首页 > 最新文献

Journal of the American Ceramic Society最新文献

英文 中文
Determining the effect of bismuth oxide on the microstructure and electrical response of cold-sintered ZnO varistors 测定氧化铋对冷烧结ZnO压敏电阻微观结构和电响应的影响
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-24 DOI: 10.1111/jace.70406
Kayla Y. Chuong, Yang Liu, Thomas Forbes, Marshall B. Frye, Lukas Graber, Lauren M. Garten

Microstructure homogeneity and grain size reduction are needed to ensure the current uniformity and reliability required in metal oxide varistors for DC circuit breakers. Cold sintering (CS)–a low-temperature digestive liquid and high-pressure densification process–has previously shown reduced grain growth, but it is not clear how the lower processing temperatures will impact the bismuth intergranular phases that induce current nonlinearity. This study investigates the impact of CS on the microstructure and nonlinearity of bismuth added to ZnO varistors. ZnO powders with 0–1 mol% Bi2O3 are either CS at 300°C and 300 MPa or high temperature sintered (HTS) at 1100°C. CS samples reach >97% of the theoretical density. The 1 mol% Bi2O3 CS samples have limited grain growth with a final average grain size of 120 ± 85 nm, while the HTS sample shows over 1.991% increase to a grain size of 2.99 ± 1.17 µm. No Bi-rich intergranular phase is observed in the CS samples, but bismuth clearly increases resistivity with increasing bismuth concentration, with a higher voltage onset for nonlinearity and an increase in nonlinearity with increasing bismuth. This work demonstrates the ability to use cold sintering to create dense ZnO ceramics with reduced grain growth and controlled nonlinearity.

为了保证直流断路器用金属氧化物压敏电阻器的电流均匀性和可靠性,需要实现组织的均匀性和晶粒的减小。冷烧结(CS)是一种低温消化液和高压致密化过程,先前已经显示出晶粒生长的减少,但尚不清楚较低的加工温度将如何影响引起电流非线性的铋晶间相。本文研究了CS对ZnO压敏电阻器中添加铋的微观结构和非线性的影响。Bi2O3含量为0-1 mol%的ZnO粉体可以在300℃和300 MPa下进行CS烧结,也可以在1100℃下进行高温烧结。CS样品达到理论密度的97%。1 mol% Bi2O3 CS样品的晶粒增长有限,最终平均晶粒尺寸为120±85 nm,而HTS样品的晶粒尺寸增长超过1.991%,达到2.99±1.17µm。CS样品中没有观察到富bi的晶间相,但铋明显随铋浓度的增加而增加电阻率,非线性的电压起始值更高,非线性随铋浓度的增加而增加。这项工作证明了使用冷烧结制造致密ZnO陶瓷的能力,这种陶瓷具有减少晶粒生长和控制非线性的特点。
{"title":"Determining the effect of bismuth oxide on the microstructure and electrical response of cold-sintered ZnO varistors","authors":"Kayla Y. Chuong,&nbsp;Yang Liu,&nbsp;Thomas Forbes,&nbsp;Marshall B. Frye,&nbsp;Lukas Graber,&nbsp;Lauren M. Garten","doi":"10.1111/jace.70406","DOIUrl":"https://doi.org/10.1111/jace.70406","url":null,"abstract":"<p>Microstructure homogeneity and grain size reduction are needed to ensure the current uniformity and reliability required in metal oxide varistors for DC circuit breakers. Cold sintering (CS)–a low-temperature digestive liquid and high-pressure densification process–has previously shown reduced grain growth, but it is not clear how the lower processing temperatures will impact the bismuth intergranular phases that induce current nonlinearity. This study investigates the impact of CS on the microstructure and nonlinearity of bismuth added to ZnO varistors. ZnO powders with 0–1 mol% Bi<sub>2</sub>O<sub>3</sub> are either CS at 300°C and 300 MPa or high temperature sintered (HTS) at 1100°C. CS samples reach &gt;97% of the theoretical density. The 1 mol% Bi<sub>2</sub>O<sub>3</sub> CS samples have limited grain growth with a final average grain size of 120 ± 85 nm, while the HTS sample shows over 1.991% increase to a grain size of 2.99 ± 1.17 µm. No Bi-rich intergranular phase is observed in the CS samples, but bismuth clearly increases resistivity with increasing bismuth concentration, with a higher voltage onset for nonlinearity and an increase in nonlinearity with increasing bismuth. This work demonstrates the ability to use cold sintering to create dense ZnO ceramics with reduced grain growth and controlled nonlinearity.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ceramics.onlinelibrary.wiley.com/doi/epdf/10.1111/jace.70406","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Architecting dual heterogeneous structures to achieve robust mechanical properties in ZrO2-SiO2 nanocrystalline ceramics 构建双非均相结构以实现ZrO2-SiO2纳米晶陶瓷的坚固力学性能
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70386
Le Fu, Wenjun Yu, Bohan Wang, Zihua Lei, Mingxi Deng, Guanghua Liu, Gemei Cai

Heterostructured materials hold great potential for achieving superior mechanical properties. However, the majority of current studies on heterostructured ceramics have predominantly focused on layered systems. Here, we report a new 3YSZ-(ZrO2-SiO2) dual-heterostructured ceramic composites (DHCCs) comprising 3 mol% yttria-stabilized zirconia (3YSZ) domains and ZrO2-SiO2 domains. The DHCCs exhibited a dual-level hierarchical structure. Specifically, the 3YSZ domain consisted of submicron ZrO2 grains, while the ZrO2-SiO2 domain was composed of ZrO2 nanograins dispersed within an amorphous SiO2 matrix. To fabricate the DHCCs, hybrid powders were first synthesized by a chemical co-precipitation method, followed by sintering to produce dense DHCCs. The phase composition, microstructure, and mechanical properties of the DHCCs were characterized. Compared with the homogeneously structured ZrO2-SiO2 ceramic, the DHCCs exhibited an 85.6% increase in strength and a 47.2% improvement in fracture toughness. Finally, the underlying strengthening and toughening mechanisms of the DHCCs were elucidated. These findings demonstrate that architecting dual-heterogeneous structures represents an effective strategy for achieving robust mechanical properties.

