Fei Xue, Tian-Le Cheng, Yinkai Lei, Richard P. Oleksak, You-Hai Wen
Fiber-reinforced ceramic matrix composites (CMCs) are used in structural components of gas turbines and fusion reactors due to their high toughness and ability to withstand ultra-high temperatures. The enhanced fracture toughness of CMCs arises from the complex interactions between mechanical damage and their microstructures that involve fiber bridging, fiber pull-out, crack deflection, and sliding at the fiber-matrix interfaces. However, there is a lack of microstructure-resolved models that enable direct simulation of these damage processes. This study introduces a phase-field model that explicitly accounts for microstructure-level cracking and interface sliding in CMCs. Simulations are performed to investigate the effects of fiber diameter, orientation, length, density, and interface sliding resistance. Fiber bridging and fiber pull-out are successfully simulated. In particular, the simulation results demonstrate the critical role of interface sliding in fiber bridging. Parametric studies suggest that thicker fibers, longer fibers, and lower interface sliding resistance can lead to enhanced performance of CMCs when fiber bridging dominates the damage processes. This model has demonstrated its capability to serve as a valuable tool for quantitative understanding of CMC damage processes and for guiding design of the microstructures for next-generation CMCs.
{"title":"Phase-field modeling of crack growth and interface sliding in ceramic matrix composites","authors":"Fei Xue, Tian-Le Cheng, Yinkai Lei, Richard P. Oleksak, You-Hai Wen","doi":"10.1111/jace.70404","DOIUrl":"https://doi.org/10.1111/jace.70404","url":null,"abstract":"<p>Fiber-reinforced ceramic matrix composites (CMCs) are used in structural components of gas turbines and fusion reactors due to their high toughness and ability to withstand ultra-high temperatures. The enhanced fracture toughness of CMCs arises from the complex interactions between mechanical damage and their microstructures that involve fiber bridging, fiber pull-out, crack deflection, and sliding at the fiber-matrix interfaces. However, there is a lack of microstructure-resolved models that enable direct simulation of these damage processes. This study introduces a phase-field model that explicitly accounts for microstructure-level cracking and interface sliding in CMCs. Simulations are performed to investigate the effects of fiber diameter, orientation, length, density, and interface sliding resistance. Fiber bridging and fiber pull-out are successfully simulated. In particular, the simulation results demonstrate the critical role of interface sliding in fiber bridging. Parametric studies suggest that thicker fibers, longer fibers, and lower interface sliding resistance can lead to enhanced performance of CMCs when fiber bridging dominates the damage processes. This model has demonstrated its capability to serve as a valuable tool for quantitative understanding of CMC damage processes and for guiding design of the microstructures for next-generation CMCs.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626069","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}
Hoikwan Lee, Junyeub Lee, Sungwon Kim, Sangduk Lee, Yunyoung Lee, Jinwook Jang, Woon Jin Chung
Novel applications in the foldable electronics market require flexible substrates, notably ultra-thin glass (UTG). While conventional UTG is known for its high robustness and resilience, its brittle characteristics commonly lead to cracks, breakages and other field failures. This study introduces super-flexible and ion-exchangeable glass for foldable displays, achieved by lowering the Young's modulus of the glass. Effective reduction of Young's modulus from 72 to 53 GPa was achieved when SiO2 was substituted with B2O3 and P2O5. Indentation and two-point bending tests examined the bending characteristic of the glasses. The obtained low modulus glasses showed enhanced flexibility, including a high level of fracture toughness and resistance to flaw formation as well as decreased bending repulsive force, implying smaller folding radius. The enhanced flexibility of the glass, which makes it suitable for various foldable devices, was discussed based on structural changes induced by composition.
