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Search Results (466)

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Keywords = atomic and molecular physics

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13 pages, 3195 KB  
Article
Atomic Bond Strain: A New Strain Measure Displaying Nearly Perfect Linear Correlation with Stress Throughout Plastic Deformation of Single-Crystal FCC Metals
by Donghua Xu, Tittaya Thaiyanurak and Noushin Salsabil
Solids 2026, 7(1), 5; https://doi.org/10.3390/solids7010005 - 6 Jan 2026
Viewed by 248
Abstract
Atomic-scale strain is the basis of a material’s macroscopic deformation behavior. The current measure of atomic-scale strain in the form of the Green–Lagrange tensor loses its physical meaning beyond the yield point, as atomic neighborhoods undergo significant reconstructions. We have recently introduced a [...] Read more.
Atomic-scale strain is the basis of a material’s macroscopic deformation behavior. The current measure of atomic-scale strain in the form of the Green–Lagrange tensor loses its physical meaning beyond the yield point, as atomic neighborhoods undergo significant reconstructions. We have recently introduced a new atomic-scale strain measure, namely, atomic bond strain, through our study of bond behavior in multicomponent metallic glasses. Here, we apply this new strain measure to uniaxial tensile tests (simulated using molecular dynamics) of several representative single-crystal FCC (face-centered cubic) metals under varied strain rates. We show that this new strain measure displays remarkable near-linear correlation with stress, not only in the elastic regime, but also in the plastic regime where complex dislocation dynamics (nucleation, bursting, motion, annihilation, regeneration) and stress fluctuations take place. This suggests that the overall stress of the materials even in the plastic regime is predominantly determined by the degree of bond stretching among all atoms. This appears to contradict the common conceptions that the plastic flow stress of a crystalline material is governed by dislocation events involving only a small fraction of atoms around dislocations, and that the stress–strain relationship is highly non-linear for plastic deformation. The contradictions can be reconciled by considering the causal sequence: dislocation events alter bond stretching, and bond stretching directly determines the stress. This brings a novel insight into the nature of plastic deformation, owing to the newly introduced atomic bond strain. How well the near-linear correlation between the stress and the atomic bond strain holds in other materials (e.g., non-FCC single crystals, polycrystals, quasicrystals, elements, alloys, and compounds) is an intriguing and important topic for future investigation, following the example of this work. Full article
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25 pages, 2123 KB  
Review
Molecular Dynamics Simulation of Nano-Aluminum: A Review on Oxidation, Structure Regulation, and Energetic Applications
by Dihua Ouyang, Xin Chen, Qiantao Zhang, Chunpei Yu, He Cheng, Weiqiang Pang and Jieshan Qiu
Nanomaterials 2026, 16(1), 74; https://doi.org/10.3390/nano16010074 - 5 Jan 2026
Viewed by 353
Abstract
Nano-aluminum (nAl), characterized by its high combustion enthalpy and enhanced reactivity, serves as a critical component in advanced energetic materials like solid propellants and micro-ignition devices. However, the atomic-scale mechanisms governing its core–shell structure evolution, oxidation dynamics, and interfacial interactions remain elusive to [...] Read more.
