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Evolution of the damage precursor based on the felicity effect in shale 基于页岩中幸福效应的破坏前兆演变
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-24 DOI: 10.1177/10567895241253727
PK Gautam, Rishabh Dwivedi, Peeyush Garg, Dipaloke Majumder, Siddhartha Agarwal, Maurice McSaveney, TN Singh
Damage precursors during hydraulic fracturing in shale gas reservoirs may be better understood if the deformation, failure, and acoustic emission (AE) characteristics under cyclic loading are known. Therefore, the purpose of this paper is to investigate the quantitative damage based on the Felicity effect under constant stress lower limit uniaxial cyclic loading-unloading rates (0.5, 1.0, 1.5, 2.0, and 2.5 kN/s). Variations in the b-value and the spatiotemporal evolution of cumulative AE were also used to observe how shale fractures formed. The findings reveal that during the unloading stage, there are many cumulative AE events when the stress level is low (≤1.50 kN/s) but that this number drops significantly when the stress level increases above (>2.0 kN/s). The AE amplitude, AE counts, and cumulative AE energy of each cycle in a loading-unloading test show an increasing trend, but the rate increases in the last cycle. During the whole process of loading and unloading, the Kaiser effects were present in the 3rd cycle at stress levels (≤1.5 kN/s). Still, the Felicity effect appeared in the 2nd and 1st cycles during 2.0 and 2.5 kN/s cyclic loading. The Kaiser effect occurs in the linear elastic stage, while the Felicity effect occurs in the crack initiation and crack damage stage. Furthermore, the Felicity ratio (FR) variations during shale deformation and failure can be divided into four phases: (Phase I = 1.01 ≥ FR > 0.89), (Phase II = 0.89 ≥ FR > 0.48), (Phase III = 0.48 ≥ FR > 0.23), and (Phase IV = FR ≤ 0.23). The b-value is relatively higher under the loading rate below (≤1.50 kN/s), indicating an increase in the number of small AE events. In contrast, the fact that the b-value is relatively smaller under the loading rate above (>2.0 kN/s) indicates that, the number of large AE events increases the number of cracks and fractures. These findings provide important design references for damaged precursors during hydraulic fracturing in shale gas reservoirs.
如果知道循环加载下的变形、破坏和声发射(AE)特征,就能更好地理解页岩气藏水力压裂过程中的破坏前兆。因此,本文的目的是研究在恒定应力下限单轴循环加载-卸载速率(0.5、1.0、1.5、2.0 和 2.5 kN/s)下基于 Felicity 效应的定量损伤。b 值的变化和累积 AE 的时空演变也用于观察页岩裂缝的形成过程。研究结果表明,在卸载阶段,当应力水平较低时(≤1.50 kN/s),会出现大量累积 AE 事件,但当应力水平高于(2.0 kN/s)时,累积 AE 事件的数量会显著下降。在加载-卸载试验中,每个周期的 AE 振幅、AE 计数和累积 AE 能量都呈上升趋势,但在最后一个周期,上升速度加快。在整个加载和卸载过程中,凯撒效应出现在应力水平(≤1.5 kN/s)的第 3 个周期。在 2.0 和 2.5 kN/s 循环加载期间,费利西蒂效应仍然出现在第 2 和第 1 个循环中。Kaiser 效应出现在线性弹性阶段,而 Felicity 效应出现在裂纹萌发和裂纹破坏阶段。此外,页岩变形和破坏过程中的费利西比(FR)变化可分为四个阶段:(第一阶段 = 1.01 ≥ FR > 0.89)、(第二阶段 = 0.89 ≥ FR > 0.48)、(第三阶段 = 0.48 ≥ FR > 0.23)和(第四阶段 = FR ≤ 0.23)。在以下加载速率下(≤1.50 kN/s),b 值相对较高,表明小 AE 事件的数量有所增加。相反,在加载速率高于(2.0 kN/s)时,b 值相对较小,这表明大的 AE 事件数量会增加裂缝和断裂的数量。这些发现为页岩气藏水力压裂过程中受损前驱体的设计提供了重要参考。
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引用次数: 0
A 3D micromechanical model to predict the complete stress-strain relation of microencapsulated self-healing concrete 预测微胶囊自愈合混凝土完整应力-应变关系的三维微机械模型
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-23 DOI: 10.1177/10567895241245956
Kaihang Han, J Woody Ju, Xiangsheng Chen, Le-Yang Lv, Shuai Zhou, Gang Wei, Zhiguo Zhang, Hongzhi Cui
The research on the concrete structure built with self-healing materials brings inspiration to increase the safety and sustainability of underground structures in the whole life cycle. The utilization of microencapsulated healing agents in self-healing concrete has demonstrated efficacy in the repair of microcracks within concrete structures. Nevertheless, there exists a dearth of effective methodologies for assessing the impact of microcapsule parameters on the mechanical properties of self-healing concrete. This study introduces an innovative three-dimensional micromechanical model that can be utilized to analyze the micromechanical response of microencapsulated self-healing concrete under tensile loading conditions. The 3D micromechanical model is accomplished through the utilization of the elastic secant compliance tensor. Subsequently, a comprehensive examination is undertaken to analyze the progression of damage-healing in self-healing concrete incorporating microcapsules. Finally, a parametric investigation is conducted to elucidate the impact of the micro-parameters on the mechanical behavior of self-healing concrete. The present discovery holds significant implications for the development of microencapsulated self-healing concrete for underground structures, particularly in terms of establishing appropriate parameters.