异质结构材料具有取得优异力学性能的巨大潜力。然而,目前对异质结构陶瓷的研究主要集中在层状体系上。本文报道了一种新的3YSZ-(ZrO2-SiO2)双异质结构陶瓷复合材料(DHCCs),该复合材料由3mol %钇稳定氧化锆(3YSZ)和ZrO2-SiO2结构域组成。dhcc具有双层层次结构。其中,3YSZ畴由亚微米级ZrO2晶粒组成,而ZrO2-SiO2畴由分散在无定形SiO2基体中的纳米级ZrO2晶粒组成。为了制备dhcc,首先采用化学共沉淀法合成混合粉末,然后烧结制备致密的dhcc。对dhcc的相组成、显微组织和力学性能进行了表征。与结构均匀的ZrO2-SiO2陶瓷相比,dhcc的强度提高了85.6%,断裂韧性提高了47.2%。最后,阐明了dhcc的强化和增韧机制。这些发现表明,构建双异质结构是实现坚固力学性能的有效策略。
{"title":"Architecting dual heterogeneous structures to achieve robust mechanical properties in ZrO2-SiO2 nanocrystalline ceramics","authors":"Le Fu,&nbsp;Wenjun Yu,&nbsp;Bohan Wang,&nbsp;Zihua Lei,&nbsp;Mingxi Deng,&nbsp;Guanghua Liu,&nbsp;Gemei Cai","doi":"10.1111/jace.70386","DOIUrl":"https://doi.org/10.1111/jace.70386","url":null,"abstract":"<p>Heterostructured materials hold great potential for achieving superior mechanical properties. However, the majority of current studies on heterostructured ceramics have predominantly focused on layered systems. Here, we report a new 3YSZ-(ZrO<sub>2</sub>-SiO<sub>2</sub>) dual-heterostructured ceramic composites (DHCCs) comprising 3 mol% yttria-stabilized zirconia (3YSZ) domains and ZrO<sub>2</sub>-SiO<sub>2</sub> domains. The DHCCs exhibited a dual-level hierarchical structure. Specifically, the 3YSZ domain consisted of submicron ZrO<sub>2</sub> grains, while the ZrO<sub>2</sub>-SiO<sub>2</sub> domain was composed of ZrO<sub>2</sub> nanograins dispersed within an amorphous SiO<sub>2</sub> matrix. To fabricate the DHCCs, hybrid powders were first synthesized by a chemical co-precipitation method, followed by sintering to produce dense DHCCs. The phase composition, microstructure, and mechanical properties of the DHCCs were characterized. Compared with the homogeneously structured ZrO<sub>2</sub>-SiO<sub>2</sub> ceramic, the DHCCs exhibited an 85.6% increase in strength and a 47.2% improvement in fracture toughness. Finally, the underlying strengthening and toughening mechanisms of the DHCCs were elucidated. These findings demonstrate that architecting dual-heterogeneous structures represents an effective strategy for achieving robust mechanical properties.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625787","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nanoindentation pop-in anisotropy responses of 4H SiC 4H SiC的纳米压痕弹出各向异性响应
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70390
Y. F. Wang, J. Y. Wang, J. Z. Zhang, C. C. Shih, P. C. Pan, C. H. Lin, B. S. Li, C. N. Kuo, M. M. C. Chou, J. C. Huang

As a third-generation semiconductor material with a wide bandgap, SiC possesses characteristics such as high-temperature resistance, corrosion resistance, and high-frequency capability. Notably, its mechanical hardness is second only to that of diamond. In this study, we focused on analyzing the mechanical responses in nano-scale of the 4H-SiC single crystals on different crystallographic planes of (0001), (21¯1¯$bar{1}bar{1}$0) and (011¯$1bar{1}$0), specifically examining the anisotropic nano-scaled hardness, reduced modulus and dislocation first pop-in events. These findings can serve as a reference for semiconductor device packaging processes. It is found that there could be anisotropy effects for modulus, hardness, pop-in load and stress, and dislocation nucleation activation volume. It is found that the activation volume for the onset of plasticity in SiC is remarkably small, on the atomic scale. With increasing elastic modulus, the activation volume of the dislocation first pop-in (or the first dislocation nucleation) becomes smaller.

