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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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書目詳細資料
發表在:J R Soc Interface
Main Authors: Perdikaris, Paris, Karniadakis, George Em
格式: Artigo
語言:Inglês
出版: The Royal Society 2016
主題:
在線閱讀: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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