{"title":"Flexible ultra-thin glass with low Young's modulus for foldable display","authors":"Hoikwan Lee, Junyeub Lee, Sungwon Kim, Sangduk Lee, Yunyoung Lee, Jinwook Jang, Woon Jin Chung","doi":"10.1111/jace.70395","DOIUrl":"https://doi.org/10.1111/jace.70395","url":null,"abstract":"<p>Novel applications in the foldable electronics market require flexible substrates, notably ultra-thin glass (UTG). While conventional UTG is known for its high robustness and resilience, its brittle characteristics commonly lead to cracks, breakages and other field failures. This study introduces super-flexible and ion-exchangeable glass for foldable displays, achieved by lowering the Young's modulus of the glass. Effective reduction of Young's modulus from 72 to 53 GPa was achieved when SiO<sub>2</sub> was substituted with B<sub>2</sub>O<sub>3</sub> and P<sub>2</sub>O<sub>5</sub>. Indentation and two-point bending tests examined the bending characteristic of the glasses. The obtained low modulus glasses showed enhanced flexibility, including a high level of fracture toughness and resistance to flaw formation as well as decreased bending repulsive force, implying smaller folding radius. The enhanced flexibility of the glass, which makes it suitable for various foldable devices, was discussed based on structural changes induced by composition.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626057","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}
A systematic investigation was conducted on the densification and grain growth of 170 and 260 nm tetragonal BaTiO3 (BTO) powders during high-temperature sintering. Densification and grain growth were uniquely analyzed using Python-based computational modeling of dilatometer data and scanning electron microscopy (SEM), respectively. The findings revealed that the 260 nm powder exhibited higher activation energies for both densification and grain growth. While a high-fidelity master sintering curve (MSC) provided an excellent fit at lower temperatures (R2 > 0.99), its predictive capability diminished above 1200°C. This unprecedented observation was correlated with a decrease in the densification activation energy during the final sintering stage, which will be further discussed along with its link to prominent abnormal grain growth and the limitations of the MSC method.
{"title":"Influence of particle size on high-temperature sintering behavior of barium titanate: Densification and grain growth","authors":"Jongbeom Lee","doi":"10.1111/jace.70378","DOIUrl":"https://doi.org/10.1111/jace.70378","url":null,"abstract":"<p>A systematic investigation was conducted on the densification and grain growth of 170 and 260 nm tetragonal BaTiO<sub>3</sub> (BTO) powders during high-temperature sintering. Densification and grain growth were uniquely analyzed using Python-based computational modeling of dilatometer data and scanning electron microscopy (SEM), respectively. The findings revealed that the 260 nm powder exhibited higher activation energies for both densification and grain growth. While a high-fidelity master sintering curve (MSC) provided an excellent fit at lower temperatures (<i>R</i><sup>2 </sup>> 0.99), its predictive capability diminished above 1200°C. This unprecedented observation was correlated with a decrease in the densification activation energy during the final sintering stage, which will be further discussed along with its link to prominent abnormal grain growth and the limitations of the MSC method.</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.70378","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145618833","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}
Flexoelectricity, an intrinsic electromechanical coupling phenomenon, has shown great potential in advanced ceramic. However, the typically low flexoelectric coefficients of bulk materials severely limit their practical applications, especially for single crystals. Surprisingly, recent advances have demonstrated that room-temperature dislocation engineering can effectively modulate functional properties. In this study, we employ the cyclic indentation method to introduce controlled surface dislocations into single-crystal SrTiO3 with (100), (110), and (111) orientations. Precise regulation of indentation cycles enables tunable flexoelectric coefficients with pronounced orientation dependence. Comprehensive characterization reveals a direct correlation between surface dislocation configurations and bulk flexoelectric response. These results demonstrate an effective and controllable strategy for the controlled modulation of flexoelectric properties in single crystals, providing a foundation for further development of high-performance flexoelectric-based novel electromechanical devices.
