Litcius/Paper detail

Uncertainty quantification for high explosive reactant and product equations of state

Beth A. Lindquist, Ryan B. Jadrich, Juampablo E. Heras Rivera, Lucia Rondini

2023Journal of Applied Physics13 citationsDOIOpen Access PDF

Abstract

Equations of state (EOSs) are typically represented as physics-informed models with tunable parameters that are adjusted to replicate calibration data as closely as possible. Uncertainty quantification (UQ) allows for the development of an ensemble of EOS parameters that are consistent with the calibration data instead of a single EOS. In this work, we perform UQ for the reactant and product EOSs for a variety of high explosives (HEs). In doing so, we demonstrate a strategy for dealing with heterogeneous (both experimental and calculated) data. We also use a statistical distance metric to quantify the differences between the various HEs using the UQ results.

Topics & Concepts

Explosive materialCalibrationUncertainty quantificationReplicateMetric (unit)Experimental dataVariety (cybernetics)Product (mathematics)Equation of stateStatistical physicsComputer scienceThermodynamicsChemistryPhysicsMathematicsStatisticsMachine learningArtificial intelligenceEngineeringOrganic chemistryGeometryOperations managementMass Spectrometry Techniques and ApplicationsNuclear Engineering Thermal-HydraulicsProbabilistic and Robust Engineering Design