对使用自愈合材料建造的混凝土结构的研究为提高地下结构在整个生命周期内的安全性和可持续性带来了启示。在自愈合混凝土中使用微胶囊愈合剂已证明对修复混凝土结构中的微裂缝具有功效。然而,目前还缺乏有效的方法来评估微胶囊参数对自愈合混凝土机械性能的影响。本研究介绍了一种创新的三维微观力学模型,可用于分析微胶囊自愈合混凝土在拉伸加载条件下的微观力学响应。三维微观力学模型是通过利用弹性正割顺应张量实现的。随后,对掺入微胶囊的自愈合混凝土的损伤愈合过程进行了全面研究分析。最后,还进行了参数研究,以阐明微参数对自愈合混凝土力学行为的影响。本发现对开发用于地下结构的微胶囊自愈合混凝土具有重要意义,特别是在建立适当参数方面。
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引用次数: 0
Cyclic loading and unloading strain equations and damage evolution of gypsum specimens considering damping effects 考虑阻尼效应的石膏试样循环加载和卸载应变方程及损伤演变
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-17 DOI: 10.1177/10567895241253735
Di Wu, Laiwang Jing, Wei Jing, Shaochi Peng
This study aims to establish a strain instanton equation and damage factor evolution law for gypsum specimens by considering damping. First, damping energy is calculated based on the single-degree-of-freedom vibration model, and the instantaneous strain equation is obtained based on the stress balance equation. Second, the dissipation energy is divided into damping and damage energies, and a damage-factor correction algorithm is obtained. Third, cyclic loading and unloading tests were performed at different loading rates and stress amplitudes to verify the accuracy of the strain equation. Finally, the specimens’ magnitude curves and crack characteristics were monitored using moment–tensor acoustic emission simulations. The factors influencing the damping energy and strain equations, energy and damage evolution laws of the specimens, and damage patterns of the specimens at different loading rates were analysed. The results show that the instantaneous strain equation and the modified damage factor considering the damping effect can effectively reflect the deformation law and damage state of the specimens. In contrast, the damage to the specimens in the lower limit of the variable stress experiment was lower than that in the lower limit of the constant stress experiment. As the loading rate increases, the damage energy density of the specimen decreases, and the damage factor within a single cycle gradually decreases. As the loading rate increases, the number of crack events in the model increases significantly, size becomes more uniform, and sequentially exhibits dense and sparse distribution patterns, percentage of shear cracks decreases significantly, number of mixed cracks increases significantly, brittle behaviour of the specimen becomes obvious, and a complete damage state is attained known as the ‘crushed’ state. This study provides a theoretical reference for damage assessments of viscoelastic–plastic materials subjected to perturbing loads.
