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Treatment of modelling uncertainty of <scp>NLFEA</scp> in <i>fib</i> Model Code 2020

Morten Engen, Max A.N. Hendriks, Giorgio Monti, Diego Lorenzo Allaix

2021Structural Concrete15 citationsDOIOpen Access PDF

Abstract

Abstract When non‐linear finite element analyses are used in design of new or assessment of existing concrete structures, one should account for the modelling uncertainty before conclusions are drawn based on the results. The present article describes the basis for how this topic is treated in the draft of fib Model Code 2020. There are two components of the modelling uncertainty: (i) within‐model, and (ii) between‐model. The within‐model uncertainty was estimated from a range of series of benchmark analyses gathered from the literature. Each series was assumed analyzed in a consistent manner, termed as the solution strategy. The main result for the within‐model component, is a set of prior parameters for Bayesian updating. In an application setting, the prior parameters should be updated after validating the selected solution strategy with a suite of relevant benchmark analyses, before using the mean and coefficient of variation in the Global Factor Method or calculating the modelling uncertainty factor to be used in the Partial Factors Method. Finally, results from blind‐prediction competitions were studied. With the present data, it cannot be concluded that a‐priori knowledge of the experimental outcome reduces the uncertainty in the prediction. Hence, there is no need for compensating for this effect by a separate partial factor.

Topics & Concepts

Benchmark (surveying)A priori and a posterioriRange (aeronautics)SuiteCode (set theory)Computer scienceUncertainty quantificationComponent (thermodynamics)Set (abstract data type)Bayesian probabilityBasis (linear algebra)Uncertainty analysisSeries (stratigraphy)Data miningMachine learningArtificial intelligenceMathematicsEngineeringSimulationGeodesyPhilosophyArchaeologyPaleontologyHistoryGeometryThermodynamicsEpistemologyAerospace engineeringProgramming languageBiologyPhysicsGeographyConcrete Corrosion and DurabilityStructural Behavior of Reinforced ConcreteInfrastructure Maintenance and Monitoring
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