Articles with "metamodel" as a keyword



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Mechanical MNIST: A benchmark dataset for mechanical metamodels

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Published in 2020 at "Extreme Mechanics Letters"

DOI: 10.1016/j.eml.2020.100659

Abstract: Abstract Metamodels, or models of models, map defined model inputs to defined model outputs. Typically, metamodels are constructed by generating a dataset through sampling a direct model and training a machine learning algorithm to predict… read more here.

Keywords: metamodel; model; benchmark dataset; benchmark ... See more keywords
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Storm surge fragility assessment of above ground storage tanks

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Published in 2018 at "Structural Safety"

DOI: 10.1016/j.strusafe.2017.10.002

Abstract: Abstract This study proposes a dual layer metamodel based approach to develop parameterized fragility functions for above ground storage tanks (ASTs) subjected to hurricane induced storm surge. ASTs are extensively used in petrochemical facilities for… read more here.

Keywords: fragility; metamodel; fragility functions; surge ... See more keywords
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Advanced Methodology for Uncertainty Propagation in Computer Experiments with Large Number of Inputs

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Published in 2019 at "Nuclear Technology"

DOI: 10.1080/00295450.2019.1573617

Abstract: Abstract In the framework of the estimation of safety margins in nuclear accident analysis, a quantitative assessment of the uncertainties tainting the results of computer simulations is essential. Accurate uncertainty propagation (estimation of high probabilities… read more here.

Keywords: methodology; metamodel; large number; computer ... See more keywords
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A Metamodel for the Rubus Component Model: Extensions for Timing and Model Transformation From EAST-ADL

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Published in 2017 at "IEEE Access"

DOI: 10.1109/access.2016.2641218

Abstract: According to the model-driven engineering paradigm, one of the entry requirements when realizing a seamless tool chain for the development of software is the definition of metamodels, to regulate the specification of models, and model… read more here.

Keywords: rubus component; metamodel; model transformation; model ... See more keywords
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Structure-Behavior Coalescence Abstract State Machine for Metamodel-Based Language in Model-Driven Engineering

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Published in 2021 at "IEEE Systems Journal"

DOI: 10.1109/jsyst.2020.3027195

Abstract: In model-driven engineering (MDE), the unified modeling language (UML) 2.0 metamodel solution includes a metamodel that defines the language concepts and a user model that defines how the language concepts are represented. In UML 2.0,… read more here.

Keywords: user model; metamodel; model driven; model ... See more keywords
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Metamodel-Based Optimization Method for Traffic Network Signal Design under Stochastic Demand

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Published in 2023 at "Journal of Advanced Transportation"

DOI: 10.1155/2023/3917657

Abstract: Traffic network design problems (NDPs) play an important role in urban planning. Since there exist uncertainties in the real urban traffic network, neglecting the uncertainty factors may lead to unreasonable decisions. This paper considers the… read more here.

Keywords: network; traffic; metamodel based; method ... See more keywords