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Willman JT, Perriot R, Ticknor C. Atomic cluster expansion potential for large scale simulations of hydrocarbons under shock compression. J Chem Phys 2024; 161:064303. [PMID: 39120033 DOI: 10.1063/5.0213560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Accepted: 07/22/2024] [Indexed: 08/10/2024] Open
Abstract
We present an Atomic Cluster Expansion (ACE) machine learned potential developed for high-fidelity atomistic simulations of hydrocarbons, targeting pressures and temperatures near and above supercritical fluid regimes for molecular fluids. A diverse set of stoichiometries were covered in training, including 1:0 (pure carbon), 1:4 (methane), and 1:1 (benzene), and rich bonding environments sampled at supercritical temperatures, hydrogen rich, reactive mixtures where metastable stoichiometries arise, including 1:2 (ethylene) and 1:3 (ethane). A high-fidelity training database was constructed by performing large-scale quantum molecular dynamic simulations [density functional theory (DFT) MD] of diamond, graphite, methane, and benzene. A novel approach to selecting structures from DFT MD is also presented, which allows for the rapid selection of unique DFT MD frames from complex trajectories. Comparisons to DFT and experimental data demonstrate that the presented ACE potential accurately reproduces isotherms, carbon melting curves, radial distribution functions, and shock Hugoniots for carbon and hydrocarbon systems for pressures up to 100 GPa and temperatures up to 6000 K for hydrocarbon systems and up to 9000 K for pure carbon systems. This work delivers a potential that can be used for accurate, large-scale simulations of shocked hydrocarbons and demonstrates a methodology for fitting and validating machine learning interatomic potentials to complex molecular environments, which can be applied to energetic materials in future works.
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Affiliation(s)
- Jonathan T Willman
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Romain Perriot
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Christopher Ticknor
- Theoretical Division, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
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Diamond and methane formation from the chemical decomposition of polyethylene at high pressures and temperatures. Sci Rep 2022; 12:631. [PMID: 35022446 PMCID: PMC8755720 DOI: 10.1038/s41598-021-04206-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Accepted: 12/07/2021] [Indexed: 11/08/2022] Open
Abstract
Polyethylene (C2H4)n was compressed to pressures between 10 and 30 GPa in a diamond anvil cell (DAC) and laser heated above 2500 K for approximately one second. This resulted in the chemical decomposition of the polymer into carbon and hydrocarbon reaction products. After quenching to ambient temperature, the decomposition products were measured in the DAC at pressures ranging from ambient to 29 GPa using a combination of x-ray diffraction (XRD) and small angle x-ray scattering (SAXS). XRD identified cubic diamond and methane as the predominant product species with their pressure-volume relationships exhibiting strong correlations to the diamond and methane equations of state. Length scales associated with the diamond products, obtained from SAXS measurements, indicate the formation of nanodiamonds with a radius of gyration between 12 and 35 nm consistent with 32-90 nm diameter spherical particles. These results are in good agreement with the predicted product composition under thermodynamic and chemical equilibrium.