SiC作为第三代宽禁带半导体材料,具有耐高温、耐腐蚀、高频性能等特点。值得注意的是,它的机械硬度仅次于金刚石。在本研究中,我们重点分析了4H-SiC单晶在不同晶体平面(0001)上的纳米尺度力学响应。(21¯1¯$bar{1}bar{1}$ 0)和(0.1¯$1bar{1}$ 0),具体考察了各向异性纳米尺度硬度,降低模量和位错首先弹出事件。这些发现可以作为半导体器件封装工艺的参考。结果表明,在模量、硬度、弹入载荷和应力、位错成核活化体积等方面存在各向异性效应。结果表明,在原子尺度上,碳化硅塑性发生的活化体积非常小。随着弹性模量的增大,位错首次弹出(即位错首次成核)的激活体积变小。
{"title":"Nanoindentation pop-in anisotropy responses of 4H SiC","authors":"Y. F. Wang,&nbsp;J. Y. Wang,&nbsp;J. Z. Zhang,&nbsp;C. C. Shih,&nbsp;P. C. Pan,&nbsp;C. H. Lin,&nbsp;B. S. Li,&nbsp;C. N. Kuo,&nbsp;M. M. C. Chou,&nbsp;J. C. Huang","doi":"10.1111/jace.70390","DOIUrl":"https://doi.org/10.1111/jace.70390","url":null,"abstract":"<p>As a third-generation semiconductor material with a wide bandgap, SiC possesses characteristics such as high-temperature resistance, corrosion resistance, and high-frequency capability. Notably, its mechanical hardness is second only to that of diamond. In this study, we focused on analyzing the mechanical responses in nano-scale of the 4H-SiC single crystals on different crystallographic planes of (0001), (2<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mover>\u0000 <mn>1</mn>\u0000 <mo>¯</mo>\u0000 </mover>\u0000 <mover>\u0000 <mn>1</mn>\u0000 <mo>¯</mo>\u0000 </mover>\u0000 </mrow>\u0000 <annotation>$bar{1}bar{1}$</annotation>\u0000 </semantics></math>0) and (0<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mn>1</mn>\u0000 <mover>\u0000 <mn>1</mn>\u0000 <mo>¯</mo>\u0000 </mover>\u0000 </mrow>\u0000 <annotation>$1bar{1}$</annotation>\u0000 </semantics></math>0), specifically examining the anisotropic nano-scaled hardness, reduced modulus and dislocation first pop-in events. These findings can serve as a reference for semiconductor device packaging processes. It is found that there could be anisotropy effects for modulus, hardness, pop-in load and stress, and dislocation nucleation activation volume. It is found that the activation volume for the onset of plasticity in SiC is remarkably small, on the atomic scale. With increasing elastic modulus, the activation volume of the dislocation first pop-in (or the first dislocation nucleation) becomes smaller.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625781","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Plastic deformation of ceramics via quasistatic and high strain rate nanoindentation 准静态和高应变率纳米压痕对陶瓷塑性变形的影响
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70391
Yuwei Zhang, Jiaqi Dong, Benjamin L. Hackett, Samantha J. Kotze, Kelvin Y. Xie, George M. Pharr

Nanoindentation testing conducted at low and high strain rates holds great promise as a technique for measuring strain rate sensitivity and exploring the plastic deformation mechanisms of ceramic materials that cannot be studied in standard tension tests because of their inherent brittleness. In this study, we employ a high strain rate nanoindentation testing system, combined with transmission electron microscopy, to investigate the intrinsic mechanisms of plastic deformation in two ceramic materials. The investigations encompass a wide range of indentation strain rates, spanning from a low of 10−2 s−1 to a high of 104 s−1, using single crystal MgO (111) and Al2O3 (0001) as model materials. The results reveal that MgO exhibits a clear dependence of hardness on strain rate, while for sapphire, the influence of strain rate on hardness is negligible. The mechanisms underlying the distinct strain-rate responses of the two materials were revealed through microstructural investigations beneath the indent. Overall, the results demonstrate the promise that nanoindentation testing techniques have for characterizing the plastic deformation of ceramics over a wide range of strain rates.

在低应变率和高应变率下进行的纳米压痕测试作为一种测量应变率敏感性和探索陶瓷材料塑性变形机制的技术具有很大的前景,因为陶瓷材料由于其固有的脆性而无法在标准张力试验中进行研究。在这项研究中,我们采用高应变速率纳米压痕测试系统,结合透射电子显微镜,研究了两种陶瓷材料的塑性变形的内在机制。采用单晶MgO(111)和Al2O3(0001)作为模型材料,研究了从低至10−2 s−1到高至104 s−1的压痕应变率范围。结果表明,MgO的硬度对应变速率有明显的依赖性,而蓝宝石的应变速率对硬度的影响可以忽略不计。通过压痕下的微观结构研究揭示了两种材料不同应变率响应的机制。总的来说,研究结果表明,纳米压痕测试技术具有表征陶瓷在大范围应变速率下的塑性变形的前景。
{"title":"Plastic deformation of ceramics via quasistatic and high strain rate nanoindentation","authors":"Yuwei Zhang,&nbsp;Jiaqi Dong,&nbsp;Benjamin L. Hackett,&nbsp;Samantha J. Kotze,&nbsp;Kelvin Y. Xie,&nbsp;George M. Pharr","doi":"10.1111/jace.70391","DOIUrl":"https://doi.org/10.1111/jace.70391","url":null,"abstract":"<p>Nanoindentation testing conducted at low and high strain rates holds great promise as a technique for measuring strain rate sensitivity and exploring the plastic deformation mechanisms of ceramic materials that cannot be studied in standard tension tests because of their inherent brittleness. In this study, we employ a high strain rate nanoindentation testing system, combined with transmission electron microscopy, to investigate the intrinsic mechanisms of plastic deformation in two ceramic materials. The investigations encompass a wide range of indentation strain rates, spanning from a low of 10<sup>−2</sup> s<sup>−1</sup> to a high of 10<sup>4</sup> s<sup>−1</sup>, using single crystal MgO (111) and Al<sub>2</sub>O<sub>3</sub> (0001) as model materials. The results reveal that MgO exhibits a clear dependence of hardness on strain rate, while for sapphire, the influence of strain rate on hardness is negligible. The mechanisms underlying the distinct strain-rate responses of the two materials were revealed through microstructural investigations beneath the indent. Overall, the results demonstrate the promise that nanoindentation testing techniques have for characterizing the plastic deformation of ceramics over a wide range of strain rates.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Atomistic insights on the elasticity and Raman spectra of C-S-H from quantum-mechanical simulations 从量子力学模拟中对C-S-H弹性和拉曼光谱的原子见解
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70399
Jefferson Maul, Davide Mitoli, Alessandro Erba, Ricardo P. S. Dutra

