International Journal of Plasticity最新文献

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A data-driven elastoplastic super element method for multiscale modeling of history-dependent responses in metamaterials 数据驱动的超塑性弹塑性超单元法在超材料中历史相关响应的多尺度建模
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-21 DOI: 10.1016/j.ijplas.2026.104623
Yongzhen Wang , Shengyu Duan , Chunwang He , Ying Li , Qinglei Zeng , Daining Fang
{"title":"A data-driven elastoplastic super element method for multiscale modeling of history-dependent responses in metamaterials","authors":"Yongzhen Wang ,&nbsp;Shengyu Duan ,&nbsp;Chunwang He ,&nbsp;Ying Li ,&nbsp;Qinglei Zeng ,&nbsp;Daining Fang","doi":"10.1016/j.ijplas.2026.104623","DOIUrl":"10.1016/j.ijplas.2026.104623","url":null,"abstract":"<div><div>Mechanical metamaterials have attracted considerable attention due to their exceptional mechanical properties, making them promising candidates for advanced structural applications. However, accurate and efficient prediction of the history-dependent, nonlinear mechanical behavior of elastoplastic metamaterial structures remains challenging. In this work, we propose a data-driven elastoplastic super element (DD-EPSE) framework to model the elastoplastic response of metamaterials. Unlike traditional representative volume element (RVE)-based homogenization that relies on scale separation and equivalent stress-strain relationships, DD-EPSE treats each unit cell as a structural element governed by force-displacement relationships at control points, with nodal forces serving as internal variables. After eliminating rigid-body motions, the incremental force-displacement response is captured by a specially designed artificial neural network framework, which enforces objectivity and equilibrium. A support vector machine (SVM) classifier is incorporated to identify plastic zones within metastructures. The method is validated through extensive numerical simulations and experiments on triply periodic minimal surface (TPMS)-based metamaterials under diverse loading conditions. Results demonstrate that DD-EPSE accurately predicts the force-displacement response and plasticity distribution of large-scale metastructures, while reducing computational cost by several orders of magnitude compared to direct numerical simulations. In addition, its applicability to other metamaterial topologies is validated through transfer learning, exemplified by beam-lattice structures. The DD-EPSE framework provides an efficient tool for modeling and designing of mechanical metamaterials with history-dependent nonlinear behavior.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104623"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146033006","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Fatigue crack initiation mechanisms in Inconel 718 from MC carbide MC硬质合金Inconel 718疲劳裂纹萌生机制
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-31 DOI: 10.1016/j.ijplas.2026.104630
Pandi Zhao , Zebang Zheng , Mei Zhan , Guang Zeng , Yilun Xu , Hongwei Li , Zhiyan Sun , Hai Xin , Yuyang Wang , M.W. Fu
{"title":"Fatigue crack initiation mechanisms in Inconel 718 from MC carbide","authors":"Pandi Zhao ,&nbsp;Zebang Zheng ,&nbsp;Mei Zhan ,&nbsp;Guang Zeng ,&nbsp;Yilun Xu ,&nbsp;Hongwei Li ,&nbsp;Zhiyan Sun ,&nbsp;Hai Xin ,&nbsp;Yuyang Wang ,&nbsp;M.W. Fu","doi":"10.1016/j.ijplas.2026.104630","DOIUrl":"10.1016/j.ijplas.2026.104630","url":null,"abstract":"<div><div>Carbides are the primary inclusions in superalloys and crack initiations associated with carbides are crucial and unavoidable, which can affect the mechanical properties of the material. Carbide-related cracking characteristics at high temperatures have been extensively investigated experimentally, while the local deformation behaviors of carbides under fatigue loading have also been explored numerically. However, the multiscale interaction of carbides with dislocations remains not fully understood. In this study, the focus is on the various cracking mechanisms of carbides and the evolution of cracks in Inconel 718 superalloys studied by integrating quasi-in-situ three-point bending fatigue tests, transmission electron microscope observations, crystal plasticity and discrete dislocation dynamics simulations. This combination of multi-scale experiments and simulations enables a comprehensive understanding of the carbide-related crack nucleation mechanisms. The results reveal the presence of three distinct carbide-related cracking mechanisms, including interface debonding, inclusion cracks, and a newly observed mechanism: slip band cracks between uncracked carbides. Among these, the inclusion cracking dominates from the aspect of nucleation sequence and relative frequency. Through the comparison of various physical quantities, the normal stress valued 606 MPa and the maximum principal stress of 870 MPa can be used to determine the occurrence of interface debonding and inclusion crack. Meanwhile, elevated dislocation densities develop between adjacent carbides due to the coexistence of a high elastic strain gradient and limited plastic strain, indicating a potential site for crack initiation. These findings are crucial for the design of fatigue-resistant Inconel 718 components and for optimizing superalloy manufacturing processes.