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Dattelbaum DM, Lang JM, Goodwin PM, Gibson LL, Gammel WP, Coe JD, Ticknor C, Leiding JA. Shockwave compression and dissociation of ammonia gas. J Chem Phys 2019; 150:024305. [DOI: 10.1063/1.5063012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Dana M. Dattelbaum
- Experimental Team: Explosive Science and Shock Physics Division, Mailstop P952, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - John M. Lang
- Experimental Team: Explosive Science and Shock Physics Division, Mailstop P952, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Peter M. Goodwin
- Experimental Team: Material Physics and Applications Division, Mailstop K771, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Lloyd L. Gibson
- Experimental Team: Explosive Science and Shock Physics Division, Mailstop P952, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - William P. Gammel
- Theory Team: Theoretical Division, Mailstop B221, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Joshua D. Coe
- Theory Team: Theoretical Division, Mailstop B221, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Christopher Ticknor
- Theory Team: Theoretical Division, Mailstop B221, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
| | - Jeffery A. Leiding
- Theory Team: Theoretical Division, Mailstop B221, Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
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Mimura K, Nishida T. Hydrogen and Hydrocarbon Gases, Polycyclic Aromatic Hydrocarbons, and Amorphous Carbon Produced by Multiple Shock Compression of Liquid Benzene up to 27.4 GPa. J Phys Chem A 2017; 121:6471-6480. [PMID: 28787165 DOI: 10.1021/acs.jpca.7b06627] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Phase diagrams of benzene have been reported on the basis of data mainly obtained from static compression at various pressure-temperature, P-T, conditions. However, there are few data in the high-pressure and high temperature-region of the phase diagram. To understand the physical and chemical behavior of benzene in that region, multiple shock compression of benzene was evaluated by a recovery experimental system that directly analyzed the shocked samples. The shocked samples were composed of the remaining benzene, gases (H2, CH4, C2H4, C2H6, C3H6, and C3H8), polycyclic aromatic hydrocarbons with molecular weights from 128 (naphthalene) to 300 (coronene), and amorphous carbon. The abundances of these chemical species varied according to the P-T conditions induced by shock compression. Samples in the lower-pressure and lower-temperature region of the a-C:H phase in the phase diagram contained a significant amount of benzene as well as amorphous carbon. In the higher-pressure and higher-temperature region of the a-C:H phase, benzene was mostly converted into amorphous carbon (H/C = 0.2), H2, and CH4. Therefore, the amorphous carbon in the present study was produced by a different pathway than that in previous studies that have detected hydrogenated amorphous carbon (H/C = 1). For earth sciences, the present study can provide basic information on the delivery to the early earth of extraterrestrial organic materials related to the origin of life.
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Affiliation(s)
- Koichi Mimura
- Department of Earth and Environmental Sciences, Graduate School of Environmental Studies, Nagoya University , Nagoya 464-8601, Japan
| | - Tamihito Nishida
- Department of Earth and Environmental Sciences, Graduate School of Environmental Studies, Nagoya University , Nagoya 464-8601, Japan
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Carbon precipitation from heavy hydrocarbon fluid in deep planetary interiors. Nat Commun 2014; 4:2446. [PMID: 24026399 DOI: 10.1038/ncomms3446] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2013] [Accepted: 08/15/2013] [Indexed: 11/08/2022] Open
Abstract
The phase diagram of the carbon-hydrogen system is of great importance to planetary sciences, as hydrocarbons comprise a significant part of icy giant planets and are involved in reduced carbon-oxygen-hydrogen fluid in the deep Earth. Here we use resistively- and laser-heated diamond anvil cells to measure methane melting and chemical reactivity up to 80 GPa and 2,000 K. We show that methane melts congruently below 40 GPa. Hydrogen and elementary carbon appear at temperatures of >1,200 K, whereas heavier alkanes and unsaturated hydrocarbons (>24 GPa) form in melts of >1,500 K. The phase composition of carbon-hydrogen fluid evolves towards heavy hydrocarbons at pressures and temperatures representative of Earth's lower mantle. We argue that reduced mantle fluids precipitate diamond upon re-equilibration to lighter species in the upwelling mantle. Likewise, our findings suggest that geophysical models of Uranus and Neptune require reassessment because chemical reactivity of planetary ices is underestimated.