The strength of Portland cement is primarily due to the products of its hydration: Calcium silicate hydrates (C-S-H). The poorly ordered nature of these phases at the atomic scale is a limiting factor for the applicability of quantum-mechanical simulations relying on periodic boundary conditions (PBC). This is because large supercells are usually needed within PBC to capture the structural complexity of amorphous materials, with associated high, when not prohibitive, computational costs. Here, we devise a strategy to design small and symmetric PBC-compliant structural models of C-S-H with different Ca/Si ratios, allowing efficient quantum-mechanical atomistic simulations via the density functional theory (DFT). The mechanical and dynamical stability of the proposed models is assessed from DFT calculations. The effectiveness of the symmetric models in mimicking the actual disordered C-S-H phase is validated against experimental Raman spectra and bulk moduli.

硅酸盐水泥的强度主要是由于其水化产物:硅酸钙水合物(C-S-H)。这些相在原子尺度上的低有序性质限制了依赖周期边界条件(PBC)的量子力学模拟的适用性。这是因为在PBC中通常需要大型超级电池来捕捉非晶材料的结构复杂性,这伴随着高昂的计算成本。在这里,我们设计了一种策略来设计具有不同Ca/Si比的C-S-H的小而对称的PBC-compliant结构模型,允许通过密度泛函理论(DFT)进行有效的量子力学原子模拟。通过DFT计算评估了模型的力学和动力学稳定性。通过实验拉曼光谱和体模量验证了对称模型模拟实际无序C-S-H相的有效性。
{"title":"Atomistic insights on the elasticity and Raman spectra of C-S-H from quantum-mechanical simulations","authors":"Jefferson Maul,&nbsp;Davide Mitoli,&nbsp;Alessandro Erba,&nbsp;Ricardo P. S. Dutra","doi":"10.1111/jace.70399","DOIUrl":"https://doi.org/10.1111/jace.70399","url":null,"abstract":"<p>The strength of Portland cement is primarily due to the products of its hydration: Calcium silicate hydrates (C-S-H). The poorly ordered nature of these phases at the atomic scale is a limiting factor for the applicability of quantum-mechanical simulations relying on periodic boundary conditions (PBC). This is because large supercells are usually needed within PBC to capture the structural complexity of amorphous materials, with associated high, when not prohibitive, computational costs. Here, we devise a strategy to design small and symmetric PBC-compliant structural models of C-S-H with different Ca/Si ratios, allowing efficient quantum-mechanical atomistic simulations via the density functional theory (DFT). The mechanical and dynamical stability of the proposed models is assessed from DFT calculations. The effectiveness of the symmetric models in mimicking the actual disordered C-S-H phase is validated against experimental Raman spectra and bulk moduli.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unlocking compositional design and mechanism for mechanical/thermal properties of high-entropy rare-earth disilicates 揭示高熵稀土硅酸盐的组成设计和力学/热性能机制
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70388
Yun Fan, Yuelei Bai, Zhiyao Lu, Zhaoxu Sun, Yuchen Liu, Yongting Zheng, Xiaodong He, Bin Liu

Designing effective thermal/environmental barrier coatings (T/EBCs) relies on multifunctional optimization through incorporating multiple rare earth (RE) elements into β- and γ-RE2Si2O7. However, the vast compositional space poses significant challenges for the effective selection of multi-component RE disilicates [(nRExi)2Si2O7]. This study develops an autoencoder-based multi-task domain adaptation model to predict the mechanical and thermal properties of (nRExi)2Si2O7. By leveraging self-supervised learning on unlabeled data, the model reduces feature distribution discrepancies between source and target domains compared to previous models, resulting in high prediction accuracy and generalizability for both equimolar and non-equimolar compositions without the need for labels. Model visualization identifies lattice constant c and average ionic radius of RE (r¯$bar r$) as key factors. (nRExi)2Si2O7 with smaller values of c and r¯$bar r$ shows reduced apparent bulk coefficient of thermal expansion, lower elastic constants, and increased minimum thermal conductivity. Guided by predictions, novel (Er1/4Y1/4Lu1/4Yb1/4)2Si2O7 and (Er1/6Tm1/6Y1/15Gd1/15Lu4/15Yb4/15)2Si2O7 are uncovered as high potential for T/EBC applications, whose superior elastic properties, enhanced damage tolerance, low thermal conductivity/residual stresses, and ceramic matrix composite-matched thermal expansion are demonstrated by experiments with a small error (<10%) versus predictions. This deep learning framework integrates physical mechanisms into material design, accelerating the development of high-performance (nRExi)2Si2O7 and providing valuable guidance for understanding the properties and mechanisms of T/EBC materials.