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104630"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146095704","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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 three-dimensional shear transformation zone theory for glassy polymers 玻璃聚合物的三维剪切转变区理论
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-31 DOI: 10.1016/j.ijplas.2026.104628
Ji Lin , Wuyang Zhao , Rui Xiao
{"title":"A three-dimensional shear transformation zone theory for glassy polymers","authors":"Ji Lin ,&nbsp;Wuyang Zhao ,&nbsp;Rui Xiao","doi":"10.1016/j.ijplas.2026.104628","DOIUrl":"10.1016/j.ijplas.2026.104628","url":null,"abstract":"<div><div>Developing constitutive models for the highly nonlinear behaviors of glassy polymers, such as yielding and strain hardening, is important for their engineering applications. Yielding is closely tied to nonequilibrium thermodynamics, often referred to as physical aging, while strain hardening is associated with the oriented microstructures of the polymer network, which further contribute to the Bauschinger effect in pre-deformed glassy polymers. To capture these nonlinear mechanical responses, we have developed a three-dimensional viscoplastic model grounded in shear transformation zone (STZ) theory, linking the plastic flow to the STZ microdynamics. The collective behavior of STZs is characterized by two statistical variables: the density and orientation tensor, both governed by first-order evolution equations. We established a conceptual relationship between these STZ variables and the plastic flow tensor by incorporating a prefactor that combines the amplitude of chain stretching with the angle between the driven stress and STZ orientation. Additionally, an effective temperature model has been integrated to capture nonequilibrium thermodynamics. The model was applied to quantitatively describe the stress responses of glassy polymers in uniaxial deformation and plane strain tests. The simulation results demonstrate that the model quantitatively captures physical aging under various thermal and mechanical conditions, as well as the Bauschinger effect, reflected in distinct stress responses of pre-deformed glassy polymers in opposite loading directions. This work extends the STZ model to the finite deformation three-dimensional condition, bridging the gap between the intricate microscopic mechanisms governing STZ transformation and the complex constitutive behaviors of glassy polymers.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104628"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146095707","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Topological defect analysis and phase field study of disclination-assisted twin-grain boundary reactions in HCP-Ti polycrystals HCP-Ti多晶中斜向辅助双晶界反应的拓扑缺陷分析及相场研究
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-20 DOI: 10.1016/j.ijplas.2026.104621
Haipeng Li , Yipeng Gao , Yizhen Li , Tao Yu , Chunfeng Du , Yongsi Wei , Yuchao Song , Hui-Yuan Wang
{"title":"Topological defect analysis and phase field study of disclination-assisted twin-grain boundary reactions in HCP-Ti polycrystals","authors":"Haipeng Li ,&nbsp;Yipeng Gao ,&nbsp;Yizhen Li ,&nbsp;Tao Yu ,&nbsp;Chunfeng Du ,&nbsp;Yongsi Wei ,&nbsp;Yuchao Song ,&nbsp;Hui-Yuan Wang","doi":"10.1016/j.ijplas.2026.104621","DOIUrl":"10.1016/j.ijplas.2026.104621","url":null,"abstract":"<div><div>The mechanical behavior of polycrystalline metals is profoundly influenced by the interaction between deformation twins and grain boundaries (GBs), which concurrently induces strengthening and accommodates plastic strain. Particularly in hexagonal close-packed metals, the coexistence and competition of multiple twinning modes at diverse GBs can lead to interface/junction incompatibilities through complex defect reactions. These incompatibilities, mediated by the formation of dislocations and disclinations, result in local stress concentrations that govern subsequent hardening and damage phenomena. However, a theoretical framework for quantitatively determining the stress fields resulting from all types of twin-GB reactions remains underdeveloped. Here, we bridge this gap by integrating topological defect analysis with phase-field simulations to establish a general approach for calculating