{"title":"Dislocation tuned flexoelectricity in single crystal SrTiO3","authors":"Haoxuan Wang, Yifan Wang, Xin Zhang, Xu Liang, Shengping Shen","doi":"10.1111/jace.70362","DOIUrl":"https://doi.org/10.1111/jace.70362","url":null,"abstract":"<p>Flexoelectricity, an intrinsic electromechanical coupling phenomenon, has shown great potential in advanced ceramic. However, the typically low flexoelectric coefficients of bulk materials severely limit their practical applications, especially for single crystals. Surprisingly, recent advances have demonstrated that room-temperature dislocation engineering can effectively modulate functional properties. In this study, we employ the cyclic indentation method to introduce controlled surface dislocations into single-crystal SrTiO<sub>3</sub> with (100), (110), and (111) orientations. Precise regulation of indentation cycles enables tunable flexoelectric coefficients with pronounced orientation dependence. Comprehensive characterization reveals a direct correlation between surface dislocation configurations and bulk flexoelectric response. These results demonstrate an effective and controllable strategy for the controlled modulation of flexoelectric properties in single crystals, providing a foundation for further development of high-performance flexoelectric-based novel electromechanical devices.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626070","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}
We investigated the ferroelectric properties of 10 nm BaTiO3 (BTO) nanocubes formed by dispersing them on the surface of an Nb-doped SrTiO3 (Nb:STO) substrate. The microwave synthesis procedure produced BTO nanocubes with a size of approximately 10 nm, and the BTO nanocubes were dispersed in ethanol before being spin coated on the surface of the Nb:STO substrate. From the piezoelectric d33 hysteresis loops measured by a piezoresponse force microscope, it was confirmed that the 10 nm BTO nanocubes exhibited canonical ferroelectric properties. External voltages were applied to switch the polarization of the 10 nm BTO nanocubes, providing further evidence of their ferroelectric behavior. In particular, it was experimentally confirmed that the BTO nanocubes with a size of about 10 nm can be utilized as tunnel ferroelectric junction memory devices.
{"title":"Ferroelectric properties of 10 nm BaTiO3 nanocubes synthesized by microwave synthesis procedure","authors":"Eunmi Lee, Jong Yeog Son","doi":"10.1111/jace.70400","DOIUrl":"https://doi.org/10.1111/jace.70400","url":null,"abstract":"<p>We investigated the ferroelectric properties of 10 nm BaTiO<sub>3</sub> (BTO) nanocubes formed by dispersing them on the surface of an Nb-doped SrTiO<sub>3</sub> (Nb:STO) substrate. The microwave synthesis procedure produced BTO nanocubes with a size of approximately 10 nm, and the BTO nanocubes were dispersed in ethanol before being spin coated on the surface of the Nb:STO substrate. From the piezoelectric <i>d</i><sub>33</sub> hysteresis loops measured by a piezoresponse force microscope, it was confirmed that the 10 nm BTO nanocubes exhibited canonical ferroelectric properties. External voltages were applied to switch the polarization of the 10 nm BTO nanocubes, providing further evidence of their ferroelectric behavior. In particular, it was experimentally confirmed that the BTO nanocubes with a size of about 10 nm can be utilized as tunnel ferroelectric junction memory devices.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145618836","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}
Glass ceramics have gained research attention for use in scintillator applications. In this work, Eu2O3-doped lithium gallium silicate glass and its glass ceramics were synthesized, and the luminescence characteristics were investigated. To fabricate glass ceramics, the Eu2O3-doped lithium gallium silicate glass was heated for 3 h at 740°C or 763°C. A transparent glass ceramic with a high transmittance of approximately 70% at 650 nm was obtained by the heat treatment at 740°C. Luminescence derived from the electronic transition of 4f→4f levels in Eu3+ ions appeared under visible light (530 nm) or X-ray. It was found that the scintillation intensity was improved due to the formation of crystalline phases in the silicate glass host matrix during the heat treatment at 740°C. According to the Judd–Ofelt theory, the Eu3+ luminescent ions might be present mainly in a glass phase of the transparent glass ceramic, and the enhancement of the scintillation intensity should be derived from the improvement of the energy transfer efficiency in the host matrix.