Nano-aluminum (nAl), characterized by its high combustion enthalpy and enhanced reactivity, serves as a critical component in advanced energetic materials like solid propellants and micro-ignition devices. However, the atomic-scale mechanisms governing its core–shell structure evolution, oxidation dynamics, and interfacial interactions remain elusive to experimental probes due to spatiotemporal limitations. Molecular dynamics (MD) simulations, particularly the synergistic use of a ReaxFF reactive force field (for large-scale systems) and ab initio MD (for electronic-level accuracy), have emerged as a powerful tool to overcome this barrier. This review systematically delineates the oxidation mechanisms and core–shell structure regulation of nAl, with a focus on the multi-scale simulation paradigm integrating DFT, AIMD, and ReaxFF MD that directly supports nAl research. It critically examines the pivotal role of MD simulations in guiding the surface modification of nAl, elucidating combustion mechanisms at the atomic level, and designing interfaces in energetic composite systems. By synthesizing recent advances (2022–2025), this study establishes a clear structure–property relationship between microscopic features and macroscopic performance of nAl. Furthermore, it identifies prevailing challenges, including simulations under multi-physics loading, multi-scale bridging, and quantitative experiment-simulation validation that specifically affect nAl-based energetic systems. Finally, future research directions are prospected, encompassing the development of machine learning-empowered force fields tailored for nAl systems, multi-scale and multi-field coupling simulation frameworks targeting nAl applications, and closed-loop experiment-simulation systems for nAl-based energetic materials. This review aims to provide fundamental insights and a technical framework for the rational design and engineering application of nAl-based energetic materials in fields such as aerospace propulsion. Full article
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12 pages, 2987 KB  
Article
Formation Mechanisms of Micro-Nano Structures on Steels by Strong-Field Femtosecond Laser Filament Processing
by Liansheng Zheng, Shuo Wang, Yingbo Cong, Chenxing Wang, Haowen Li, Hongyin Jiang, Helong Li, Hongwei Zang and Huailiang Xu
Nanomaterials 2026, 16(1), 37; https://doi.org/10.3390/nano16010037 - 25 Dec 2025
Viewed by 298
Abstract
Functional steel surfaces engineered through tailored micro-nano structures are increasingly vital for various applications such as high-performance aerospace components, energy conversion systems and defense equipment. Femtosecond laser filament processing is a recently proposed remote fabrication technique, showing the capability of fabricating micro-nano structures [...] Read more.
Functional steel surfaces engineered through tailored micro-nano structures are increasingly vital for various applications such as high-performance aerospace components, energy conversion systems and defense equipment. Femtosecond laser filament processing is a recently proposed remote fabrication technique, showing the capability of fabricating micro-nano structures on irregular and large-area surfaces without the need of tight focusing. Nevertheless, the mechanisms underlying the formation of filament-induced structures remain not fully understood. Here we systematically investigate the formation mechanisms of filament-induced micro-nano structures on stainless steel surfaces by processing stainless steel in three manners: point, line, and area. We clarify the decisive role of the unique core–reservoir energy distribution of the filament in the formation of filament-induced micro-nano structures, and reveal that ablation, molten metal flow, and metal vapor condensation jointly drive the structure evolution through a dynamic interplay of competition and coupling, giving rise to the sequential morphological transitions of surface structures, from laser-induced periodic surface structures to ripple-like, crater-like, honeycomb-like, and ultimately taro-leaf-like structures. Our work not only clarifies the mechanisms of femtosecond laser filament processed morphological structures on steels but also provides insights onto intelligent manufacturing and design of advanced functional steel materials. Full article
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15 pages, 4225 KB  
Article
Defect-Mediated Threshold Voltage Tuning in β-Ga2O3 MOSFETs via Fluorine Plasma Treatment
by Lisheng Wang, Yifan Zhang, Junxing Dong, Jingzhuo Wang, Zenan Wang, Yuan Feng, Xianghu Wang, Si Shen and Hai Zhu
Nanomaterials 2025, 15(24), 1896; https://doi.org/10.3390/nano15241896 - 17 Dec 2025
Viewed by 388
Abstract
We demonstrate high-performance MOSFETs on β-Ga2O3 films grown by plasma-assisted molecular beam epitaxy (PA-MBE). The high crystalline quality of the β-Ga2O3 epilayer was confirmed by X-ray diffraction and atomic force microscopy. An optimized CF4-plasma treatment [...] Read more.
