Publications

4
First Author
4
Co-First
7
Co-Author
240+
Citations

2025

Unveiling the oxidation mechanisms of octa–penta graphene: a multidimensional exploration from first-principles to machine learning

C. Zhou, R. Huo, B. Situ, Z. Yan, Y. Tu*, Z. Zhang*

Phys. Chem. Chem. Phys. 2025, 27, 11056-11065

Octa–penta graphene (OPG), a novel carbon allotrope characterized by its distinctive arrangement of pentagonal and octagonal rings, has garnered considerable attention due to its exceptional structure and functional properties. This study systematically investigates the oxidation mechanisms of OPG and elucidates the oxygen migration patterns on the OPG monolayer through first-principles calculations and machine-learning-based molecular dynamics (MLMD) simulations.

Phys. Chem. Chem. Phys. 2025, 27, 11056-11065

Improving robustness and training efficiency of machine-learned potentials by incorporating short-range empirical potentials

Z. Yan, Z. Fan, Y. Zhu*

arXiv:2504.15925

Machine learning force fields (MLFFs) are powerful tools for materials modeling, but their performance is often limited by training dataset quality, particularly the lack of rare event configurations. This limitation undermines their accuracy and robustness in long-time and large-scale molecular dynamics simulations. In this work, we present a hybrid MLFF framework that integrates an empirical short-range repulsive potential and demonstrates improved robustness and training efficiency. Using solid electrolyte Li7La3Zr2O12 (LLZO) as a model system,

arXiv:2504.15925

2024

Impact of lithium nonstoichiometry on ionic diffusion in tetragonal garnet-type Li7La3Zr2O12

Z. Yan, Y. Zhu*

Chem. Mater. 2024, 36, 23, 11551–11557

Understanding ion transport mechanisms on the atomistic scale in solid-state electrolytes is crucial for the development of all-solid-state batteries. Li7La3Zr2O12 (LLZO) is a promising oxide solid electrolyte material, whose phase transition behavior and ion transport mechanisms have attracted significant research attention. Previous studies have primarily focused on ion transport in the cubic phase (intrinsic high-temperature phase or doped variants). In contrast, the tetragonal phase of LLZO, despite its close relationship with the cubic phase, has received less attention due to its relatively low ionic conductivity and high computational cost.

Chem. Mater. 2024, 36, 23, 11551–11557

Elucidating Anisotropic Ionic Diffusion Mechanism in Li3YCl6 with Molecular Dynamics Simulations

J. Geng, Z. Yan, Y. Zhu*

ACS Appl. Energy Mater. 2024, 7, 16, 7019–7024

Halide-based solid electrolytes have emerged as promising materials for the development of solid-state batteries, due to their high ionic conductivity and excellent chemical properties. Li3YCl6 is a prototype halide-based superionic material that features anisotropic ionic diffusion. Elucidating the ionic transport and optimizing the conductivity in such anisotropic materials are crucial for enhancing the performance of solid-state batteries. In this work, ...

ACS Appl. Energy Mater. 2024, 7, 16, 7019–7024

Hydroxyl-assisted globally spontaneous dynamic oxygen migration on biphenylene

R. Huo, C. Zhou, B. Situ, Z. Yan, H. Yang, Z. Fei, Q. Jin, L. Zhao, Z. Zhang*, Y. Tu*

Physica E 2024, 162, 115984

Dynamic covalent interfaces (DCIs) can autonomously adjust their internal structures and dynamically respond to changes in the external environment, thus holding broad application prospects in drug delivery, molecular detection, and interface catalysis. However, the dynamic properties of such DCIs greatly rely on the localized exchanges or formations of chemical bonds, seriously constraining the adaptive response efficiency.

Physica E 2024, 162, 115984

2023

Discovery of high entropy garnet solid-state electrolytes via ultrafast synthesis

Y. Feng1, L. Yang1, Z. Yan1, D. Zuo, Z. Zhu, L. Zeng, Y. Zhu*, J. Wan*

Energy Storage Mater. 2023, 63, 103053

Multi-elemental functional oxides are crucial for addressing global energy challenges. High entropy oxides (HEO) represent an emerging class of such materials with exceptional performance, attracting significant attention in energy research. However, the concept of high entropy exponentially expands the exploration space of related materials, making the design and discovery of high-performance HEO a challenging task.