{"title":"Scintillation responses of Eu2O3-doped lithium gallium silicate glass and glass ceramics","authors":"Naoki Kawano, Kenji Shinozaki, Daisuke Nakauchi, Toshiaki Kunikata, Haruaki Ezawa, Keishi Yamabayashi, Shota Otake, Takayuki Yanagida","doi":"10.1111/jace.70389","DOIUrl":"https://doi.org/10.1111/jace.70389","url":null,"abstract":"<p>Glass ceramics have gained research attention for use in scintillator applications. In this work, Eu<sub>2</sub>O<sub>3</sub>-doped lithium gallium silicate glass and its glass ceramics were synthesized, and the luminescence characteristics were investigated. To fabricate glass ceramics, the Eu<sub>2</sub>O<sub>3</sub>-doped lithium gallium silicate glass was heated for 3 h at 740°C or 763°C. A transparent glass ceramic with a high transmittance of approximately 70% at 650 nm was obtained by the heat treatment at 740°C. Luminescence derived from the electronic transition of 4f→4f levels in Eu<sup>3+</sup> ions appeared under visible light (530 nm) or X-ray. It was found that the scintillation intensity was improved due to the formation of crystalline phases in the silicate glass host matrix during the heat treatment at 740°C. According to the Judd–Ofelt theory, the Eu<sup>3+</sup> luminescent ions might be present mainly in a glass phase of the transparent glass ceramic, and the enhancement of the scintillation intensity should be derived from the improvement of the energy transfer efficiency in the host matrix.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626058","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}
This study investigates the effects of dry and wet air oxidation on the tensile behavior of unidirectional SiC/BN/SiC minicomposites, with a particular focus on how environmental conditions and pre-cracking influence strength retention and failure modes. The pristine minicomposites exhibit high strength and failure strain, attributed to effective fiber coatings and preservation of fiber strength throughout processing. Oxidation at 1000°C without pre-cracking in dry air causes only minor degradation and is associated with a transition from transverse matrix cracking with distributed fiber fracture to a shear-driven failure mode. In wet air, the same shear-driven mode occurs but with a significantly lower failure strain. The most severe degradation is observed when pre-cracking precedes oxidation; bonding between fibers and with the matrix eliminates interfacial sliding, resulting in a dramatic reduction in failure strain. The work identifies three distinct fracture regimes controlled by the interplay of fiber waviness, oxidation conditions, and mechanical loading history.
{"title":"Effects of dry and wet air oxidation on tensile properties of SiC/BN/SiC minicomposites","authors":"Shingo Kanazawa, Peter T. Maxwell, Frank W. Zok","doi":"10.1111/jace.70401","DOIUrl":"https://doi.org/10.1111/jace.70401","url":null,"abstract":"<p>This study investigates the effects of dry and wet air oxidation on the tensile behavior of unidirectional SiC/BN/SiC minicomposites, with a particular focus on how environmental conditions and pre-cracking influence strength retention and failure modes. The pristine minicomposites exhibit high strength and failure strain, attributed to effective fiber coatings and preservation of fiber strength throughout processing. Oxidation at 1000°C without pre-cracking in dry air causes only minor degradation and is associated with a transition from transverse matrix cracking with distributed fiber fracture to a shear-driven failure mode. In wet air, the same shear-driven mode occurs but with a significantly lower failure strain. The most severe degradation is observed when pre-cracking precedes oxidation; bonding between fibers and with the matrix eliminates interfacial sliding, resulting in a dramatic reduction in failure strain. The work identifies three distinct fracture regimes controlled by the interplay of fiber waviness, oxidation conditions, and mechanical loading history.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145625969","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}
Pengfei Xu, Zeyu Kang, Wenkai Gao, Lu Liu, Lulu Zhang, Yi Cao, Jie Li, Junbo Si, Shifu Shen, Junfeng Kang
The development of high-performance glass fibers for applications such as wind turbine blades demands materials with superior mechanical properties, particularly a high Young's modulus. To this end, the structure and Young's modulus of CaO‒MgO‒Al2O3‒SiO2 glasses with varying MgO/CaO ratios were investigated by experiments and molecular dynamics simulations in this study. It was observed that as the MgO/CaO ratio increased, the density of the glass samples gradually decreased, while the Young's modulus significantly increased. The trends of structural and performance changes derived from MD simulations were found to be in good agreement with experiments, revealing the underlying structural origin. Owing to the weaker charge-balancing capacity of Mg2+ compared to Ca2+, the formation of high coordinated aluminium ([AlO5]) and tri-coordinated oxygen (O[3]) is promoted with the replacement of CaO by MgO. This process strengthens the glass network by converting bridging oxygen (O[2]) into a combination of O[3] and non-bridging oxygen (O[1]). Furthermore, the distribution of O[3] among the five oxygen atoms within [AlO5] was examined. The [AlO5] unit containing two O[3] is the most possible form of existence. Most importantly, a strong linear correlation (R2 = 0.93) was identified between the concentration of [AlO5] and Young's modulus, establishing [AlO5] as a key structural descriptor for stiffness in these glasses.
