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Insights into microscale crack propagation and fracture toughness in rare-earth zirconates through high-throughput molecular dynamics calculation 基于高通量分子动力学计算的稀土锆酸盐微尺度裂纹扩展和断裂韧性研究
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-31 DOI: 10.1111/ijac.70091
Yingjie Feng, Bofeng Zhu, Yi Han, Peng Zhang, Xiangyang Liu, Wei Pan, Chunlei Wan

Rare-earth zirconates (REZO) have emerged as next-generation thermal barrier coating materials, owing to their exceptional phase stability, ultralow high-temperature thermal conductivity, and high thermal expansion coefficient. However, their relatively low fracture toughness limits practical implementation. While numerous studies have documented fracture toughness measurements in REZOs at room temperatures, the intrinsic influences of rare-earth element selection and order-disorder phase transitions on fracture mechanisms at various temperatures remain insufficiently explored. This study integrates molecular dynamics simulations with high-throughput calculations and experimental validation to systematically elucidate how rare-earth cation configurations, crack propagation orientations, and order-disorder transition govern fracture toughness and crack evolution in REZO systems. Our findings demonstrate brittle fracture behavior across all crystallographic orientations in REZOs, with maximum critical stress along (100) and minimum along (111). Fracture characteristics correlate not only with surface energy but also with geometric factors at crack tips. Molecular dynamics simulations reveal that structural disorder reduces fracture toughness without altering failure mechanisms. The integration of experimental and computational analyses for Nd2Zr2O7 demonstrates that REZO exhibits lattice softening and reduced fracture toughness at elevated temperatures while maintaining brittle fracture characteristics. These findings establish critical experimental and theoretical foundations for advancing high-toughness, long-lifespan REZO-based thermal barrier coating materials.

稀土锆酸盐(REZO)由于其优异的相稳定性、超低高温导热性和高热膨胀系数,已成为下一代热障涂层材料。然而,它们相对较低的断裂韧性限制了实际应用。虽然有大量研究记录了室温下REZOs的断裂韧性测量,但稀土元素选择和有序-无序相变对不同温度下断裂机制的内在影响仍未得到充分探讨。本研究将分子动力学模拟与高通量计算和实验验证相结合,系统地阐明稀土阳离子构型、裂纹扩展方向和有序-无序转变如何影响REZO体系的断裂韧性和裂纹演化。我们的研究结果表明,REZOs在所有晶体取向上都具有脆性断裂行为,沿(100)和(111)的临界应力最大。断裂特征不仅与表面能有关,而且与裂纹尖端的几何因子有关。分子动力学模拟表明,在不改变断裂机制的情况下,结构紊乱降低了断裂韧性。对Nd2Zr2O7的实验和计算分析表明,在高温下,REZO表现出晶格软化和断裂韧性降低,但仍保持脆性断裂特征。这些发现为发展高韧性、长寿命rezo基热障涂层材料奠定了关键的实验和理论基础。
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引用次数: 0
Effect of layer thickness ratio on microstructure and mechanical properties of B4C-ZrB2/B4C-TiB2 laminated ceramics 层厚比对B4C-ZrB2/B4C-TiB2复合陶瓷微观结构和力学性能的影响
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-30 DOI: 10.1111/ijac.70100
Jinpeng Song, Zhen Chen, Jiaojiao Gao

B4C-ZrB2/B4C-TiB2 laminated ceramics (BZBTLCs) were fabricated to systematically study effects of the layer thickness ratio (LTR) on residual stress, microstructure evolution, and mechanical properties, and especially investigate the impact resistance mechanism of the BZBTLCs. The result showed that only residual compressive stress (RCS) was in the B4C-ZrB2 (BZ) layer, while only residual tensile stress (RTS) was in the B4C-TiB2 (BT) layer, and that their alternate distribution was in accordance with the distribution of the BZ and BT layers. As the LTR increased, the number of microdefects in BZBTLC first decreased and then increased. The flexural strength (FS), overall fracture toughness (OFT), and impact toughness (IT) of the BZBTLC initially increased and then decreased with an increase of the LTR. When the LTR was 4, the BZBTLC exhibited higher FS (711 ± 14 MPa), higher OFT (7.2 ± 0.21 MPa·m1/2) and higher IT (2.9 ± 0.15 J·cm2). The enhancement of IT was attributed to the RCS-dominated stress offset mechanism and decreased microdefects. This study established a correlation between LTR, residual stress, and IT, offering a valuable reference for improving the IT of B4C-based ceramics.