设计有效的热/环境屏障涂层(T/EBCs)依赖于将多种稀土(RE)元素加入β-和γ-RE2Si2O7中进行多功能优化。然而,巨大的组成空间对多组分稀土硅酸盐的有效选择提出了重大挑战[(nRExi)2Si2O7]。本研究开发了一种基于自编码器的多任务域自适应模型来预测(nRExi)2Si2O7的力学和热性能。通过利用对未标记数据的自监督学习,该模型与以前的模型相比减少了源域和目标域之间的特征分布差异,从而在不需要标记的情况下对等摩尔和非等摩尔成分都具有较高的预测精度和泛化性。模型可视化识别出晶格常数c和RE的平均离子半径(r¯$bar r$)是关键因素。(nRExi)2Si2O7的c和r¯$ bar r$值越小,表观体积热膨胀系数越小,弹性常数越低,最小导热系数越高。在预测的指导下,新的(Er1/4Y1/4Lu1/4Yb1/4)2Si2O7和(Er1/6Tm1/6Y1/15Gd1/15Lu4/15Yb4/15)2Si2O7在T/EBC应用中具有很高的潜力,其优越的弹性性能,增强的损伤容限,低导热系数/残余应力和陶瓷基复合材料匹配的热膨胀通过实验证明与预测相比误差很小(<10%)。这种深度学习框架将物理机制集成到材料设计中,加速了高性能(nRExi)2Si2O7的开发,并为理解T/EBC材料的性质和机制提供了有价值的指导。
{"title":"Unlocking compositional design and mechanism for mechanical/thermal properties of high-entropy rare-earth disilicates","authors":"Yun Fan,&nbsp;Yuelei Bai,&nbsp;Zhiyao Lu,&nbsp;Zhaoxu Sun,&nbsp;Yuchen Liu,&nbsp;Yongting Zheng,&nbsp;Xiaodong He,&nbsp;Bin Liu","doi":"10.1111/jace.70388","DOIUrl":"https://doi.org/10.1111/jace.70388","url":null,"abstract":"<p>Designing effective thermal/environmental barrier coatings (T/EBCs) relies on multifunctional optimization through incorporating multiple rare earth (RE) elements into β- and γ-RE<sub>2</sub>Si<sub>2</sub>O<sub>7</sub>. However, the vast compositional space poses significant challenges for the effective selection of multi-component RE disilicates [(<i>n</i>RE<i><sub>xi</sub></i>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub>]. This study develops an autoencoder-based multi-task domain adaptation model to predict the mechanical and thermal properties of (<i>n</i>RE<i><sub>xi</sub></i>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub>. By leveraging self-supervised learning on unlabeled data, the model reduces feature distribution discrepancies between source and target domains compared to previous models, resulting in high prediction accuracy and generalizability for both equimolar and non-equimolar compositions without the need for labels. Model visualization identifies lattice constant <i>c</i> and average ionic radius of RE (<span></span><math>\u0000 <semantics>\u0000 <mover>\u0000 <mi>r</mi>\u0000 <mo>¯</mo>\u0000 </mover>\u0000 <annotation>$bar r$</annotation>\u0000 </semantics></math>) as key factors. (<i>n</i>RE<i><sub>xi</sub></i>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub> with smaller values of <i>c</i> and <span></span><math>\u0000 <semantics>\u0000 <mover>\u0000 <mi>r</mi>\u0000 <mo>¯</mo>\u0000 </mover>\u0000 <annotation>$bar r$</annotation>\u0000 </semantics></math> shows reduced apparent bulk coefficient of thermal expansion, lower elastic constants, and increased minimum thermal conductivity. Guided by predictions, novel (Er<sub>1/4</sub>Y<sub>1/4</sub>Lu<sub>1/4</sub>Yb<sub>1/4</sub>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub> and (Er<sub>1/6</sub>Tm<sub>1/6</sub>Y<sub>1/15</sub>Gd<sub>1/15</sub>Lu<sub>4/15</sub>Yb<sub>4/15</sub>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub> are uncovered as high potential for T/EBC applications, whose superior elastic properties, enhanced damage tolerance, low thermal conductivity/residual stresses, and ceramic matrix composite-matched thermal expansion are demonstrated by experiments with a small error (&lt;10%) versus predictions. This deep learning framework integrates physical mechanisms into material design, accelerating the development of high-performance (<i>n</i>RE<i><sub>xi</sub></i>)<sub>2</sub>Si<sub>2</sub>O<sub>7</sub> and providing valuable guidance for understanding the properties and mechanisms of T/EBC materials.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Grain size regulation in high-thermal-conductivity Si3N4 ceramics: Role of additive size and powder characteristics 高导热Si3N4陶瓷的晶粒尺寸调节:添加剂尺寸和粉体特性的作用
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70397
Hehan Xie, Peng Liu, Haozhang Liang, Ziyu Liu, Xianfeng Yang, Hao Li, Binbin Fan, Zhipeng Xie

This study systematically investigates the influence of sintering aid particle size and powder characteristics on the phase composition, microstructure, and properties of Si3N4 ceramics. Results demonstrate that sintering aid size critically governs liquid-phase homogeneity, α → β phase transformation, and grain growth. Smaller aids facilitate more uniform liquid distribution, enhancing densification while suppressing abnormal grain growth. In contrast, larger additives induce localized Y-rich regions or Mg-rich regions, accelerating β-Si3N4 nucleation and grain coarsening. Powder properties, especially oxygen content and particle morphology, further dictate liquid-phase formation and phase transformation. High-oxygen powders increase weight loss via the formation of volatile SiO (g) and restrict grain growth via steric hindrance, whereas rod-like β-phase seeds in the raw material trigger abnormal growth, forming a bimodal microstructure. Using raw powders with low oxygen content and rod-shaped grains, along with nanoscale MgO (20 nm) and micrometer-sized Y2O3 (2.5 µm) as sintering aids, the SN-C6 sample achieved a bimodal microstructure with elongated β-Si3N4 grains, yielding superior performance with a thermal conductivity of 125.5 W·m‒1·K‒1, flexural strength of 685 ± 31 MPa, and fracture toughness of 10.1 ± 0.4 MPa·m1/2 after sintering at 1910°C for 12 h, followed by a 1600°C heat treatment for 8 h.