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Qi T, Reed EJ. Simulations of Shocked Methane Including Self-Consistent Semiclassical Quantum Nuclear Effects. J Phys Chem A 2012; 116:10451-9. [DOI: 10.1021/jp308068c] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Tingting Qi
- Department of Materials Science and Engineering, Stanford University, Stanford, California 94305, United
States
| | - Evan J. Reed
- Department of Materials Science and Engineering, Stanford University, Stanford, California 94305, United
States
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Ross PW, Tran V, Chau R. High bandwidth differential amplifier for shock experiments. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2012; 83:10D718. [PMID: 23126892 DOI: 10.1063/1.4732858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
We developed a high bandwidth differential amplifier for gas gun shock experiments of low-resistance metals. The circuit has a bandwidth up to 1 GHz, and is capable of measuring signals of ≤1.5 V with a common mode rejection of 250 V. Conductivity measurements of gas gun targets are measured by flowing high currents through the targets. The voltage is measured across the target using a technique similar to a four-point probe. Because of the design of the current source and load, the target voltage is ∼250 V relative to ground. Since the expected voltage change in the target is <1 V, the differential amplifier must have a large common mode rejection. Various amplifying designs are shown, although the increased amplification decreases bandwidth. Bench tests show that the amplifier can withstand significant common mode dc voltage and measure 10 ns, and 50 mV signals.
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Affiliation(s)
- P W Ross
- National Security Technologies, LLC, Livermore, California 94550, USA.
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Gao G, Oganov AR, Ma Y, Wang H, Li P, Li Y, Iitaka T, Zou G. Dissociation of methane under high pressure. J Chem Phys 2011; 133:144508. [PMID: 20950018 DOI: 10.1063/1.3488102] [Citation(s) in RCA: 88] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Methane is an extremely important energy source with a great abundance in nature and plays a significant role in planetary physics, being one of the major constituents of giant planets Uranus and Neptune. The stable crystal forms of methane under extreme conditions are of great fundamental interest. Using the ab initio evolutionary algorithm for crystal structure prediction, we found three novel insulating molecular structures with P2(1)2(1)2(1), Pnma, and Cmcm space groups. Remarkably, under high pressure, methane becomes unstable and dissociates into ethane (C(2)H(6)) at 95 GPa, butane (C(4)H(10)) at 158 GPa, and further, carbon (diamond) and hydrogen above 287 GPa at zero temperature. We have computed the pressure-temperature phase diagram, which sheds light into the seemingly conflicting observations of the unusually low formation pressure of diamond at high temperature and the failure of experimental observation of dissociation at room temperature. Our results support the idea of diamond formation in the interiors of giant planets such as Neptune.
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Affiliation(s)
- Guoying Gao
- State Key Lab of Superhard Materials, Jilin University, Changchun 130012, People's Republic of China.
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Chau R, Hamel S, Nellis WJ. Chemical processes in the deep interior of Uranus. Nat Commun 2011; 2:203. [DOI: 10.1038/ncomms1198] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2010] [Accepted: 01/19/2011] [Indexed: 11/09/2022] Open
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Lin H, Li YL, Zeng Z, Chen XJ, Lin HQ. Structural, electronic, and dynamical properties of methane under high pressure. J Chem Phys 2011; 134:064515. [DOI: 10.1063/1.3554653] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Root S, Gupta YM. Chemical Changes in Liquid Benzene Multiply Shock Compressed to 25 GPa. J Phys Chem A 2009; 113:1268-77. [DOI: 10.1021/jp809099w] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- S. Root
- Institute for Shock Physics and Department of Physics, Washington State University, Pullman, Washington 99164
| | - Y. M. Gupta
- Institute for Shock Physics and Department of Physics, Washington State University, Pullman, Washington 99164
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Maillet JB, Pineau N. Thermodynamic properties of benzene under shock conditions. J Chem Phys 2008; 128:224502. [DOI: 10.1063/1.2917335] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Elert ML, Zybin SV, White CT. Molecular dynamics study of shock-induced chemistry in small condensed-phase hydrocarbons. J Chem Phys 2003. [DOI: 10.1063/1.1571051] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Viecelli JA, Glosli JN. Carbon cluster coagulation and fragmentation kinetics in shocked hydrocarbons. J Chem Phys 2002. [DOI: 10.1063/1.1522395] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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