制备了B4C-ZrB2/B4C-TiB2层状陶瓷(BZBTLCs),系统研究了层厚比(LTR)对残余应力、微观结构演变和力学性能的影响,重点研究了BZBTLCs的抗冲击机理。结果表明:B4C-ZrB2 (BZ)层中只存在残余压应力(RCS), B4C-TiB2 (BT)层中只存在残余拉应力(RTS),两者的交替分布与BZ和BT层的分布一致。随着LTR的增加,BZBTLC的微缺陷数量先减少后增加。随着LTR的增大,BZBTLC的抗弯强度(FS)、总断裂韧性(OFT)和冲击韧性(IT)呈现先升高后降低的趋势,当LTR为4时,BZBTLC的FS(711±14 MPa)、OFT(7.2±0.21 MPa·m1/2)和IT(2.9±0.15 J·cm2)较高。IT的增强归因于rcs主导的应力抵消机制和微缺陷的减少。本研究建立了LTR、残余应力与IT之间的关系,为提高b4c基陶瓷的IT提供了有价值的参考。
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引用次数: 0
Dynamic hardness of advanced ceramics 高级陶瓷的动态硬度
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-30 DOI: 10.1111/ijac.70094
Jeffrey J. Swab, Daniel Casem, Emily L. Retzlaff

Low-rate and high-strain rate Knoop hardness (HK) was determined on Si3N4, Al2O3, B4C, and TiB2 ceramics. Quasi-static hardness was determined between 0.98 to 98 N using a microhardness test unit, while the high-strain rate hardness was evaluated between approximately 5 and 45 N using a modified split Hopkinson pressure bar unit. The hardness data were analyzed and compared using a plot of HK as a function of load, a load-independent HK (LIHK), and a “true” HK using a proportional specimen resistance (PSR HK). The Si3N4 hardness/load curves showed the hardness increased with increasing strain rate, while the other three ceramics showed very little change. On the other hand, the LIHK hardness of all but the TiB2 increased by about 10% while the PSR HK indicated that three of the four ceramics exhibited a hardness decrease. There was no appreciable difference in the damage/cracking around indents at comparable loads but different strain rates. These results will be discussed and compared to previous dynamic hardness data. There generally appears to be a minimal, if any, effect of strain rate on hardness. Attempting to make a comparison between these two indentation methods is a challenge due to the significant differences in dwell time, indenter velocity, and the loading process.

测定了Si3N4、Al2O3、B4C和TiB2陶瓷的低速率和高速率努氏硬度(HK)。准静态硬度在0.98 - 98 N之间,采用显微硬度测试装置;高应变率硬度在5 - 45 N之间,采用改良的霍普金森压杆测试装置。硬度数据分析和比较使用HK作为载荷的函数图,一个载荷无关的HK (LIHK)和一个“真实”HK使用比例试件电阻(PSR HK)。Si3N4的硬度/载荷曲线显示硬度随应变速率的增加而增加,而其他三种陶瓷的硬度变化不大。另一方面,除TiB2外,其余陶瓷的LIHK硬度均增加了约10%,而PSR HK表明四种陶瓷中有三种硬度下降。在相同载荷下,不同应变速率下,压痕周围的损伤/开裂无明显差异。这些结果将与以前的动态硬度数据进行讨论和比较。通常情况下,应变率对硬度的影响很小,如果有的话。试图在这两种压痕方法之间进行比较是一个挑战,因为在停留时间,压痕速度和加载过程中存在显着差异。
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引用次数: 0
Polymer-derived porous SiNiOC ceramics with enhanced electromagnetic wave absorption performance 具有增强电磁波吸收性能的聚合物衍生多孔sinoc陶瓷
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-30 DOI: 10.1111/ijac.70097
Jiapu Chen, Anze Shui, Hulei Yu, Pingping Mo

In this work, porous SiNiOC ceramics with enhanced electromagnetic wave (EMW) absorption performance are successfully prepared by the hydrothermal method and the polymer-derived ceramics (PDCs) process. The influence of the annealing temperature on the microstructure and EMW absorption performance of the SiNiOC ceramics is also systematically studied. It is shown that the increased annealing temperature can induce phase separation in SiOC, yielding SiC and SiO2, while Ni2⁺-catalyzed graphitic carbon promotes the carbothermal reduction of SiO2 into more SiC. The large amount of SiC generated by the two reactions significantly improves the low dielectric constant of SiOC. After annealing treatment at 1400°C, the porous SiNiOC ceramics exhibit the best EMW absorption performance, achieving a minimum reflection loss of −55.62 dB when the thickness is 1.97 mm and an effective absorption bandwidth of 3.93 GHz when the thickness is 1.33 mm. Such a thin matching thickness in our as-prepared porous SiNiOC ceramics can meet the requirement of future EMW absorbing applications, exhibiting significant potential as a high-performance EMW absorbing material.