本研究系统地研究了助烧剂粒度和粉体特性对Si3N4陶瓷相组成、微观结构和性能的影响。结果表明,助烧剂的尺寸对液相均匀性、α→β相变和晶粒长大有重要影响。助熔剂越小,液体分布越均匀,致密化程度越高,晶粒生长异常受到抑制。相反,较大的添加剂诱导局部富y区或富mg区,加速β-Si3N4形核和晶粒粗化。粉末的性质,特别是氧含量和颗粒形态,进一步决定了液相的形成和相变。高氧粉末通过形成挥发性SiO (g)增加重量损失,并通过位阻限制晶粒生长,而原料中的棒状β相种子引发异常生长,形成双峰微观结构。采用含氧较低的棒状颗粒生粉,加入纳米级MgO (20 nm)和微米级Y2O3(2.5µm)作为助烧剂,SN-C6样品在1910℃烧结12 h, 1600℃热处理8 h后,获得了具有细长型β-Si3N4晶粒的双峰微观结构,其导热系数为125.5 W·m - 1·K-1,抗折强度为685±31 MPa,断裂韧性为10.1±0.4 MPa·m1/2。
{"title":"Grain size regulation in high-thermal-conductivity Si3N4 ceramics: Role of additive size and powder characteristics","authors":"Hehan Xie,&nbsp;Peng Liu,&nbsp;Haozhang Liang,&nbsp;Ziyu Liu,&nbsp;Xianfeng Yang,&nbsp;Hao Li,&nbsp;Binbin Fan,&nbsp;Zhipeng Xie","doi":"10.1111/jace.70397","DOIUrl":"https://doi.org/10.1111/jace.70397","url":null,"abstract":"<p>This study systematically investigates the influence of sintering aid particle size and powder characteristics on the phase composition, microstructure, and properties of Si<sub>3</sub>N<sub>4</sub> ceramics. Results demonstrate that sintering aid size critically governs liquid-phase homogeneity, α → β phase transformation, and grain growth. Smaller aids facilitate more uniform liquid distribution, enhancing densification while suppressing abnormal grain growth. In contrast, larger additives induce localized Y-rich regions or Mg-rich regions, accelerating β-Si<sub>3</sub>N<sub>4</sub> nucleation and grain coarsening. Powder properties, especially oxygen content and particle morphology, further dictate liquid-phase formation and phase transformation. High-oxygen powders increase weight loss via the formation of volatile SiO (g) and restrict grain growth via steric hindrance, whereas rod-like β-phase seeds in the raw material trigger abnormal growth, forming a bimodal microstructure. Using raw powders with low oxygen content and rod-shaped grains, along with nanoscale MgO (20 nm) and micrometer-sized Y<sub>2</sub>O<sub>3</sub> (2.5 µm) as sintering aids, the SN-C6 sample achieved a bimodal microstructure with elongated β-Si<sub>3</sub>N<sub>4</sub> grains, yielding superior performance with a thermal conductivity of 125.5 W·m<sup>‒1</sup>·K<sup>‒1</sup>, flexural strength of 685 ± 31 MPa, and fracture toughness of 10.1 ± 0.4 MPa·m<sup>1/2</sup> after sintering at 1910°C for 12 h, followed by a 1600°C heat treatment for 8 h.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Achieving high-performance Y2/3Cu3Ti4O12 thermistor ceramics with high orientation by using a sol‒gel derived strategy 采用溶胶-凝胶衍生策略制备高性能高取向Y2/3Cu3Ti4O12热敏电阻陶瓷
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70394
Yaxin Wei, Chaoyan Ma, Jianan Xu, Hanao Deng, Wenyuan Li, Jia Chen, Yahong Xie, Aimin Chang, Bo Zhang

High thermal stability and a wide temperature range are critical for thermistors used in extreme environments. Y2/3Cu3Ti4O12 (YCTO) ceramics, known for their high room-temperature resistance and structural stability, are promising candidates for such applications. However, inherent defects and lattice distortions limit its performance at high temperatures. Herein, to address this significant challenge, we propose a sol–gel derived strategy for inducing cubic growth of Y2/3Cu3Ti4O12-CB (YCTO-CB) grains using coconut water and bone glue. The growth of {100} crystal facets has a positive effect on the inhibition of lattice deformation and dislocation, which plays a vital role in improving the oxidation resistance and suppressing the resistance attenuation. The YCTO-CB ceramics exhibit superior thermosensitive characteristics in broad temperature range of 25°C–600°C, and have a significantly lower aging coefficient (0.27%) compared to Y2/3Cu3Ti4O12-B (YCTO-B ceramics prepared by adding bone glue only) ceramics (8.1%). The study also reveals a unique “coffee-ring” growth mechanism, where sintering-induced dislocation repair and atomic rearrangement lead to the formation of low-energy {100} facets. These findings highlight the potential of crystal facet engineering and bio-additives in optimizing thermosensitive materials for high-temperature applications, offering valuable insights for advancing thermistor technology in industrial electronics.

