دورية أكاديمية

Quantifying uncertainty in analysis of shockless dynamic compression experiments on platinum. II. Bayesian model calibration.

التفاصيل البيبلوغرافية
العنوان: Quantifying uncertainty in analysis of shockless dynamic compression experiments on platinum. II. Bayesian model calibration.
المؤلفون: Brown, Justin L., Davis, Jean-Paul, Tucker, J. Derek, Huerta, Gabriel, Shuler, Kurtis W.
المصدر: Journal of Applied Physics; 12/21/2023, Vol. 134 Issue 23, p1-20, 20p
مصطلحات موضوعية: PLATINUM, CALIBRATION, LOW temperatures
مستخلص: Dynamic shockless compression experiments provide the ability to explore material behavior at extreme pressures but relatively low temperatures. Typically, the data from these types of experiments are interpreted through an analytic method called Lagrangian analysis. In this work, alternative analysis methods are explored using modern statistical methods. Specifically, Bayesian model calibration is applied to a new set of platinum data shocklessly compressed to 570 GPa. Several platinum equation-of-state models are evaluated, including traditional parametric forms as well as a novel non-parametric model concept. The results are compared to those in Paper I obtained by inverse Lagrangian analysis. The comparisons suggest that Bayesian calibration is not only a viable framework for precise quantification of the compression path, but also reveals insights pertaining to trade-offs surrounding model form selection, sensitivities of the relevant experimental uncertainties, and assumptions and limitations within Lagrangian analysis. The non-parametric model method, in particular, is found to give precise unbiased results and is expected to be useful over a wide range of applications. The calibration results in estimates of the platinum principal isentrope over the full range of experimental pressures to a standard error of 1.6%, which extends the results from Paper I while maintaining the high precision required for the platinum pressure standard. [ABSTRACT FROM AUTHOR]
Copyright of Journal of Applied Physics is the property of American Institute of Physics and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
قاعدة البيانات: Complementary Index
الوصف
تدمد:00218979
DOI:10.1063/5.0173652