Energy Storage Mater. 2023, 63, 103053

Preparation of polyaniline@graphene nanocomposite with oxidative polymerization of pre-assembled of aniline for supercapacitor electrodes

A. Zhu*, J. Zhang, B. Situ, Y. Ma, Z. Ji, Z. Peng, Z. Yan, Y. Tu

J Polym Res 2023, 30, 417

In this study, we report a facile strategy to prepare polyaniline and graphene nanopieces (PANI@GNP) nanocomposite by the oxidative polymerization of the aniline pre-assembled on the GNP surface. The morphology, chemical structure and interfacial interaction of the synthesized samples were characterized by scanning electron microscopy (SEM), transmission electron microscopy (TEM),

J Polym Res 2023, 30, 417

Unexpectedly Spontaneous Water Dissociation on Graphene Oxide Supported by Copper Substrate

Z. Huang1, Z. Yan1, G. Zhu, X. Chen, S. Zeng, X. Zhang, L. Zhao*, Y. Tu*

J. Colloid Interface Sci. 2023, 642, 112-119

Water dissociation is of fundamental importance in scientific fields and has drawn considerable interest in diverse technological applications. However, the high activation barrier of breaking the O-H bond within the water molecule has been identified as the bottleneck, even for the water adsorbed on the graphene oxide (GO). Herein, using the density functional theory calculations,

J. Colloid Interface Sci. 2023, 642, 112-119

Oxygen dissociation on the C3N monolayer: A first-principles study

L. Zhao1, W. Luo1, Z. Huang, Z. Yan, H. Jia, W. Pei, Y. Tu*

Appl. Surf. Sci. 2023, 613, 155912

The oxygen dissociation and the oxidized structure on the pristine C3N monolayer in exposure to air are the inevitably critical issues for the C3N engineering and surface functionalization yet have not been revealed in detail. Using the first-principles calculations, we have systematically investigated the possible O2 adsorption sites, various O2 dissociation pathways and the oxidized structures.

Appl. Surf. Sci. 2023, 613, 155912

Ultrafast response of self-powered humidity sensor of flexible graphene oxide film

S. Zeng1, Q. Pan1, Z. Huang1, C. Gu*, T. Wang, J. Xu, Z. Yan, F. Zhao, P. Li, Y. Tu*, Y. Fan*, L. Chen*

Mater. Des. 2023, 226, 111683

Next-generation humidity sensor, as one of the smart devices in artificial skin or flexible electronics, will need to be self-powered, flexible, fast and accurately detecting in the microenvironment. Although various flexible humidity sensors have already been demonstrated, most of them rely on large external power sources to operate, and still suffer from slow response, poor selectivity in environmental stimuli, and expensive and complicated procedures.

Mater. Des. 2023, 226, 111683

Locally spontaneous dynamic oxygen migration on biphenylene: a DFT study

B. Situ1, Z. Yan1, R. Huo, K. Wang, L. Chen, Z. Zhang, L. Zhao*, Y. Tu*

Phys. Chem. Chem. Phys. 2023, 25, 14089-14095

The dynamic oxygen migration at the interface of carbon allotropes dominated by the periodic hexagonal rings, including graphene and carbon nanotubes, has opened up a new avenue to realize dynamic covalent materials. However, for the carbon materials with hybrid carbon rings, such as biphenylene, whether the dynamic oxygen migration at its interface can still be found remains unknown.

Phys. Chem. Chem. Phys. 2023, 25, 14089-14095

2022

Remarkably Enhanced Dynamic Oxygen Migration on Graphene Oxide Supported by Copper Substrate

Z. Yan, W. Yang, H. Yang, C. Ji, S. Zeng, X. Zhang, L. Zhao*, Y. Tu*

Nanoscale Horiz. 2022, 7, 1082-1086

The dynamic covalent properties of graphene oxide (GO) are of fundamental interest to a broad range of scientific areas and technological applications. It remains a challenge to access feasible dynamic reactions for reversibly breaking/reforming the covalent bonds of oxygen functional groups on GO, although these reactions can be induced by photonic or mechanical routes,

Nanoscale Horiz. 2022, 7, 1082-1086

Emerging two-dimensional tellurene and tellurides for broadband photodetectors

Z. Yan, H. Yang, Z. Yang, C. Ji, G. Zhang, Y. Tu*, G. Du*, S. Cai*, S. Lin*

Small 2022, 18, 2200016

As with all stylish 2D functional materials, tellurene and tellurides possessing excellent physical and chemical properties such as high environmental stability, tunable narrow bandgap, and lower thermal conductivity, have aroused the great interest of the researchers. These properties of such materials also form the basis for relatively newfangled scholarly fields involving advanced topics, especially for broadband photodetectors.

Small 2022, 18, 2200016

2021

First-principles study of benzene and its homologues upon graphene-metal surfaces: Comparison of London dispersion corrections

W. Yang1, Z. Yan1, K. Zhang, W. Wang, S. Lei, S. Zeng*, Y. Tu

Surf. Sci. 2021, 714, 121919

We perform a comparative theoretical study of benzene and its homologues (toluene, para-xylene, and mesitylene) adsorbed on Cu/Al/Pd(111)-supported graphene using density functional theory (DFT). The long-range attraction is handled by semiempirical dispersion correction method (PBE-D3) and ab initio van der Waals density functionals

Surf. Sci. 2021, 714, 121919