本文采用水热法和聚合物衍生陶瓷(PDCs)工艺成功制备了具有增强电磁波吸收性能的多孔sinoc陶瓷。系统地研究了退火温度对sinoc陶瓷微观结构和EMW吸收性能的影响。结果表明,升高的退火温度可以诱导SiOC中的相分离,生成SiC和SiO2,而Ni2 +催化石墨碳可以促进SiO2的碳热还原成更多的SiC。两种反应生成的大量SiC显著改善了SiOC的低介电常数。经1400℃退火处理后,多孔sinoc陶瓷具有最佳的EMW吸收性能,当厚度为1.97 mm时,反射损耗最小为- 55.62 dB,当厚度为1.33 mm时,有效吸收带宽为3.93 GHz。在我们制备的多孔陶瓷中,如此薄的匹配厚度可以满足未来EMW吸波应用的要求,显示出作为高性能EMW吸波材料的巨大潜力。
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引用次数: 0
A gas-tight bonding/sealing of different bulk ceramics for robust oxygen separation at ultra-high temperatures 不同体陶瓷的气密粘合/密封,在超高温下实现稳健的氧分离
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-30 DOI: 10.1111/ijac.70103
Gang Wang, Xingjian Xue

Oxygen transport membrane (OTM) is an economic technology for oxygen separation and high-purity oxygen production. To mitigate various issues induced by high temperatures, intermediate temperature OTM technology has been pursued in recent years. However, in certain circumstances, high operating temperatures are unavoidable, such as in situ oxygen production using OTMs for direct oxy-combustion. Nevertheless, the lack of reliable high temperature gas-tight sealing imposes great challenges on OTM technology for such applications. Herein, a novel sealing strategy is developed to obtain a gas-tight bonding/sealing of two different bulk ceramics using ceramic slurry in combination with phase inversion process. The sealing strategy is successfully applied to a model material system of alumina supporting tube-La0.6Sr0.4Co0.2Fe0.8O3-δ (LSCF) hollow fiber-alumina supporting tube assembly. The utilization of LSCF as the sealing material allows operating temperatures of OTM assembly up to 1200°C, the sintering temperature for LSCF hollow fiber fabrication. A significant enhancement in oxygen flux is revealed at ultra-high temperatures (> 1000°C). Long-term durability and thermal cycling tests demonstrate the excellent robustness and stability of the sealing. This work provides a general sealing strategy for OTM technology upscaling and robust operation in wide temperature conditions.

氧传输膜(OTM)是一种经济的氧气分离和高纯氧气生产技术。为了缓解高温引起的各种问题,近年来人们一直在研究中温OTM技术。然而,在某些情况下,高温是不可避免的,例如使用otm进行直接氧燃烧的原位制氧。然而,缺乏可靠的高温气密密封给OTM技术的应用带来了巨大的挑战。本文提出了一种新的密封策略,利用陶瓷浆料与相转化工艺相结合,实现了两种不同体积陶瓷的气密结合/密封。该密封策略成功应用于氧化铝支撑管la0.6 sr0.4 co0.2 fe0.8 o3 -δ (LSCF)中空纤维-氧化铝支撑管组件模型材料体系。使用LSCF作为密封材料允许OTM组件的工作温度高达1200°C,这是LSCF中空纤维制造的烧结温度。在超高温(> 1000°C)下,氧通量显著增强。长期耐久性和热循环试验表明,密封具有良好的坚固性和稳定性。这项工作为OTM技术的升级和在宽温度条件下的稳定运行提供了一种通用的密封策略。
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引用次数: 0
Investigation of spark plasma sintered aluminum nitride ceramics for MIR windows applications 火花等离子体烧结氮化铝陶瓷在MIR窗口应用的研究
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-27 DOI: 10.1111/ijac.70099
S. Gangadharan, Sumantra Basu, Naresh Kumar Oraon, U. Vanshika, Yuvaraj Natarajan