本研究旨在通过考虑阻尼建立石膏试样的应变瞬时方程和损伤因子演变规律。首先,根据单自由度振动模型计算阻尼能,并根据应力平衡方程得到瞬时应变方程。其次,将耗散能分为阻尼能和损伤能,并得出损伤因子修正算法。第三,在不同加载速率和应力幅值下进行循环加载和卸载试验,以验证应变方程的准确性。最后,利用力矩张量声发射模拟监测了试样的振幅曲线和裂纹特征。分析了影响阻尼能量和应变方程的因素、试样的能量和损伤演变规律以及不同加载速率下试样的损伤模式。结果表明,瞬时应变方程和考虑阻尼效应的修正损伤因子能有效反映试样的变形规律和损伤状态。相比之下,变应力实验下限试样的损伤程度低于恒应力实验下限试样的损伤程度。随着加载速率的增加,试样的损伤能量密度降低,单周期内的损伤因子逐渐减小。随着加载速率的增加,模型中裂纹事件的数量显著增加,尺寸变得更加均匀,并依次呈现出密集和稀疏的分布模式,剪切裂纹的百分比显著下降,混合裂纹的数量显著增加,试样的脆性行为变得明显,并达到完全破坏状态,即 "破碎 "状态。这项研究为受到扰动载荷作用的粘弹性塑料材料的损伤评估提供了理论参考。
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引用次数: 0
A modified Manson-Halford model based on improved WOA for fatigue life prediction under multi-level loading 基于改进型 WOA 的改进型曼森-哈福德模型,用于多级加载下的疲劳寿命预测
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-15 DOI: 10.1177/10567895241245869
Yibo Yang, Li Zou, Xinyu Cao, Xinhua Yang, Yibo Sun
The Manson-Halford (M-H) nonlinear cumulative damage model is widely applied for fatigue life analysis problems under multi-level loading. In this model, the influence of loading sequence on the fatigue life can be better considerer, but the loading interaction effect is ignored. An improved whale optimization algorithm (IWOA) by integrating multiple strategies is proposed. The ability of global search and local exploitation is balanced and improved through nonlinear convergence factor, adaptive weighting factors and the Cauchy reverse learning strategies. In order to fully account for loading interaction effect, loading weighting factors are introduced to modify the M-H model, and the parameters are optimized through the global search properties of IWOA. The model is evaluated on multi-level loading fatigue experimental data from five metal materials and two aluminum alloy welded joints. The results suggest that the proposed IWOA has better optimization accuracy compared to the standard whale optimization algorithm (WOA). The proposed modified M-H model has better prediction performance compared to the four traditional cumulative damage models, which can be effectively applied to multi-level loading fatigue life analysis problems under actual working conditions. The proposed model is useful for the study of fatigue life evaluation methods.
曼森-哈福德(M-H)非线性累积损伤模型被广泛应用于多级加载下的疲劳寿命分析问题。该模型较好地考虑了加载顺序对疲劳寿命的影响,但忽略了加载交互效应。本文提出了一种集成多种策略的改进鲸鱼优化算法(IWOA)。通过非线性收敛因子、自适应权重因子和 Cauchy 反向学习策略,平衡并提高了全局搜索和局部利用的能力。为了充分考虑载荷交互效应,引入了载荷加权因子来修正 M-H 模型,并通过 IWOA 的全局搜索特性来优化参数。该模型在五种金属材料和两种铝合金焊接接头的多级加载疲劳实验数据上进行了评估。结果表明,与标准鲸鱼优化算法(WOA)相比,所提出的 IWOA 具有更好的优化精度。与四种传统累积损伤模型相比,所提出的修正 M-H 模型具有更好的预测性能,可有效地应用于实际工况下的多级加载疲劳寿命分析问题。所提出的模型有助于疲劳寿命评估方法的研究。
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引用次数: 0
Exploring freeze-thaw damage distribution of asphalt mixture through DIC in combination with CT 通过 DIC 结合 CT 探索沥青混合料的冻融破坏分布
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-15 DOI: 10.1177/10567895241245750
Hengzhen Li, Hao Shi, Huining Xu, Yu Tian, Yiqiu Tan, Kaidi Liu
Open graded friction course (OGFC) is highly susceptible to environmental impacts such as load and clogging, due to its rich void structure and exposure to environments. Especially in cold regions, freeze–thaw (F-T) damage is inevitable for OGFC. While the existing analysis methods cannot specifically describe the material's micro-response to load or environment. Therefore, the digital image correlation (DIC) in combination with computed tomography (CT) was applied to closely examine the intricate process of F-T damage of OGFC in this research. Principal strain and strain energy were used to describe the F-T damage process and distribution. In addition, the effects of initial void content and immersion conditions on the temporal and spatial distribution of damage were discussed. The data demonstrated that the spatial distribution of F-T damage strain was uneven. During F-T cycles, the principal strain inside the OGFC during F-T cycles was generally increased, and the deformation of the sample gradually accumulated. According to the strain energy growth rate variation, the F-T damage could be divided into two stages during the 18 F-T cycles, namely, the development stage and the deceleration stage. Moreover, the crucial parts of F-T damage were determined to be at the end of the voids connected with the outside or the void interface between the aggregates and asphalt mortar. The larger initial void content would increase the strain of OGFC during F-T cycles, as well as the inhomogeneity of the strain. Furthermore, the strain energy increased considerably, and the development of F-T damage of OGFC accelerated. Under partial immersion conditions, the immersed part has large strain and strain energy due to the direct effect of F-T, and the increase in immersion depth aggravates the F-T damage.