the defect structures and internal stresses arising from twin-GB reactions. Taking <span><math><mi>α</mi></math></span>-Ti as a representative case, we systematically analyze the distributions of dislocations, disclinations, and local stresses across a broad range of twin-GB reactions. Our analysis reveals that twin transmission—a key accommodation mechanism—is governed by the minimization of residual defects and the associated stress concentration from twin-GB reactions. This principle is validated by our phase-field simulations and electron backscatter diffraction characterizations. This work establishes a quantitative, mechanism-based framework for predicting local stress concentrations and plastic accommodation in polycrystalline materials, providing fundamental insights into the role of twin-GB interactions in the macroscopic mechanical response.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104621"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146014424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Tailoring lightweight refractory high-entropy alloys via Y2O3 additions: Achieving >1.3 GPa yield strength with retained ductility 通过添加Y2O3定制轻质耐火高熵合金:在保持延展性的同时获得>1.3 GPa屈服强度
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-21 DOI: 10.1016/j.ijplas.2026.104622
Yongmiao Liu, Yusheng Wang, Mingliang Wang, Yiping Lu
{"title":"Tailoring lightweight refractory high-entropy alloys via Y2O3 additions: Achieving >1.3 GPa yield strength with retained ductility","authors":"Yongmiao Liu,&nbsp;Yusheng Wang,&nbsp;Mingliang Wang,&nbsp;Yiping Lu","doi":"10.1016/j.ijplas.2026.104622","DOIUrl":"10.1016/j.ijplas.2026.104622","url":null,"abstract":"<div><div>Refractory high-entropy alloys (RHEAs) demonstrate exceptional resistance to softening at elevated temperatures, positioning them as leading candidates for high-temperature structural applications. Nevertheless, state-of-the-art RHEAs still exhibit elevated density and inherent room-temperature brittleness, thereby constraining their industrial deployment. This study systematically investigates a lightweight Ti<sub>55</sub>Zr<sub>10</sub>V<sub>15</sub>Nb<sub>10</sub>Al<sub>10</sub> refractory high-entropy alloy (RHEA) (ρ ≈ 5.3 g/cm³) strengthened with Y<sub>2</sub>O<sub>3</sub> nanoparticles. The alloy achieves an exceptional yield strength of ∼1370 MPa alongside a tensile ductility of ∼15% (with ∼7% uniform elongation), significantly surpassing both its base alloy and most reported RHEAs. This superior strength–ductility synergy originates from semi-coherent Y<sub>2</sub>O<sub>3</sub>/BCC interfaces, which provide effective Orowan strengthening while promoting extensive activation of multi-slip deformation dominated by non-screw dislocations. This atypical deformation mode sustains strain hardening and retains ductility in the BCC matrix.This work demonstrates that the introduction of coherent ceramic nanoparticles is a potent strategy to bypass the strength-ductility trade-off in RHEAs.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104622"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146014423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Segregation-driven cross-slip mechanism of Shockley partials in the γ' phase of CoNi-based superalloys coni基高温合金γ′相中Shockley部分偏析驱动的交叉滑移机制
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-03-01 Epub Date: 2026-01-14 DOI: 10.1016/j.ijplas.2026.104612
Zhida Liang , Fengxian Liu , Xin Liu , Yang Li , Yinan Cui , Florian Pyczak
{"title":"Segregation-driven cross-slip mechanism of Shockley partials in the γ' phase of CoNi-based superalloys","authors":"Zhida Liang ,&nbsp;Fengxian Liu ,&nbsp;Xin Liu ,&nbsp;Yang Li ,&nbsp;Yinan Cui ,&nbsp;Florian Pyczak","doi":"10.1016/j.ijplas.2026.104612","DOIUrl":"10.1016/j.ijplas.2026.104612","url":null,"abstract":"<div><div>In general, the cross-slip of superpartial dislocations (<span><math><mrow><mi>a</mi><mo>/</mo><mn>2</mn><mo>〈</mo><mn>011</mn><mo>〉</mo><mo>)</mo></mrow></math></span> from <span><math><mrow><mo>{</mo><mn>111</mn><mo>}</mo><mspace></mspace></mrow></math></span>planes to <span><math><mrow><mo>{</mo><mn>001</mn><mo>}</mo></mrow></math></span> planes has been frequently observed in superalloys, which are accompanied by the formation of an antiphase boundary (APB) and driven by thermal activation. However, no prior studies have evidenced the occurrence of Shockley partial dislocation (<span><math><mrow><mi>a</mi><mo>/</mo><mn>6</mn><mo>〈</mo><mn>112</mn><mo>〉</mo><mo>)</mo></mrow></math></span> cross-slip within the γ′ phase of superalloys. In this work, we present a newly observed cross-slip phenomenon: the Shockley partial dislocations cross-slip from one <span><math><mrow><mo>{</mo><mn>111</mn><mo>}</mo></mrow></math></span> plane to another <span><math><mrow><mo>{</mo><mn>111</mn><mo>}</mo></mrow></math></span> conjugate plane, facilitated by the formation of a stair-rod dislocation in the ordered γ′ phase of CoNi-based superalloy. Compression tests were conducted at 1123 K with a strain rate of 10<sup>–4</sup> s<sup>-1</sup>. Defects such as stacking faults and dislocations, along with the associated chemical fluctuations, were characterized using high-resolution scanning transmission electron microscopy (HRSTEM) and energy-dispersive X-ray spectroscopy (EDS). Elemental segregation was found to reduce the activation energy required for cross-slip by decreasing the energies of stacking faults and dislocations. In addition to elemental segregation, local stress concentrations, arising from the combined effects of applied stress, shearing dislocations within the γ' phase, and dislocation pile-ups, also play a critical role in triggering cross-slip. The formation of sessile stair-rod dislocations via this newly identified Shockley partial cross-slip in the γ' phase is beneficial for enhancing the high-temperature deformation resistance of the alloy by increasing the critical resolved shear stress required for further plastic deformation.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"198 ","pages":"Article 104612"},"PeriodicalIF":12.8,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145993425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Strengthening mechanisms of Mo–Nb–Ti and Ta–Nb–Ti complex-concentrated alloys: Data-driven insights from atomic descriptors and short-range order Mo-Nb-Ti和Ta-Nb-Ti络合物浓缩合金的强化机制:来自原子描述符和短程有序的数据驱动见解
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-02-01 Epub Date: 2025-11-20 DOI: 10.1016/j.ijplas.2025.104556
Taeyeop Kim , Daegun You , Dongwoo Lee
{"title":"Strengthening mechanisms of Mo–Nb–Ti and Ta–Nb–Ti complex-concentrated alloys: Data-driven insights from atomic descriptors and short-range order","authors":"Taeyeop Kim ,&nbsp;Daegun You ,&nbsp;Dongwoo Lee","doi":"10.1016/j.ijplas.2025.104556","DOIUrl":"10.1016/j.ijplas.2025.104556","url":null,"abstract":"<div><div>The design of refractory complex-concentrated alloys (RCCAs) requires a comprehensive understanding of how alloying elements govern microstructure and mechanical response. Here, we report an integrated approach combining high-throughput experiments on Mo-Nb-Ti and Ta-Nb-Ti thin-film alloy libraries with molecular dynamics simulations to examine short range order (SRO). Composition dependent X-ray diffraction and electron microscopy investigations reveal that Mo-Nb-Ti alloys maintain fine grain sizes with minimal temperature dependence, whereas Ta-Nb-Ti alloys undergo substantial grain growth at elevated temperature. Nanoindentation mapping shows that Mo-Nb-Ti alloys consistently exhibit higher hardness and hardness-to-modulus ratios than Ta-Nb-Ti alloys, with strengthening largely affected by solid-solution effects. In contrast, the hardness reduction in Ta-Nb-Ti films deposited at high temperature is directly correlated with grain coarsening. Molecular dynamics simulations further demonstrate that SRO plays a critical role in strengthening and plasticity.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"197 ","pages":"Article 104556"},"PeriodicalIF":12.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145553363","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Unveiling deformation and damage evolution of WAAMed high-strength Al alloys across cryogenic to elevated temperatures 揭示低温至高温下WAAMed高强度铝合金的变形与损伤演化
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-02-01 Epub Date: 2026-01-07 DOI: 10.1016/j.ijplas.2026.104607
Yanan Hu , Mingxue Feng , Chao Yu , Qianhua Kan , Xu Zhang , Shengchuan Wu , Leilei Wang , Feifan Wang , Yanling Xue , Guozheng Kang
{"title":"Unveiling deformation and damage evolution of WAAMed high-strength Al alloys across cryogenic to elevated temperatures","authors":"Yanan Hu ,&nbsp;Mingxue Feng ,&nbsp;Chao Yu ,&nbsp;Qianhua Kan ,&nbsp;Xu Zhang ,&nbsp;Shengchuan Wu ,&nbsp;Leilei Wang ,&nbsp;Feifan Wang ,&nbsp;Yanling Xue ,&nbsp;Guozheng Kang","doi":"10.1016/j.ijplas.2026.104607","DOIUrl":"10.1016/j.ijplas.2026.104607","url":null,"abstract":"<div><div>This study systematically investigates the deformation behavior and internal damage evolution of wire + arc additively manufactured 2219 aluminum alloy across a temperature range of 133 K to 523 K using in-situ X-ray microtomography. Particular attention is devoted to clarifying the effects of both low and high temperatures on void nucleation, growth, and coalescence within the alloy. The results demonstrate that most voids nucleate through the fracture of eutectic θ (Al<sub>2</sub>Cu) phases. At elevated temperatures, reduced resistance to void nucleation and growth promotes extensive damage accumulation. In