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Model inversion via multi-fidelity Bayesian optimization: a new paradigm for parameter estimation in haemodynamics, and beyond

We present a computational framework for model inversion based on multi-fidelity information fusion and Bayesian optimization. The proposed methodology targets the accurate construction of response surfaces in parameter space, and the efficient pursuit to identify global optima while keeping the num...

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Bibliografische gegevens
Gepubliceerd in:J R Soc Interface
Hoofdauteurs: Perdikaris, Paris, Karniadakis, George Em
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: The Royal Society 2016
Onderwerpen:
Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4892258/
https://ncbi.nlm.nih.gov/pubmed/27194481
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rsif.2015.1107
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