2023
DOI: 10.1039/d3ta01466e
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First-principles study of the distribution of excess intercalated lithium in Li3V2O5 with a disordered rock-salt structure

Abstract: Lithium (Li) incorporation in many metal oxides can form disordered rock-salt (DRS) structure. Such Li-containing oxides are widely employed as high energy density electrode materials in Li-ion batteries. Here, we...

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“…This approach can significantly reduce the computational cost while maintaining the accuracy of the simulations. We have carefully checked the reliability of the ML-MD simulations in our previous work 56 and this work, as shown below.…”
Section: Methodsmentioning
confidence: 99%
“…This approach can significantly reduce the computational cost while maintaining the accuracy of the simulations. We have carefully checked the reliability of the ML-MD simulations in our previous work 56 and this work, as shown below.…”
Section: Methodsmentioning
confidence: 99%
“…This implementation followed an "on-the-fly" (or active learning) scheme, triggering DFT calculations as necessary. [43][44][45][46] The process commenced with DFT calculations for the initial structures. Total energies and atomic forces obtained from these DFT calculations were utilized to train the machinelearning force fields (ML-FF).…”
Section: Methodsmentioning
confidence: 99%