J. R. Rygg

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Articles (10)

Year:

2023

Year:

2023

Year:

2023

Year:

2022

Year:

2022

Year:

2022

X-ray radiography is a technique frequently used to diagnose convergent high-energy-density (HED) systems, such as inertial confinement fusion implosion, and provides unique information that is not available through self-emission measurements. We investigate the scope and limits of that information using a radiography simulation combined with the Bayesian inference workflow. The accuracy of density reconstruction from simulated radiographs of spherical implosions driven with 27 kJ laser energy is assessed, including the increase or decrease in accuracy due to the addition of Lagrangian marker layers, Poisson noise, and improved prior information. This work is the first to present the full uncertainty distributions inferred from radiography analysis in HED systems and demonstrates the importance of constructing the full posterior probability density, as opposed to a point estimate, due to the modal structure of the likelihood surface introduced by typical experimental noise sources. This general methodology can be used both for robust analysis of radiographic data and for an improved design of radiography experiments by modeling the full experimental system.

Year:

2022

Year:

2022

Year:

2022

Year:

2022

Collaborators (9)

Hans Rinderknecht

Assistant Professor (Research) of Physics

University of Rochester

UNITED STATES
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V. N. Goncharov

-

UNITED STATES
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Sam M. Vinko

University of Oxford

UNITED KINGDOM
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Damien Hicks

Professor

Swinburne University of Technology

AUSTRALIA
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D. H. Froula

University of Rochester

UNITED STATES
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Aidan Crilly

Imperial College London

UNITED KINGDOM
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JJ Ruby

Visting Assistant Professor

University of Rochester

UNITED STATES
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David Chin

University of Rochester

UNITED STATES
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Christoph Niemann

UCLA Division of Physical Sciences

UNITED STATES
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