{"title":"Effect of MgO/CaO on structure and Young's modulus of CMAS glasses: Experiments and molecular dynamics simulations","authors":"Pengfei Xu, Zeyu Kang, Wenkai Gao, Lu Liu, Lulu Zhang, Yi Cao, Jie Li, Junbo Si, Shifu Shen, Junfeng Kang","doi":"10.1111/jace.70409","DOIUrl":"https://doi.org/10.1111/jace.70409","url":null,"abstract":"<p>The development of high-performance glass fibers for applications such as wind turbine blades demands materials with superior mechanical properties, particularly a high Young's modulus. To this end, the structure and Young's modulus of CaO‒MgO‒Al<sub>2</sub>O<sub>3</sub>‒SiO<sub>2</sub> glasses with varying MgO/CaO ratios were investigated by experiments and molecular dynamics simulations in this study. It was observed that as the MgO/CaO ratio increased, the density of the glass samples gradually decreased, while the Young's modulus significantly increased. The trends of structural and performance changes derived from MD simulations were found to be in good agreement with experiments, revealing the underlying structural origin. Owing to the weaker charge-balancing capacity of Mg<sup>2+</sup> compared to Ca<sup>2+</sup>, the formation of high coordinated aluminium ([AlO<sub>5</sub>]) and tri-coordinated oxygen (O[3]) is promoted with the replacement of CaO by MgO. This process strengthens the glass network by converting bridging oxygen (O[2]) into a combination of O[3] and non-bridging oxygen (O[1]). Furthermore, the distribution of O[3] among the five oxygen atoms within [AlO<sub>5</sub>] was examined. The [AlO<sub>5</sub>] unit containing two O[3] is the most possible form of existence. Most importantly, a strong linear correlation (<i>R</i><sup>2</sup> = 0.93) was identified between the concentration of [AlO<sub>5</sub>] and Young's modulus, establishing [AlO<sub>5</sub>] as a key structural descriptor for stiffness in these glasses.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145618834","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}
Tianmeng Huang, Ke Chen, Mengying Zhang, Hanchao Zhang, Huangyue Cai, Jie Lu, Lirong Luo, Xiao Shan, Jingyang Wang, Xiaofeng Zhao
Air-plasma-sprayed thermal barrier coating analysis faces three key challenges: informational complexity from overlapping defect morphologies, semantic ambiguity from gradient boundaries, and data scarcity from asymmetric feature distribution. Conventional segmentation approaches struggle particularly with distinguishing unmelted from melt-solidified regions. This research proposes TBC-HybridNet, a confidence-guided feature-fusion architecture combining the specialized UnmeltedSegNET with generic deep convolutional neural networks through hierarchical fusion. UnmeltedSegNET employs multiscale modules to extract contextual information, integrating large receptive fields for structural integrity with small receptive fields for edge preservation, outperforming human annotators with 97.8% accuracy in boundary detection. The framework implements a confidence-guided fusion strategy that dynamically adjusts model weights, addressing data imbalance while maintaining sensitivity to rare defects without computationally intensive retraining. The system achieves 97.9% accuracy for unmelted regions, 91.8% overall accuracy, and an 88.3% F1 score for cracks. It enables real-time quantification of critical quality metrics, including unmelted volume fraction and crack density. With 96.6% crack continuity detection and 71.1% unmelted boundary fidelity, these capabilities establish precise correlations between spray processes and microstructure, improving coating durability prediction in aerospace applications and directly impacting turbine engine performance and service life.