高热稳定性和宽温度范围是极端环境中使用的热敏电阻的关键。Y2/3Cu3Ti4O12 (YCTO)陶瓷以其高室温耐受性和结构稳定性而闻名,是此类应用的有希望的候选者。然而,其固有缺陷和晶格畸变限制了其在高温下的性能。在此,为了解决这一重大挑战,我们提出了一种溶胶-凝胶衍生策略,利用椰子水和骨胶诱导Y2/3Cu3Ti4O12-CB (YCTO-CB)颗粒的立方生长。{100}晶面的生长对抑制晶格变形和位错有积极的作用,对提高抗氧化性和抑制电阻衰减起着至关重要的作用。YCTO-CB陶瓷在25°C - 600°C的宽温度范围内表现出优异的热敏特性,与Y2/3Cu3Ti4O12-B(仅加入骨胶制备的YCTO-B陶瓷)陶瓷相比,其老化系数(0.27%)显著降低(8.1%)。该研究还揭示了一种独特的“咖啡环”生长机制,其中烧结引起的位错修复和原子重排导致低能{100}面的形成。这些发现突出了晶体面工程和生物添加剂在优化高温应用的热敏材料方面的潜力,为推进工业电子领域的热敏电阻技术提供了有价值的见解。
{"title":"Achieving high-performance Y2/3Cu3Ti4O12 thermistor ceramics with high orientation by using a sol‒gel derived strategy","authors":"Yaxin Wei,&nbsp;Chaoyan Ma,&nbsp;Jianan Xu,&nbsp;Hanao Deng,&nbsp;Wenyuan Li,&nbsp;Jia Chen,&nbsp;Yahong Xie,&nbsp;Aimin Chang,&nbsp;Bo Zhang","doi":"10.1111/jace.70394","DOIUrl":"https://doi.org/10.1111/jace.70394","url":null,"abstract":"<p>High thermal stability and a wide temperature range are critical for thermistors used in extreme environments. Y<sub>2/3</sub>Cu<sub>3</sub>Ti<sub>4</sub>O<sub>12</sub> (YCTO) ceramics, known for their high room-temperature resistance and structural stability, are promising candidates for such applications. However, inherent defects and lattice distortions limit its performance at high temperatures. Herein, to address this significant challenge, we propose a sol–gel derived strategy for inducing cubic growth of Y<sub>2/3</sub>Cu<sub>3</sub>Ti<sub>4</sub>O<sub>12</sub>-CB (YCTO-CB) grains using coconut water and bone glue. The growth of {100} crystal facets has a positive effect on the inhibition of lattice deformation and dislocation, which plays a vital role in improving the oxidation resistance and suppressing the resistance attenuation. The YCTO-CB ceramics exhibit superior thermosensitive characteristics in broad temperature range of 25°C–600°C, and have a significantly lower aging coefficient (0.27%) compared to Y<sub>2/3</sub>Cu<sub>3</sub>Ti<sub>4</sub>O<sub>12</sub>-B (YCTO-B ceramics prepared by adding bone glue only) ceramics (8.1%). The study also reveals a unique “coffee-ring” growth mechanism, where sintering-induced dislocation repair and atomic rearrangement lead to the formation of low-energy {100} facets. These findings highlight the potential of crystal facet engineering and bio-additives in optimizing thermosensitive materials for high-temperature applications, offering valuable insights for advancing thermistor technology in industrial electronics.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring glass science and technology through enhanced SciGlass database (SciGlass+) 通过增强的SciGlass数据库(SciGlass+)探索玻璃科学和技术
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70393
Yingjie Zhao, Wei Chen, Haoxuan Tang, Yuanhong Zhao, Hongjinyi Liu, Zhongcheng Min, Yuxiu Luo, Junjie Lu, Jianing Qu, Ruixue Yang, Chuanzhi Li, Qingmin Zhu, Wanting He, Jia Chen, Yuting Mao, Jie Niu, Zhiping Xu

Glass development is driven by scientific insights into their material genes as well as engineering practices in response to industry needs. Incubating domain knowledge into well-formatted datasets and databases, and making them open and visible can accelerate the process, facilitating automated material discovery, and design in the data-driven era. In this work, we implement a machine-learning framework to collect information from published research articles. The enriched product, SciGlass+, transcends the publicly available glass database SciGlass by including both scientific data and research metadata. With these enriched contents, research patterns of glasses are analyzed to identify milestone events in technological development and evaluate their sustainability impact. The integration of experimental data from literature and those from computer simulations provides refined insights into the composition–property relationship, thereby supporting a theory-driven and artificial intelligence-assisted approach to glass development. The practical applications of SciGlass+ are demonstrated in screening and designing glasses for electronic packaging and low-carbon emission materials.