露天分级摩擦路面(OGFC)由于其丰富的空隙结构和暴露于环境中的特性,极易受到荷载和堵塞等环境影响。特别是在寒冷地区,冻融(F-T)破坏对 OGFC 不可避免。现有的分析方法无法具体描述材料对荷载或环境的微观反应。因此,本研究将数字图像相关(DIC)与计算机断层扫描(CT)相结合,仔细研究了 OGFC F-T 损伤的复杂过程。主应变和应变能被用来描述 F-T 损伤的过程和分布。此外,还讨论了初始空隙含量和浸泡条件对损伤时空分布的影响。数据表明,F-T 损伤应变的空间分布是不均匀的。在 F-T 循环期间,OGFC 内部的主应变普遍增大,样品的变形逐渐累积。根据应变能增长率的变化,在 18 个 F-T 周期中,F-T 损伤可分为两个阶段,即发展阶段和减速阶段。此外,F-T 破坏的关键部位被确定为与外部相连的空隙末端或集料与沥青砂浆之间的空隙界面。较大的初始空隙含量会增加 OGFC 在 F-T 循环期间的应变以及应变的不均匀性。此外,应变能显著增加,加速了 OGFC F-T 损伤的发展。在部分浸入条件下,由于 F-T 的直接作用,浸入部分具有较大的应变和应变能,而浸入深度的增加会加剧 F-T 损伤。
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引用次数: 0
Fracture mechanics approach to minimum reinforcement design of fibre-reinforced and hybrid-reinforced concrete beams 纤维加固和混合加固混凝土梁最小配筋设计的断裂力学方法
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-06 DOI: 10.1177/10567895241245865
Alessio Rubino, Federico Accornero, Alberto Carpinteri
The problem of the minimum reinforcement condition in fibre-reinforced and hybrid-reinforced concrete flexural elements is addressed in the framework of fracture mechanics by means of the Updated Bridged Crack Model (UBCM). The model describes the crack propagation process occurring in the critical cross-section of the reinforced member, by assuming the composite as a multiphase material, whereby the toughening contribution of the cementitious matrix and of the reinforcements are independently evaluated. The key-point of the discussion is that, when the influence of the matrix nonlinearities on the response is neglected, the minimum reinforcement condition is defined by a linear relationship between the critical values of two dimensionless numbers: (i) the bar- reinforcement brittleness number, NP , proportional to the steel-bar area percentage, ρ; (ii) the fibre- reinforcement brittleness number, NP,f, proportional to the fibre volume fraction, Vf. The model is applied to several experimental campaigns of the literature, in order to assess its suitability in the minimum reinforcement design of reinforced members in a unified fracture mechanics-based framework.
在断裂力学框架内,通过更新桥式裂缝模型(UBCM)解决了纤维加固和混合加固混凝土抗弯构件的最小加固条件问题。该模型通过将复合材料假定为多相材料,对水泥基质和钢筋的增韧作用进行独立评估,从而描述了加固构件临界截面上的裂纹扩展过程。讨论的要点是,当忽略基体非线性对响应的影响时,最小加固条件由两个无量纲数临界值之间的线性关系定义:(i) 钢筋脆性数 NP,与钢筋面积百分比 ρ 成比例;(ii) 纤维脆性数 NP,f,与纤维体积分数 Vf 成比例。该模型适用于文献中的多个实验活动,以评估其在基于断裂力学的统一框架下,是否适用于钢筋构件的最小配筋设计。
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引用次数: 0
Behavior of geometrically-similar Basalt FRP bars-reinforced concrete beams under dynamic torsional loads 几何相似的玄武岩 FRP 杆件加固混凝土梁在动态扭转荷载下的行为
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-04 DOI: 10.1177/10567895241245860
Yushuang Lei, Liu Jin, Wenxuan Yu, Xiuli Du
A numerical model utilizing 3D mesoscale simulation methods was developed to investigate the influence of strain rate on the torsional performance of geometrically similar Basalt Fiber Reinforced Polymer bars-reinforced concrete (BFRP-RC) beams, as well as the corresponding size effects. The model incorporates concrete heterogeneity, material strain rate effects, and the dynamic bond-slip relationship between BFRP bars and concrete. The torsional performance of BFRP-RC beams with different structural sizes and stirrup ratios was analyzed under different strain rates. The study yielded the following findings: (1) The damage degree of BFRP-RC beams increases with the rising strain rate. (2) Increasing strain rate and stirrup ratio enhances the beams’ torsional strength and ductility while attenuating the size effect, albeit not eliminating it. (3) The impact of increasing strain rate on beam strength, ductility, and size effect outweighs that of increasing stirrup ratio. Finally, based on the Bažant size effect law (SEL) combined with the simulation results, a new size effect law was proposed that can quantitatively consider the effect of strain rate and stirrup ratio on the torsional strength of BFRP-RC beams.