contrast, at cryogenic temperatures, increased resistance to nucleation leads to a lower void density; however, once voids nucleate and locally link, they rapidly coalesce into micro-cracks. Consequently, high-temperature failure is primarily governed by void growth, whereas cryogenic failure is dominated by void nucleation. Based on the identified critical microstructural attributes governing mechanical performance, a micromechanical constitutive model is constructed to describe the deformation behavior of the alloy. In the proposed model, the alloy is regarded as a heterogeneous composite consisting of an Al matrix, manufacturing defects, and eutectic θ phases. The temperature-dependent stress-strain responses are predicted using the Mori-Tanaka homogenization method, with the influence of temperature on damage evolution explicitly incorporated. The model successfully reproduces the stress-strain curves across the investigated temperature range and reflects the effect of damage evolution on the deformation behavior. Furthermore, Shapley additive explanations analysis identifies the temperature as the most influential factor affecting mechanical performance, surpassing the effects of both porosity and phase volume fraction.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"197 ","pages":"Article 104607"},"PeriodicalIF":12.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145920593","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Indentation-informed convolutional neural network for simultaneous prediction of non-equibiaxial residual stress and plastic flow 同时预测非等双轴残余应力和塑性流动的凹痕卷积神经网络
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-02-01 Epub Date: 2026-01-01 DOI: 10.1016/j.ijplas.2025.104606
Minwoo Park , Deunbom Chung , Wanchuck Woo , Seungcheol Oh , Kyeongjae Jeong , Heung Nam Han
{"title":"Indentation-informed convolutional neural network for simultaneous prediction of non-equibiaxial residual stress and plastic flow","authors":"Minwoo Park ,&nbsp;Deunbom Chung ,&nbsp;Wanchuck Woo ,&nbsp;Seungcheol Oh ,&nbsp;Kyeongjae Jeong ,&nbsp;Heung Nam Han","doi":"10.1016/j.ijplas.2025.104606","DOIUrl":"10.1016/j.ijplas.2025.104606","url":null,"abstract":"<div><div>This study proposes an integrated finite element (FE) simulation and convolutional neural network (CNN) model designed for the simultaneous prediction of plastic properties and surface in-plane non-equibiaxial residual stress from spherical indentation responses. By eliminating the need for stress-free reference specimens, the proposed framework enables non-destructive prediction. The framework leverages indentation load-depth curves and directional deformation profiles derived from validated FE simulations. Sensitivity analyses identify the indenter radius and penetration ratio as critical factors for improving prediction accuracy and maximizing the sensitivity of indentation responses to variations in residual stress. The influence of non-equibiaxial residual stress states on indentation behavior is further elucidated through a mechanistic investigation, which reveals a close association with cumulative volumetric changes in equivalent plastic strain near the indentation zone. The CNN training performance supports the sensitivity-based determination of optimal indentation settings. The model is shown to achieve a mean absolute error corresponding to below 5 % on average for residual stresses, while the plasticity parameters are also well captured. Experimental assessment on copper specimens with homogeneous residual stress fields verifies the accuracy and adaptability of the developed FE–CNN model. Further validation using additively manufactured stainless steel, exhibiting complex heterogeneous residual stresses, shows strong consistency with neutron diffraction measurements. This FE–CNN framework presents a robust and scalable approach for comprehensive mechanical characterization, offering substantial benefits for assessing structural integrity and reliability across diverse industrial applications without recourse to destructive testing.</div></div>","PeriodicalId":340,"journal":{"name":"International Journal of Plasticity","volume":"197 ","pages":"Article 104606"},"PeriodicalIF":12.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Anomalous TRIP effect in an additively manufactured metastable high-entropy alloy at cryogenic temperatures: Implications for mechanical properties, microstructural evolution, and deformation mechanism 低温下增材制造亚稳态高熵合金的反常TRIP效应:对力学性能、显微组织演变和变形机制的影响
IF 12.8 1区 材料科学
International Journal of Plasticity Pub Date : 2026-02-01 Epub Date: 2025-12-20 DOI: 10.1016/j.ijplas.2025.104596
Yunjian Bai , Yaoyao Wang , Yanle Li , Yansen Li , Guo-jian Lyu , Heng Chen , Chenglong Yang , Fangyi Li
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