We demonstrate high-performance MOSFETs on β-Ga2O3 films grown by plasma-assisted molecular beam epitaxy (PA-MBE). The high crystalline quality of the β-Ga2O3 epilayer was confirmed by X-ray diffraction and atomic force microscopy. An optimized CF4-plasma treatment was employed to introduce fluorine (F) into the near-surface region, effectively suppressing donor-like states. The resulting devices exhibit an ultralow off-state current of 1 × 10−9 mA/mm and a stable on/off ratio of 105. A controllable positive threshold voltage shift up to +12.4 V was achieved by adjusting the plasma duration. X-ray photoelectron spectroscopy indicates that incorporated F atoms form F–Ga-related bonds and compensate oxygen-related donor defects. Sentaurus TCAD simulations reveal reduced near-surface charge and a widened depletion region, providing a physical explanation for the experimentally observed increase in breakdown voltage from 453 V to 859 V. These results clarify the role of fluorine in modulating surface defect states in PA-MBE β-Ga2O3 and demonstrate an effective route for threshold-voltage engineering and leakage suppression in Ga2O3 power devices. Full article
(This article belongs to the Section Nanophotonics Materials and Devices)
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18 pages, 4375 KB  
Article
Gauge Transformation Effects of Nonlocal Potentials in the Strong-Field Approximation for Complex Molecules
by Shuning Gao, Shuang Wu, Jun Wang and Lanhai He
Symmetry 2025, 17(12), 2166; https://doi.org/10.3390/sym17122166 - 16 Dec 2025
Viewed by 284
Abstract
In ultrafast science, the strong-field approximation (SFA) provides a powerful framework to describe high-order harmonic generation (HHG) and related phenomena. Meanwhile, within the current ab initio theoretical framework, the use of nonlocal potentials in calculating multi-electron molecular wave functions is almost unavoidable. We [...] Read more.
In ultrafast science, the strong-field approximation (SFA) provides a powerful framework to describe high-order harmonic generation (HHG) and related phenomena. Meanwhile, within the current ab initio theoretical framework, the use of nonlocal potentials in calculating multi-electron molecular wave functions is almost unavoidable. We find that when such wave functions are directly applied to compute transition dipole moments for correcting SFA, it introduces a fundamental gauge transformation problem. Specifically, the nonlocal potential contributes an additional gauge-dependent phase function to the dipole operator, which directly modifies the phase of the transition dipole. As a consequence, the saddle-point equations acquire an entirely different structure compared to the standard SFA, leading to a splitting of the conventional short and long classical trajectories in HHG into multiple distinct quantum trajectories. Here, “complex molecules” refers to multi-center molecular systems whose nonlocal electronic structure leads to gauge-dependent strong-field responses. Our analysis highlights that the validity of gauge in-variation cannot be assumed universally in SFA framework. Our approach combines the molecular strong-field approximation with gauge transformation analysis, incorporating nonlocal pseudopotentials, saddle-point equations, and multi-center recombination effects. Full article
(This article belongs to the Section Physics)
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15 pages, 3818 KB  
Article
Application of Physical and Quantum-Chemical Characteristics of Epoxy-Containing Diluents for Wear-Resistant Epoxy Compositions
by Andrii Kulikov, Kostyantyn Sukhyy, Oleksandr Yeromin, Marcel Fedak, Olena Prokopenko, Iryna Sukha, Oleksii Poloz, Oleh Mikats, Tomas Hrebik, Olha Kulikova and Martin Lopusniak
Materials 2025, 18(24), 5643; https://doi.org/10.3390/ma18245643 - 16 Dec 2025
Viewed by 319
Abstract
Low-viscosity epoxy-containing diluents are used to reduce the initial viscosity of highly filled, wear-resistant epoxy systems and to improve filler wetting and dispersion. This study determined physical parameters by an atomic-increment approach and electronic descriptors using the Parametric Method 3 (PM3) semi-empirical method. [...] Read more.
Low-viscosity epoxy-containing diluents are used to reduce the initial viscosity of highly filled, wear-resistant epoxy systems and to improve filler wetting and dispersion. This study determined physical parameters by an atomic-increment approach and electronic descriptors using the Parametric Method 3 (PM3) semi-empirical method. Clear relationships were established between the effective molar cohesion energy and the solubility parameter with van der Waals volume. Linear dependencies were also obtained between the diluent surface tension and spreading coefficients on model high-hardness fillers, including silicon carbide, boron carbide, and normal corundum. The activity of epoxy diluents depends on the lowest unoccupied molecular orbital energy. These diluents influence processing and the final physical and mechanical properties of composites, making their selection critical for strength, hardness, and wear resistance. Computational analysis enables prediction of diluent behavior, reducing experimental time and cost. Integrating physical and quantum-chemical data into epoxy diluent design accelerates the search for optimal components and improves production of durable, high-performance epoxy composites. Full article
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19 pages, 1120 KB  
Article
Theoretically Estimated Experimental Adiabatic Electron Affinities of Hydrogen and Cyclohexane Molecules
by Igor Y. Shchapin and Andrey I. Nekhaev
Hydrogen 2025, 6(4), 115; https://doi.org/10.3390/hydrogen6040115 - 8 Dec 2025
Viewed by 526
Abstract
Molecular hydrogen is the basis of hydrogen energy. It is formed and used in many fields of industry, physics, and chemistry. Molecular hydrogen is the main product formed during the gamma radiolysis of liquid cyclohexane. When studying the mechanism of molecular hydrogen formation [...] Read more.