This study reports the development of translucent-grade aluminum nitride (AlN) ceramics using a spark plasma sintering (SPS) technique for MIR applications. To enhance densification and translucency, a low-melting-point additive, CaF2, was introduced at varying concentrations. The optimized composition of 97 wt% AlN with 3 wt% CaF2 yielded translucent-grade ceramics with a relative density of 99% and a hardness of 1289 HV1. At a sintering temperature of 1800°C, near monolithic AlN ceramics were produced, exhibiting an average grain size of 2.30 µm, a thermal conductivity of 95.2 W/m·K, and a negligible presence of secondary phases and pores. Consequently, the in-line transmission efficiency improved, remaining stable across the 2.5–6.0 µm wavelength range, attributed to well-defined grain boundaries that minimized scattering losses. Moreover, intergranular fracture was predominant in the AlN sintered sample with CaF2, whereas AlN without the additive underwent oxidation at higher temperatures, which resulted in increased bulk density and predominantly transgranular fracture. In addition, surface machining using the micro laser-assisted machining technique achieved a surface finish of 0.1855 µm. Overall, the developed AlN ceramics, with their obtained optical, thermal, and mechanical properties, demonstrate potential for use as MIR window materials.

本研究报告了利用火花等离子烧结(SPS)技术开发用于MIR应用的半透明级氮化铝(AlN)陶瓷。为了提高致密性和半透明性,引入了不同浓度的低熔点添加剂CaF2。优化后的97 wt% AlN和3 wt% CaF2的组合得到了相对密度为99%、硬度为1289 HV1的半透明级陶瓷。在1800℃的烧结温度下,制备出了接近整体的AlN陶瓷,平均晶粒尺寸为2.30µm,导热系数为95.2 W/m·K,二次相和气孔的存在可以忽略不计。因此,直线传输效率得到了提高,在2.5-6.0µm波长范围内保持稳定,这要归功于明确的晶界,使散射损失最小化。此外,添加了CaF2的AlN烧结试样以晶间断裂为主,而未添加CaF2的AlN烧结试样在高温下发生氧化,导致体积密度增加,以穿晶断裂为主。此外,使用微激光辅助加工技术的表面加工实现了0.1855µm的表面光洁度。总的来说,开发的AlN陶瓷具有光学、热学和机械性能,显示出作为MIR窗口材料的潜力。
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引用次数: 0
High-performance hybrid composite to resist AK-47 hard steel bullets and its efficacy to stop shrapnels under improvised explosive device blast 抗AK-47硬钢弹的高性能混合复合材料及其对简易爆炸装置爆炸弹片的阻挡效果
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-26 DOI: 10.1111/ijac.70098
Jithin Joshi, Kumbhar Avinash Suresh, M. Govindaraju, Shantanu Bhowmik

This investigation highlights a hybrid composite for bullet and blast protection. The front face of the hybrid composite was made of silicon carbide (SiC), the middle layer of aluminium (Al) Honeycomb and the back face made of para-aramid fibre—polyetherketoneketone polymer composite, and fabricated by using high temperature epoxy adhesive. The bullet and blast energy were absorbed essentially due to the material configuration of the hybrid composite. SiC forms a hard face layer with high temperature resistance, which absorbs blast energy, blunt shrapnels and resists high temperature. Al Honeycomb absorbs a large amount of energy by deforming itself, and the back layer of polymer composite stops shrapnels. For ballistic tests, a single layer of SiC was used. For the blast test, four layers of SiC were used. The experimental results of ballistic tests proved that the material has been successful in stopping a 7.62 mm hard steel bullet with a speed of 710 m/s fired from a distance of 10 m, which conforms to NIJ level III+. The modified hybrid composite has been successfully tested to withstand improvised explosive device blasts up to 10 kg TNT with 10% shrapnels, with a standoff distance of 5 m, conforming to Level 4 protection specified in STANAG 4569.

