Unraveling the Mechanism of Phase Transformation and Structural Evolution in Si Anode with Deep-Potential Molecular Dynamics

03 January 2023, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

Silicon has been extensively studied as one of the most promising anode materials for next-generation lithium-ion batteries because of its high specific capacity. However, a direct understanding of the atomic-scale mechanism associated with the charging and discharging processes for the Silicon anode is still lacking, partly due to the fact that the electrochemical reaction and structural evolution in the silicon anode involve complex phase transformation between crystalline (c-) and amorphous (a-) phases. In the past, such theoretical studies were limited by the capability of ab initio molecular dynamics. In this work, employing a newly developed deep potential model, we calculate and analyze voltage curves and microstructure evolution pathways starting from c-Si/a-Si/c-Li3.75Si/a-Li4.5Si with lithium insertion/extraction. Our simulations not only reproduce the key experimental phenomena, but also allow us to study the atomic scale mechanism associated with these phenomena. In particular, the voltage plateaus in both of the c-Si and a-Si lithiation processes are reproduced with a predicted plateau difference close to experimental measurements, which indicates the two-phase reaction mechanism at the initial lithiation stage. The latent heat of the phase transformation from c-Li15-δSi4 to a-Li15-δSi4 phases along the delithiation paths is evaluated, and agrees well with experimental value. Furthermore, the structural evolution from the crystal Si to the Li-Si solid solution and subsequently to the a-LixSi phase is captured, and the change of Si-Si bond distribution matches well with experiments. The simulation shows that the stress in the a-Si lithiation is lower than that in the c-Si lithiation, which is consistent with the experimental observation that the a-Si phase exhibits better stability than the c-Si phase. Our results provide much-needed insights into the thermodynamics of the phase transitions and structural evolution between the crystalline and amorphous LixSi phases, which play a key role in silicon anode optimization for battery applications.

Keywords

Si anode
voltage curve
lithiation path
deep-potential
phase transformation

Supplementary materials

Title
Description
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Title
Unraveling the Mechanism of Phase Transformation and Structural Evolution in Si Anode with Deep-Potential Molecular Dynamics
Description
Computational details of generating the deep potential model and the AIMD simulation. The workflow of the GCMC & DeePMD method with a-Si lithiation as reference. Computational analysis of RDF between AIMD and DeePMD for Li-Li and Si-Si in various a-LixSi phases and c-Li15Si4 phase. Comparison of the lattice constant, formation energy and voltage of various c-LixSi phases obtained from the DFT and DP methods. Comparison of the volume change result between AFM and DeePMD calculation.
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