Molecular hydrogen is the basis of hydrogen energy. It is formed and used in many fields of industry, physics, and chemistry. Molecular hydrogen is the main product formed during the gamma radiolysis of liquid cyclohexane. When studying the mechanism of molecular hydrogen formation during the gamma radiolysis of liquid cyclohexane, we found that the values of adiabatic electron affinity, one of the fundamental characteristics of atoms and molecules, had not yet been experimentally determined for hydrogen and cyclohexane molecules. Theoretical estimates of the adiabatic electron affinity of the hydrogen molecule made by other authors varied widely ([−0.3; −5.771] eV) and could not be compared with experimental values due to the absence of such data. Using DFT calculations at the PBE0/TZVPP level of theory, and a constructed correlation with experimental values of the adiabatic first ionization potential and electron affinity for a number of molecules, neutral radicals, and atoms, we estimated, for the first time, the experimental adiabatic electron affinities of hydrogen (−3.08 eV) and cyclohexane (−2.13 eV) molecules in the gas phase. When an electron is attached to a cyclohexane molecule, a cyclohexane radical anion is formed, a new, highly reactive species that has not been studied before. A new perspective on molecular hydrogen formation during the gamma radiolysis of liquid cyclohexane was introduced and discussed. Full article
(This article belongs to the Special Issue Advances in Hydrogen Production, Storage, and Utilization)
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15 pages, 487 KB  
Article
Collective Auger Decay of 4d−2 Double Inner-Shell Vacancy in Xe
by Jiaolong Zeng, Guoqing Wang, Aihua Deng, Cheng Gao and Jianmin Yuan
Atoms 2025, 13(12), 98; https://doi.org/10.3390/atoms13120098 - 8 Dec 2025
Viewed by 316
Abstract
Auger decay of all levels of the double core-hole states 4d2 of Xe2+, including collective Auger decay (CAD) pathways, is investigated using the relativistic distorted-wave approximation. Large-scale configuration interaction calculations were performed to obtain level-to-level Auger decay rates. [...] Read more.
Auger decay of all levels of the double core-hole states 4d2 of Xe2+, including collective Auger decay (CAD) pathways, is investigated using the relativistic distorted-wave approximation. Large-scale configuration interaction calculations were performed to obtain level-to-level Auger decay rates. In addition to the typical Auger decay final levels associated with the configurations of 4d15s25p4, 4d15s15p5, and 4d15s05p6, evident contributions are identified from excited channels, leading to configurations such as 4d94f15s25p3, 4d95s25p35d1, 4d95s25p36s1, and 4d95s25p36p1. These contributions arise from strong electron correlation between the valence electronic orbitals and the 4d inner-shell orbital. The CAD rates and branching ratios (BRs) are determined for each double core-hole level with a minimum CAD BR of 1.28% and a maximum of 4.08% among all CAD channels. The configuration-averaged CAD BR is predicted to be 1.93%, which helps explain recent unexplained experimental findings. The inclusion of CAD processes enriches Auger electron spectroscopy, thereby extending potential applications of this important experimental tool in both fundamental and applied research. Full article
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18 pages, 1413 KB  
Article
Hybrid Basis and Multi-Center Grid Method for Strong-Field Processes
by Kyle A. Hamer, Heman Gharibnejad, Luca Argenti and Nicolas Douguet
Atoms 2025, 13(11), 92; https://doi.org/10.3390/atoms13110092 - 17 Nov 2025
Viewed by 556
Abstract
We present a time-dependent framework that combines a hybrid basis, consisting of Gaussian-type orbitals (GTOs) and finite-element discrete-variable representation (FEDVR) functions, with a multicenter grid to simulate strong-field and attosecond dynamics in atoms and molecules. The method incorporates the construction of the orthonormal [...] Read more.
