Drive-pressure optimization in ramp-wave compression experiments through differential evolution
Abstract
Ramp-wave dynamic-compression experiments are used to examine quasi-isentropic loading paths in materials. The gradual and continuous increase in pressure created by ramp waves make these types of experiments ideal for studying nonequilibrium material behavior, such as solidification kinetics. In ramp-wave compression experiments, the input drive pressure to the experimental setup may be exerted through one of a number of different mechanisms (e.g., magnetic fields, gas-gun-driven impactors, or high-energy lasers) and is generally required for simulating such experiments. Yet, regardless of the specific mechanism, this drive pressure cannot be measured directly (measurements are generally taken at a location near the back of the experimental setup through a transparent window), leading to an inverse problem where one must determine the drive pressure at the front of the experimental setup (i.e., the input) that corresponds to the particle velocity (the output) measured near the back of the experimental setup. Furthermore, we solve this inverse problem using a heuristic optimization algorithm, known as differential evolution, coupled with a multiphysics, hydrodynamics code that simulates the compression of the experimental setup. By running many rounds of forward simulations of the experimental setup, our optimization process iteratively searches for a drive pressure that is optimized to closelymore »
- Authors:
-
- Univ. of California, Davis, CA (United States)
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1735808
- Report Number(s):
- LLNL-JRNL-812830
Journal ID: ISSN 0021-8979; 1019988; TRN: US2205257
- Grant/Contract Number:
- AC52-07NA27344; NA0003960
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Applied Physics
- Additional Journal Information:
- Journal Volume: 128; Journal Issue: 19; Journal ID: ISSN 0021-8979
- Publisher:
- American Institute of Physics (AIP)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 75 CONDENSED MATTER PHYSICS, SUPERCONDUCTIVITY AND SUPERFLUIDITY; Shock waves; evolutionary computation; Hugoniot curve; equations of fluid dynamics; optimization algorithms; lasers; wave mechanics; phase transitions; velocimetry; hydrodynamics simulations
Citation Formats
Sterbentz, Dane M., Gambino, James R., Myint, Philip C., Delplanque, Jean-Pierre, Springer, H. Keo, Marshall, Michelle C., and Belof, Jonathan L. Drive-pressure optimization in ramp-wave compression experiments through differential evolution. United States: N. p., 2020.
Web. doi:10.1063/5.0023361.
Sterbentz, Dane M., Gambino, James R., Myint, Philip C., Delplanque, Jean-Pierre, Springer, H. Keo, Marshall, Michelle C., & Belof, Jonathan L. Drive-pressure optimization in ramp-wave compression experiments through differential evolution. United States. https://doi.org/10.1063/5.0023361
Sterbentz, Dane M., Gambino, James R., Myint, Philip C., Delplanque, Jean-Pierre, Springer, H. Keo, Marshall, Michelle C., and Belof, Jonathan L. Sat .
"Drive-pressure optimization in ramp-wave compression experiments through differential evolution". United States. https://doi.org/10.1063/5.0023361. https://www.osti.gov/servlets/purl/1735808.
@article{osti_1735808,
title = {Drive-pressure optimization in ramp-wave compression experiments through differential evolution},
author = {Sterbentz, Dane M. and Gambino, James R. and Myint, Philip C. and Delplanque, Jean-Pierre and Springer, H. Keo and Marshall, Michelle C. and Belof, Jonathan L.},
abstractNote = {Ramp-wave dynamic-compression experiments are used to examine quasi-isentropic loading paths in materials. The gradual and continuous increase in pressure created by ramp waves make these types of experiments ideal for studying nonequilibrium material behavior, such as solidification kinetics. In ramp-wave compression experiments, the input drive pressure to the experimental setup may be exerted through one of a number of different mechanisms (e.g., magnetic fields, gas-gun-driven impactors, or high-energy lasers) and is generally required for simulating such experiments. Yet, regardless of the specific mechanism, this drive pressure cannot be measured directly (measurements are generally taken at a location near the back of the experimental setup through a transparent window), leading to an inverse problem where one must determine the drive pressure at the front of the experimental setup (i.e., the input) that corresponds to the particle velocity (the output) measured near the back of the experimental setup. Furthermore, we solve this inverse problem using a heuristic optimization algorithm, known as differential evolution, coupled with a multiphysics, hydrodynamics code that simulates the compression of the experimental setup. By running many rounds of forward simulations of the experimental setup, our optimization process iteratively searches for a drive pressure that is optimized to closely reproduce the experimentally measured particle velocity near the back of the experimental setup. While our optimization methodology requires a significant number of hydrodynamics simulations to be conducted, many of these can be performed in parallel, which greatly reduces the time cost of our methodology. One novel aspect of our method for determining the drive pressure is that it does not require physical modeling of the drive mechanism and can thus be broadly applied to many types of ramp-compression experiments, regardless of the drive mechanism.},
doi = {10.1063/5.0023361},
journal = {Journal of Applied Physics},
number = 19,
volume = 128,
place = {United States},
year = {Sat Nov 21 00:00:00 EST 2020},
month = {Sat Nov 21 00:00:00 EST 2020}
}
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