Neural network reactive force field for C, H, N, and O systems

P Yoo, M Sakano, S Desai, MM Islam, P Liao… - npj Computational …, 2021 - nature.com
Reactive force fields have enabled an atomic level description of a wide range of
phenomena, from chemistry at extreme conditions to the operation of electrochemical …

Extemporaneous mechanochemistry: Shock-wave-induced ultrafast chemical reactions due to intramolecular strain energy

BW Hamilton, MP Kroonblawd… - The Journal of Physical …, 2022 - ACS Publications
Regions of energy localization referred to as hotspots are known to govern shock initiation
and the run-to-detonation in energetic materials. Mounting computational evidence points to …

A hotspot's better half: Non-equilibrium intra-molecular strain in shock physics

BW Hamilton, MP Kroonblawd, C Li… - The Journal of Physical …, 2021 - ACS Publications
Shockwave interactions with a material's microstructure localizes energy into hotspots,
which act as nucleation sites for complex processes such as phase transformations and …

High-pressure and temperature neural network reactive force field for energetic materials

BW Hamilton, P Yoo, MN Sakano, MM Islam… - The Journal of …, 2023 - pubs.aip.org
Reactive force fields for molecular dynamics have enabled a wide range of studies in
numerous material classes. These force fields are computationally inexpensive compared …

Feature-aware unsupervised lesion segmentation for brain tumor images using fast data density functional transform

SJ Huang, CC Chen, Y Kao, HHS Lu - Scientific reports, 2023 - nature.com
We demonstrate that isomorphically mapping gray-level medical image matrices onto
energy spaces underlying the framework of fast data density functional transform (fDDFT) …

The potential energy hotspot: Effects of impact velocity, defect geometry, and crystallographic orientation

BW Hamilton, MP Kroonblawd… - The Journal of Physical …, 2022 - ACS Publications
In energetic materials, the localization of energy into “hotspots” is known to dictate the
initiation of chemical reactions and detonation. Recent all-atom simulations have shown that …

Predicted reaction mechanisms, product speciation, kinetics, and detonation properties of the insensitive explosive 2, 6-diamino-3, 5-dinitropyrazine-1-oxide (llm-105)

BW Hamilton, BA Steele, MN Sakano… - The Journal of …, 2021 - ACS Publications
2, 6-Diamino-3, 5-dinitropyrazine-1-oxide (LLM-105) is a relatively new and promising
insensitive high-explosive (IHE) material that remains only partially characterized. IHEs are …

Fourier-like thermal relaxation of nanoscale explosive hot spots

MP Kroonblawd, BW Hamilton… - The Journal of Physical …, 2021 - ACS Publications
Hot spots are local regions of high temperature that are widely considered to govern
explosive initiation. Hot spot dynamics rests on a delicate balance between heat generation …

[HTML][HTML] Energy localization efficiency in 1, 3, 5-trinitro-2, 4, 6-triaminobenzene pore collapse mechanisms

BW Hamilton, TC Germann - Journal of Applied Physics, 2023 - pubs.aip.org
Atomistic and continuum scale modeling efforts have shown that the shock-induced collapse
of porosity can occur via a wide range of mechanisms dependent on pore morphology, the …

Investigation of the decomposition mechanism of MTNP melt-cast explosive at different temperatures and pressures through ReaxFF/lg molecular dynamics …

J Mao, B Wang, R Zhu, Y Chen, J Fu - Journal of Molecular Modeling, 2023 - Springer
Context Thermal decomposition of 1-methyl-3, 4, 5-trinitropyrazole (MTNP), a melt-cast
explosive, was investigated at different temperatures (2500, 2750, 3000, 3250, and 3500 K) …