We present a time-dependent framework that combines a hybrid basis, consisting of Gaussian-type orbitals (GTOs) and finite-element discrete-variable representation (FEDVR) functions, with a multicenter grid to simulate strong-field and attosecond dynamics in atoms and molecules. The method incorporates the construction of the orthonormal hybrid basis, the evaluation of electronic integrals, a unitary time-propagation scheme, and the extraction of optical and photoelectron observables. Its accuracy and robustness are benchmarked on one-electron systems such as atomic hydrogen and the dihydrogen cation (H2+) through comparisons with essentially-exact reference results for bound-state energies, high-harmonic generation spectra, photoionization cross sections, and photoelectron momentum distributions. This work establishes the groundwork for its integration with quantum-chemistry methods, which is already operational but will be detailed in future work, thereby enabling ab initio simulations of correlated polyatomic systems in intense ultrafast laser fields. Full article
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24 pages, 1206 KB  
Review
Recent Advances in the Synthesis and Applications of 1,2,3/1,2,5-Thiadiazole- and Benzo[c][1,2,5/1,2,3]thiadiazole-Type Compounds
by Diego Quiroga, Daniel Rodríguez and Ericsson Coy-Barrera
Molecules 2025, 30(22), 4373; https://doi.org/10.3390/molecules30224373 - 12 Nov 2025
Cited by 1 | Viewed by 1310
Abstract
Thiadiazole derivatives, such as 1,2,3-thiadiazole, 1,2,5-thiadiazole, benzo[c][1,2,5]thiadiazole, and benzo[d][1,2,3]thiadiazole, have garnered significant attention due to their exceptional chemical and physical properties. These molecules, which contain sulfur and nitrogen atoms in their heterocyclic structure, have a variety of applications in [...] Read more.
Thiadiazole derivatives, such as 1,2,3-thiadiazole, 1,2,5-thiadiazole, benzo[c][1,2,5]thiadiazole, and benzo[d][1,2,3]thiadiazole, have garnered significant attention due to their exceptional chemical and physical properties. These molecules, which contain sulfur and nitrogen atoms in their heterocyclic structure, have a variety of applications in agriculture, materials, and pharmaceuticals. In this review, we examine the most commonly used synthetic methods for these compounds, with a focus on the most recent techniques, including green synthesis, solid-phase chemistry, and catalytic processes, which enable greater efficiency, improved selectivity, and reduced environmental impact. Advances in the structural modification of these molecules to improve their photophysical properties and biocompatibility are also discussed. Finally, we highlight future research directions and emerging applications of thiadiazole derivatives across molecular medicine, nanotechnology, and agriculture, underscoring their potential to revolutionize multiple scientific and technological fields. Full article
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14 pages, 3452 KB  
Article
The Investigation of Methane Pyrolysis and Its Carbon Products Utilizing Molten Metal/Molten Salt Composite Reactors
by Xichen Su, Jiashu Liao, Xiangyang Luo, Xuncheng Ouyang, Jianjun Wei and Fujun Gou
Processes 2025, 13(11), 3549; https://doi.org/10.3390/pr13113549 - 4 Nov 2025
Viewed by 1261
Abstract
Methane pyrolysis for turquoise hydrogen production faces dual challenges of reactor clogging and carbon contamination, particularly the difficulty in extracting high-purity carbon from molten media. While most existing studies focus on two-phase systems, carbon products are inevitably contaminated by the medium. This work [...] Read more.