{"title":"TBC-HybridNet: Confidence-guided multiscale fusion for thermal barrier coating microstructural segmentation","authors":"Tianmeng Huang, Ke Chen, Mengying Zhang, Hanchao Zhang, Huangyue Cai, Jie Lu, Lirong Luo, Xiao Shan, Jingyang Wang, Xiaofeng Zhao","doi":"10.1111/jace.70410","DOIUrl":"https://doi.org/10.1111/jace.70410","url":null,"abstract":"<p>Air-plasma-sprayed thermal barrier coating analysis faces three key challenges: informational complexity from overlapping defect morphologies, semantic ambiguity from gradient boundaries, and data scarcity from asymmetric feature distribution. Conventional segmentation approaches struggle particularly with distinguishing unmelted from melt-solidified regions. This research proposes TBC-HybridNet, a confidence-guided feature-fusion architecture combining the specialized UnmeltedSegNET with generic deep convolutional neural networks through hierarchical fusion. UnmeltedSegNET employs multiscale modules to extract contextual information, integrating large receptive fields for structural integrity with small receptive fields for edge preservation, outperforming human annotators with 97.8% accuracy in boundary detection. The framework implements a confidence-guided fusion strategy that dynamically adjusts model weights, addressing data imbalance while maintaining sensitivity to rare defects without computationally intensive retraining. The system achieves 97.9% accuracy for unmelted regions, 91.8% overall accuracy, and an 88.3% F1 score for cracks. It enables real-time quantification of critical quality metrics, including unmelted volume fraction and crack density. With 96.6% crack continuity detection and 71.1% unmelted boundary fidelity, these capabilities establish precise correlations between spray processes and microstructure, improving coating durability prediction in aerospace applications and directly impacting turbine engine performance and service life.</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":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145618835","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}
The effect of mechanically induced surface damage layers on the crystal structure and ferroelectric properties was systematically investigated in lead-free 0.99(0.67BiFeO3−0.33BaTiO3)−0.01BiMnO3 ceramics. The surface damage layer formed by mechanical polishing was identified through diffraction peak broadening, increased lattice strain, and reduced remanent polarization. The damage layer was eliminated by thermal annealing at 800°C, which resulted in sharp diffraction peaks, reduced lattice strain, and complete recovery of polarization. Structure refinement confirmed that Bi3⁺ off-centering was suppressed by polishing, whereas Bi3⁺ displacement and nanoscale domain activity were restored by annealing. Phase-field simulations revealed that the damage layer functioned as a ferroelectrically inactive region and that the recovery of Bi3⁺ off-centering was essential for polarization restoration. It was demonstrated that the degradation and recovery of ferroelectric properties in BiFeO3-based ceramics depended on the formation and relaxation of mechanically induced surface damage layers. These findings provide a clear processing–property relationship and establish a strategy to optimize the performance of lead-free piezoelectric ceramics for electronic and energy applications.
{"title":"Ferroelectricity restoration via thermally driven recovery of surface damage layers in BiFeO3-based lead-free ceramics","authors":"Sangwook Kim, Hyunwook Nam, Hae In Choi","doi":"10.1111/jace.70379","DOIUrl":"https://doi.org/10.1111/jace.70379","url":null,"abstract":"<p>The effect of mechanically induced surface damage layers on the crystal structure and ferroelectric properties was systematically investigated in lead-free 0.99(0.67BiFeO<sub>3</sub>−0.33BaTiO<sub>3</sub>)−0.01BiMnO<sub>3</sub> ceramics. The surface damage layer formed by mechanical polishing was identified through diffraction peak broadening, increased lattice strain, and reduced remanent polarization. The damage layer was eliminated by thermal annealing at 800°C, which resulted in sharp diffraction peaks, reduced lattice strain, and complete recovery of polarization. Structure refinement confirmed that Bi<sup>3</sup>⁺ off-centering was suppressed by polishing, whereas Bi<sup>3</sup>⁺ displacement and nanoscale domain activity were restored by annealing. Phase-field simulations revealed that the damage layer functioned as a ferroelectrically inactive region and that the recovery of Bi<sup>3</sup>⁺ off-centering was essential for polarization restoration. It was demonstrated that the degradation and recovery of ferroelectric properties in BiFeO<sub>3</sub>-based ceramics depended on the formation and relaxation of mechanically induced surface damage layers. These findings provide a clear processing–property relationship and establish a strategy to optimize the performance of lead-free piezoelectric ceramics for electronic and energy applications.</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.70379","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626056","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}