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Molecular Dynamics Study of Hydrogen Release from NaH Using Machine Learning Potential
Ce Feng1, Yuting Zhang1, Xiao Zhang1,2
1Department of Reactor Engineering Technology, China Institute of Atomic Energy, Beijing 102413, China.
Sodium hydride (NaH) decomposition was simulated using a new deep neural network potential. This method reveals temperature-dependent hydrogen release from NaH, crucial for nuclear reactor safety.
Area of Science:
- Materials Science
- Computational Chemistry
- Nuclear Engineering
Background:
- Sodium hydride (NaH) is a hazardous byproduct in sodium-cooled fast reactors.
- Understanding NaH thermal decomposition is vital for reactor safety.
- Conventional simulations struggle with the atomic-scale mechanisms due to scale limitations.
Purpose of the Study:
- To develop an accurate deep neural network potential (DP) for simulating NaH.
- To investigate the atomic-scale thermal decomposition mechanism of NaH.
- To provide insights into hydrogen gas release relevant to nuclear reactor safety.
Main Methods:
- Developed a deep neural network potential (DP) for NaH using the DP-GEN framework.
- Validated the DP model against density functional theory (DFT) calculations and experimental data.
- Performed large-scale Deep Potential Molecular Dynamics (DPMD) simulations on NaH clusters and a slab model.
Main Results:
- The DP model accurately reproduced DFT results for NaH properties, outperforming ReaxFF.
- Simulations showed model-dependent thermal decomposition behavior.
- The slab model exhibited H2 formation and release at elevated temperatures (300-1500 K), while clusters showed transitions and dissociation at higher temperatures (1000-1500 K).
Conclusions:
- The developed DP model is a reliable tool for studying NaH decomposition.
- Atomistic insights into NaH thermal decomposition and hydrogen release were obtained.
- Findings are crucial for assessing safety hazards in sodium-cooled fast reactors.
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