Methane pyrolysis for turquoise hydrogen production faces dual challenges of reactor clogging and carbon contamination, particularly the difficulty in extracting high-purity carbon from molten media. While most existing studies focus on two-phase systems, carbon products are inevitably contaminated by the medium. This work presents a novel dual-layer bubble column reactor (Cu0.45Bi0.55 alloy/NaCl salt) operating at 900–1100 °C. The system achieved continuous operation for over 72 h without clogging. Crucially, the selected NaCl salt offers distinct advantages: its low cost, non-toxicity and high water solubility facilitate effective carbon separation strategies. This configuration reduced metal contamination in carbon from 52.4 wt% to below 4.0 wt%, with post-treatment achieving ultralow metal content below 1.5 wt%. Moreover, the molten salt environment induced valuable structural modifications in the carbon. This work provides an economically viable process for co-producing clean hydrogen and high-value carbon, addressing key technical barriers in molten media reactors. Full article
(This article belongs to the Special Issue Hydrogen and Carbon Production by Methane Catalytic Cracking)
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22 pages, 4729 KB  
Article
Unidirectional Ligament Orientation Enables Enhanced Out-of-Plane Mechanical Properties in Anisotropic Nanoporous Gold
by Yuhang Zhang, Xiuming Liu, Yiqun Hu, Suhang Ding and Feixiang Tang
Nanomaterials 2025, 15(21), 1675; https://doi.org/10.3390/nano15211675 - 4 Nov 2025
Viewed by 631
Abstract
Nanoporous gold (NPG), characterized by a bicontinuous network of nanoscale solid ligaments and pore channels, exhibits exceptional physical and chemical properties. However, the limited strength and stiffness of traditional isotropic NPG (INPG) have constrained its engineering applications. To effectively enhance the mechanical properties [...] Read more.
Nanoporous gold (NPG), characterized by a bicontinuous network of nanoscale solid ligaments and pore channels, exhibits exceptional physical and chemical properties. However, the limited strength and stiffness of traditional isotropic NPG (INPG) have constrained its engineering applications. To effectively enhance the mechanical properties of NPG, this work proposes an innovative anisotropic NPG (ANPG) architecture featuring unidirectional ligament orientation. By controlling spinodal decomposition parameters, ANPG models with preferentially aligned ligaments and INPG with random ligament orientation are constructed, spanning relative densities from 0.30 to 0.50. The ligament length and diameter of ANPG along the out-of-plane direction are twice those along other directions. Molecular dynamics simulations of tensile tests show that ANPG exhibits superior out-of-plane Young’s modulus and yield strength but reduced fracture strain compared to INPG. Crucially, ANPG maintains toughness comparable to INPG at relative densities below 0.4, offering an optimal strength-toughness balance for practical applications. Scaling law analysis demonstrates INPG follows classical bending-dominated Gibson-Ashby behavior, while ANPG exhibits a hybrid deformation mechanism with significant ligament stretching contribution. Atomic-scale analysis reveals that both structures develop dislocation-mediated plasticity initially, but ANPG transitions to localized ligament necking and fractures more rapidly, explaining its reduced ductility. Strain localization quantification, measured by atomic shear strain standard deviation, confirms the intensifier deformation concentration in ANPG at large plastic strain. These findings suggest anisotropic design as a powerful strategy for developing high-performance NPG for actuators, sensors, and catalytic systems where simultaneous mechanical robustness and functional performance are required. Full article
(This article belongs to the Special Issue Advances in Nanoindentation and Nanomechanics)
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27 pages, 5100 KB  
Article
Electrochemical and Computational Analyses of Thiocolchicoside as a New Corrosion Inhibitor for Biomedical Ti6Al4V Alloy in Saline Solution: DFT, NBO, and MD Approaches
by Inam M. A. Omar, Ibrahim H. Elshamy, Shimaa Abdel Halim and Magdy A. M. Ibrahim
Surfaces 2025, 8(4), 77; https://doi.org/10.3390/surfaces8040077 - 30 Oct 2025
Viewed by 582
Abstract
The Ti6Al4V alloy is considered the most beneficial of the titanium alloys for use in biomedical applications. However, it corrodes when exposed to various biocompatible fluids. This investigation aims to evaluate the corrosion inhibition performance of the Ti6Al4V in a saline solution (SS) [...] Read more.
