting from compensating effects and a robustness analysis is performed to investigate the impact of uncertainty on…

Mathematical optimizationTurbine bladeComputer scienceDecision theorymedia_common.quotation_subjectRobust solutionModel calibrationFidelityInfo-gap approach02 engineering and technology01 natural scienceslaw.invention010104 statistics & probabilitylawRobustness (computer science)0202 electrical engineering electronic engineering information engineering0101 mathematicsmedia_commonModel selectionPerformance metricUncertaintyExperimental dataAmbiguity[PHYS.MECA]Physics [physics]/Mechanics [physics]020201 artificial intelligence & image processingPerformance metric
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