这项研究重点是一种用于子弹和爆炸防护的混合复合材料。该杂化复合材料的前表面为碳化硅(SiC),中间层为铝蜂窝(Al),后表面为对芳纶纤维-聚醚酮酮聚合物复合材料,采用高温环氧胶粘剂制备。子弹和爆炸能量的吸收主要是由于混合复合材料的材料结构。碳化硅形成坚硬的面层,具有耐高温性,吸收爆炸能量,钝化弹片,耐高温。Al蜂窝通过自身变形吸收大量能量,聚合物复合材料的背面层阻挡弹片。在弹道试验中,使用了单层碳化硅。在爆炸试验中,使用了四层SiC。弹道试验结果表明,该材料成功拦截了从10 m距离发射的速度为710 m/s的7.62 mm硬钢子弹,符合NIJ III+级。这种改良的混合复合材料已经过成功测试,可承受高达10公斤TNT和10%弹片的简易爆炸装置爆炸,距离为5米,符合STANAG 4569规定的4级防护标准。
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引用次数: 0
Mechanical performance of 2D-C/SiC I-beams under different loading modes 2D-C/SiC工字梁在不同荷载模式下的受力性能
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-23 DOI: 10.1111/ijac.70096
D. Ikundji, Chengpeng Yang, Percy M. Iyela, J. Li

Application of carbon fiber-reinforced silicon carbide (C/SiC) composites in aerospace structures is increasing due to their high specific strength and thermal resistance. However, limited data are reported on the flexural performance of C/SiC structural members under complex loading modes. This study investigates the mechanical behavior of 2D-C/SiC I-beams under plane-bending, skew-bending, and bending-twist through experiments and finite element (FE) simulations. Fracture loads of 9260, 5782, and 7831 N were recorded for plane bending, skew bending, and bending-twist, respectively. Delamination was the dominant failure mode in all cases, with rupture occurring at the bottom flange. Damage initiation and progression were monitored using strain gauges, and infrared thermal wave imaging confirmed the onset and progression. FE simulations incorporating nonlinear constitutive behavior and Hoffman failure criterion reproduced the strain response and ultimate loads with small deviations (7.6% in plane bending, 4.2% in bending-twist), and a larger error in skew-bending (13%) due to stress interactions. While the study provides validated experimental and numerical insights, it was limited by a small specimen set and a simplified calculation procedure. Future work should refine FE models to include progressive damage and extend the study to cyclic, thermal, and fatigue loadings for aerospace design.

碳纤维增强碳化硅(C/SiC)复合材料具有高比强度和耐热性,在航空航天结构中的应用越来越广泛。然而,关于C/SiC结构构件在复杂荷载模式下的抗弯性能的数据报道有限。本文通过实验和有限元模拟研究了2D-C/SiC工字钢在平面弯曲、斜弯曲和弯曲扭转下的力学行为。分别记录9260、5782和7831 N的平面弯曲、斜弯曲和弯曲-扭转断裂载荷。在所有情况下,分层是主要的破坏模式,破裂发生在底部法兰。使用应变片监测损伤的发生和进展,红外热波成像证实了损伤的发生和进展。结合非线性本构行为和Hoffman破坏准则的有限元模拟再现了应变响应和极限载荷,由于应力相互作用,偏差较小(平面弯曲为7.6%,弯曲-扭转为4.2%),而斜弯曲的误差较大(13%)。虽然该研究提供了有效的实验和数值见解,但它受到小样本集和简化计算程序的限制。未来的工作应该完善有限元模型,以包括渐进损伤,并将研究扩展到航空航天设计的循环、热、疲劳载荷。
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引用次数: 0
Reliability improvement in BaTiO3-based multilayer ceramic capacitors by incorporating alloying of nickel internal electrodes 镍内电极合金化提高batio3基多层陶瓷电容器的可靠性
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-21 DOI: 10.1111/ijac.70092
Marklaw Wu, I-kung Cheng, Hiroaki Matsumoto, Masayuki Fujimoto

The mechanism of the reliability improvement by alloying Ni internal electrodes of BaTiO3-based multilayer ceramic capacitors (MLCCs) was studied from two perspectives: electric barrier formation at the electrode-dielectric interface and diffusion of alloying elements into the bulk dielectric layer. In the case of Ni-Sn alloy electrodes, the reliability improvement is due to the formation of a Sn segregation layer at the interface between the internal electrode and the dielectric layer, and the associated formation of a Schottky barrier, which is an electron barrier layer. Therefore, when the dielectric layer is sufficiently thin, this electron barrier layer functions critically, but as the dielectric film thickness increases, the effect of this barrier layer gradually decreases because of an increased number of grain boundaries and the grains in the dielectric layer, which are other factors that determine the insulation. On the other hand, in the case of Ni-In alloy electrodes, In diffuses not only at the interface between the internal electrode and the dielectric, but also into the shell part of the “core-shell” structure of the BaTiO3 grains in the dielectric layer along with the grain boundaries. Therefore, it was revealed that the reliability improvement continues even if the dielectric thickness increases to a certain extent. The outstanding improvement in the reliability of the Ni–In MLCC could be derived from not only the formation of an electrical barrier at the interface between the internal electrode and the dielectric layer, but also enhanced resistivity provided by a grain boundary barrier layer and an intragranular acceptor region at the shell region of the core-shell structure by the In diffusion.