玻璃的发展是由对其材料基因的科学见解以及响应行业需求的工程实践驱动的。将领域知识培育到格式良好的数据集和数据库中,并使其开放和可见,可以加速这一过程,促进数据驱动时代的自动化材料发现和设计。在这项工作中,我们实现了一个机器学习框架,从发表的研究文章中收集信息。丰富的产品SciGlass+超越了公开可用的玻璃数据库SciGlass,包括科学数据和研究元数据。利用这些丰富的内容,分析了玻璃的研究模式,以识别技术发展中的里程碑事件并评估其可持续性影响。文献实验数据和计算机模拟数据的整合提供了对成分-属性关系的精细见解,从而支持理论驱动和人工智能辅助的玻璃开发方法。演示了SciGlass+在筛选和设计电子封装玻璃和低碳排放材料中的实际应用。
{"title":"Exploring glass science and technology through enhanced SciGlass database (SciGlass+)","authors":"Yingjie Zhao,&nbsp;Wei Chen,&nbsp;Haoxuan Tang,&nbsp;Yuanhong Zhao,&nbsp;Hongjinyi Liu,&nbsp;Zhongcheng Min,&nbsp;Yuxiu Luo,&nbsp;Junjie Lu,&nbsp;Jianing Qu,&nbsp;Ruixue Yang,&nbsp;Chuanzhi Li,&nbsp;Qingmin Zhu,&nbsp;Wanting He,&nbsp;Jia Chen,&nbsp;Yuting Mao,&nbsp;Jie Niu,&nbsp;Zhiping Xu","doi":"10.1111/jace.70393","DOIUrl":"https://doi.org/10.1111/jace.70393","url":null,"abstract":"<p>Glass development is driven by scientific insights into their material genes as well as engineering practices in response to industry needs. Incubating domain knowledge into well-formatted datasets and databases, and making them open and visible can accelerate the process, facilitating automated material discovery, and design in the data-driven era. In this work, we implement a machine-learning framework to collect information from published research articles. The enriched product, <i>SciGlass+</i>, transcends the publicly available glass database <i>SciGlass</i> by including both scientific data and research metadata. With these enriched contents, research patterns of glasses are analyzed to identify milestone events in technological development and evaluate their sustainability impact. The integration of experimental data from literature and those from computer simulations provides refined insights into the composition–property relationship, thereby supporting a theory-driven and artificial intelligence-assisted approach to glass development. The practical applications of <i>SciGlass+</i> are demonstrated in screening and designing glasses for electronic packaging and low-carbon emission materials.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A machine-learning interatomic potential for Si-C-N-H with application to polymer-to-ceramic processing of polysilazanes Si-C-N-H的机器学习原子间势及其在聚硅氮烷聚合物-陶瓷加工中的应用
IF 3.8 3区 材料科学 Q1 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-11-23 DOI: 10.1111/jace.70392
Shariq Haseen, Peter Kroll

We developed a machine-learning interatomic potential (MLIP) based on Moment Tensor Potentials for atomistic simulations in the Si-C-N-H system. The MLIP was trained on ordered and disordered configurations—including crystalline phases, polymers, amorphous models, and high-temperature ab initio molecular dynamics trajectories of chemical reactions—and achieves Density–Functional–Theory-level accuracy for energies, forces, and stresses. We apply the MLIP to complex processes that were previously inaccessible at scale: self-diffusion in Si3N4, negative thermal expansion in Si(NCN)2, fracture in SiC/Si3N4 composites, and the polymer-to-ceramic transformation of polysilazanes. Large-scale simulations over nanoseconds capture structural evolution during pyrolysis and reproduce experimental observations, such as the formation of nanometer-sized graphitic segregations in SiCN ceramics. Our results demonstrate that the MLIP extends quantum-level accuracy to technologically relevant problems, providing new opportunities for predictive modeling of ceramic materials and their transformations.

我们开发了一种基于矩张量势的机器学习原子间势(MLIP),用于Si-C-N-H系统的原子模拟。MLIP对有序和无序构型进行了训练,包括晶体相、聚合物、非晶模型和化学反应的高温从头算分子动力学轨迹,并实现了能量、力和应力的密度泛函数理论级精度。我们将MLIP应用于以前无法大规模实现的复杂过程:Si3N4的自扩散,Si(NCN)2的负热膨胀,SiC/Si3N4复合材料的断裂,以及聚硅氮烷的聚合物到陶瓷的转变。在纳秒内的大规模模拟捕获了热解过程中的结构演变,并重现了实验观察结果,例如SiCN陶瓷中纳米级石墨分离的形成。我们的研究结果表明,MLIP将量子级精度扩展到技术相关问题,为陶瓷材料及其转化的预测建模提供了新的机会。
{"title":"A machine-learning interatomic potential for Si-C-N-H with application to polymer-to-ceramic processing of polysilazanes","authors":"Shariq Haseen,&nbsp;Peter Kroll","doi":"10.1111/jace.70392","DOIUrl":"https://doi.org/10.1111/jace.70392","url":null,"abstract":"<p>We developed a machine-learning interatomic potential (MLIP) based on Moment Tensor Potentials for atomistic simulations in the Si-C-N-H system. The MLIP was trained on ordered and disordered configurations—including crystalline phases, polymers, amorphous models, and high-temperature ab initio molecular dynamics trajectories of chemical reactions—and achieves Density–Functional–Theory-level accuracy for energies, forces, and stresses. We apply the MLIP to complex processes that were previously inaccessible at scale: self-diffusion in Si<sub>3</sub>N<sub>4</sub>, negative thermal expansion in Si(NCN)<sub>2</sub>, fracture in SiC/Si<sub>3</sub>N<sub>4</sub> composites, and the polymer-to-ceramic transformation of polysilazanes. Large-scale simulations over nanoseconds capture structural evolution during pyrolysis and reproduce experimental observations, such as the formation of nanometer-sized graphitic segregations in SiCN ceramics. Our results demonstrate that the MLIP extends quantum-level accuracy to technologically relevant problems, providing new opportunities for predictive modeling of ceramic materials and their transformations.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"109 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ceramics.onlinelibrary.wiley.com/doi/epdf/10.1111/jace.70392","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of the American Ceramic Society
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1