The Ti6Al4V alloy is considered the most beneficial of the titanium alloys for use in biomedical applications. However, it corrodes when exposed to various biocompatible fluids. This investigation aims to evaluate the corrosion inhibition performance of the Ti6Al4V in a saline solution (SS) using thiocolchicoside (TCC) drug as an environmentally acceptable corrosion inhibitor. The corrosion assessments were conducted using potentiodynamic polarization curves (PPCs), open-circuit potential (OCP), and electrochemical impedance spectroscopy (EIS) methodologies, supplemented by scanning electron microscopy (SEM), energy-dispersive X-ray (EDS) analysis, atomic force microscopy (AFM), and contact angle (CA) measurements. The outcomes indicated that the inhibitory efficacy improved with higher TCC concentrations (achieving 92.40% at 200 mg/L of TCC) and diminished with an increase in solution temperature. TCC’s physical adsorption onto the surface of the Ti6A14V, which adheres to the Langmuir adsorption isotherm, explains its mitigating power. The TCC acts as a mixed-type inhibitor. The adsorption and inhibitory impact of TCC were examined at various temperatures using PPC and EIS. When TCC is present, the corrosion’s apparent activation energy is higher (35.79 kJ mol−1) than when it is absent (14.46 kJ mol−1). In addition, the correlation between the structural properties of thiocolchicoside (TCC) and its corrosion inhibition performance was systematically analyzed. Density Functional Theory (DFT) calculations were utilized to characterize the adsorption mechanism, supported by Natural Bond Orbital (NBO) analysis and Molecular Dynamics (MD) simulations. The combined computational and electrochemical findings confirm that TCC provides effective and enhanced corrosion protection for the Ti6Al4V alloy in a saline environment. These characteristics provide compelling evidence for the suitability of these pharmaceutical compounds as promising corrosion inhibitors. Full article
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1 pages, 126 KB  
Correction
Correction: Zou et al. Geometrical Bounds on Irreversibility in Squeezed Thermal Bath. Entropy 2023, 25, 128
by Chen-Juan Zou, Yue Li, Jia-Kun Xu, Jia-Bin You, Ching Eng Png and Wan-Li Yang
Entropy 2025, 27(11), 1097; https://doi.org/10.3390/e27111097 - 24 Oct 2025
Viewed by 295
Abstract
In the published article [...] Full article
(This article belongs to the Special Issue Quantum Thermodynamics: Fundamentals and Applications)
19 pages, 4246 KB  
Article
Development of a Machine Learning Interatomic Potential for Zirconium and Its Verification in Molecular Dynamics
by Yuxuan Wan, Xuan Zhang and Liang Zhang
Nanomaterials 2025, 15(21), 1611; https://doi.org/10.3390/nano15211611 - 22 Oct 2025
Viewed by 1664
Abstract
Molecular dynamics (MD) can dynamically reveal the structural evolution and mechanical response of Zirconium (Zr) at the atomic scale under complex service conditions such as high temperature, stress, and irradiation. However, traditional empirical potentials are limited by their fixed function forms and parameters, [...] Read more.
Molecular dynamics (MD) can dynamically reveal the structural evolution and mechanical response of Zirconium (Zr) at the atomic scale under complex service conditions such as high temperature, stress, and irradiation. However, traditional empirical potentials are limited by their fixed function forms and parameters, making it difficult to accurately describe the multi-body interactions of Zr under conditions such as multi-phase structures and strong nonlinear deformation, thereby limiting the accuracy and generalization ability of simulation results. This paper combines high-throughput first-principles calculations (DFT) with the machine learning method to develop the Deep Potential (DP) for Zr. The developed DP of Zr was verified by performing molecular dynamic simulations on lattice constants, surface energies, grain boundary energies, melting point, elastic constants, and tensile responses. The results show that the DP model achieves high consistency with DFT in predicting multiple key physical properties, such as lattice constants and melting point. Also, it can accurately capture atomic migration, local structural evolution, and crystal structural transformations of Zr under thermal excitation. In addition, the DP model can accurately capture plastic deformation and stress softening behavior in Zr under large strains, reproducing the characteristics of yielding and structural rearrangement during tensile loading, as well as the stress-induced phase transition of Zr from HCP to FCC, demonstrating its strong physical fidelity and numerical stability. Full article
(This article belongs to the Section Theory and Simulation of Nanostructures)
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