从电极-介电界面形成电势垒和合金元素向大块介电层扩散两个方面研究了batio3基多层陶瓷电容器(mlcc)内电极Ni合金化提高可靠性的机理。在Ni-Sn合金电极的情况下,可靠性的提高是由于在内电极和介电层之间的界面处形成了锡偏析层,并相应形成了肖特基势垒,即电子势垒层。因此,当介电层足够薄时,该电子势垒层的作用至关重要,但随着介电膜厚度的增加,由于晶界和介电层中的晶粒数量的增加,该势垒层的作用逐渐减弱,这是决定绝缘性能的另一个因素。另一方面,在Ni-In合金电极中,in不仅在内部电极与介质的界面处扩散,而且还沿晶界进入介电层中BaTiO3晶粒“核壳”结构的壳部分。因此,即使介电厚度增加到一定程度,可靠性也会继续提高。Ni-In MLCC可靠性的显著提高不仅源于内部电极与介电层界面形成的电屏障,还源于in扩散在核-壳结构的壳区形成的晶界屏障层和粒内受体区提供的电阻率增强。
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引用次数: 0
Bayesian probabilistic machine learning analysis of ceramic-coated ultra-high-temperature carbon/carbon composites 陶瓷涂层超高温碳/碳复合材料的贝叶斯概率机器学习分析
IF 2.3 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS Pub Date : 2025-10-20 DOI: 10.1111/ijac.70085
Vahid Daghigh, Hamid Daghigh

Regulatory agencies and key stakeholders are increasingly promoting the use of probabilistic approaches in design processes for large corporations. This shift is particularly emphasized in analyzing mechanical properties, such as fatigue and failure prediction. Additionally, the use of probabilistic artificial intelligence represents a transformative advancement in material science that leads to enhanced predictive accuracy and robust decision-making capabilities. These artificial intelligence methods enable more informed decision-making in the design and evaluation of advanced materials by quantifying uncertainty and offering probabilistic assessments, particularly for applications involving extreme environments. High-temperature materials, such as carbon/carbon (C/C) composites, are essential for modern technological applications. However, their vulnerability to oxidation poses a significant barrier, indicating the necessity for effective protective coatings. The application of these coatings to C/C composites is complex and has hindered their widespread use in high-temperature settings. In this study, we utilize finite element analysis (FEA) and machine learning (ML) combined with Bayesian probability to examine the behavior of silicon carbide ceramic-coated cubic C/C composites. The investigation focuses on how stress and strain evolve under varying thermal conditions and cyclic thermal loading from a probabilistic perspective. This work integrates FEA and Bayesian probabilistic-based ML to enhance the predictive power for evaluating ultra-high-temperature materials.

监管机构和主要利益相关者越来越多地推动在大型公司的设计过程中使用概率方法。这种转变在分析机械性能(如疲劳和失效预测)时尤为突出。此外,概率人工智能的使用代表了材料科学的变革性进步,可以提高预测准确性和强大的决策能力。这些人工智能方法通过量化不确定性和提供概率评估,特别是在涉及极端环境的应用中,可以在先进材料的设计和评估中做出更明智的决策。高温材料,如碳/碳(C/C)复合材料,对现代技术应用至关重要。然而,它们对氧化的脆弱性构成了一个重要的屏障,这表明需要有效的保护涂层。这些涂层在C/C复合材料上的应用非常复杂,阻碍了它们在高温环境中的广泛应用。在这项研究中,我们利用有限元分析(FEA)和机器学习(ML)结合贝叶斯概率来研究碳化硅陶瓷涂层立方C/C复合材料的行为。从概率的角度研究了应力和应变在不同热条件和循环热载荷下的演化规律。本研究将有限元分析与基于贝叶斯概率的机器学习相结合,提高了对超高温材料的预测能力。
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引用次数: 0
期刊
International Journal of Applied Ceramic Technology
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