利用三维中尺度模拟方法开发了一个数值模型,以研究应变率对几何形状相似的玄武岩纤维增强聚合物棒材-钢筋混凝土(BFRP-RC)梁的扭转性能的影响,以及相应的尺寸效应。该模型包含混凝土异质性、材料应变率效应以及 BFRP 钢筋与混凝土之间的动态粘结滑移关系。研究分析了不同结构尺寸和箍筋比的 BFRP-RC 梁在不同应变速率下的扭转性能。研究结果如下:(1)BFRP-RC 梁的破坏程度随应变速率的增加而增加。(2) 提高应变速率和箍筋比可增强梁的抗扭强度和延展性,同时减弱尺寸效应,但不能消除尺寸效应。(3) 增加应变率对梁的强度、延展性和尺寸效应的影响大于增加箍筋比的影响。最后,基于 Bažant 尺寸效应定律(SEL)并结合模拟结果,提出了一种新的尺寸效应定律,可定量考虑应变速率和箍筋比对 BFRP-RC 梁抗扭强度的影响。
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引用次数: 0
Strain energy density and entire fracture surface parameters relationship for LCF life prediction of additively manufactured 18Ni300 steel 用于加成制造 18Ni300 钢 LCF 寿命预测的应变能密度与整个断裂面参数的关系
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-03 DOI: 10.1177/10567895241245879
Wojciech Macek, Ricardo Branco, Joel de Jesus, José Domingos Costa, Shun-Peng Zhu, Reza Masoudi Nejad, Andrew Gryguć
In this study, the connection between total strain energy density and fracture surface topography is investigated in additively manufactured maraging steel exposed to low-cycle fatigue loading. The specimens were fabricated using laser beam powder bed fusion (LB-PBF) and examined under fully-reversed strain-controlled setup at strain amplitudes scale from 0.3% to 1.0%. The post-mortem fracture surfaces were explored using a non-contact 3D surface topography measuring system and the entire fracture surface method. The focus is on the relationship between fatigue characteristics, expressed by the total strain energy density, and the fracture surface topography features, represented by areal, volume, and fractal dimension factors. A fatigue life prediction model based on total strain energy density and fracture surface topography parameters is proposed. The presented model shows good accordance with fatigue test results and outperforms other existing models based on the strain energy density. This model can be useful for post-failure analysis of engineering elements under low-cycle fatigue, especially for materials produced by additive manufacturing (AM).
本研究探讨了暴露于低循环疲劳加载的快速成型马氏体时效钢的总应变能密度与断裂表面形貌之间的联系。试样采用激光束粉末熔床(LB-PBF)制造,并在应变振幅为 0.3% 至 1.0% 的完全反向应变控制设置下进行检测。使用非接触式三维表面形貌测量系统和整个断裂面方法对死后断裂面进行了研究。重点是以总应变能密度表示的疲劳特性与以面积、体积和分形维度因子表示的断裂表面形貌特征之间的关系。提出了一个基于总应变能密度和断裂表面形貌参数的疲劳寿命预测模型。所提出的模型与疲劳测试结果吻合良好,优于其他基于应变能密度的现有模型。该模型可用于工程元件在低循环疲劳条件下的失效后分析,尤其适用于通过增材制造(AM)生产的材料。
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引用次数: 0
Enhancing the acoustic emission technique using fuzzy artificial bee colony-based deep learning for characterizing selective laser melted AlSi10Mg specimens 利用基于模糊人工蜂群的深度学习增强声发射技术,以表征选择性激光熔融 AlSi10Mg 试样
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-01 DOI: 10.1177/10567895241247325
Claudia Barile, Caterina Casavola, Dany Katamba Mpoyi, Giovanni Pappalettera, Vimalathithan Paramsamy Kannan
This article presents a classification of Acoustic Emission (AE) signals from AlSi10Mg specimens produced via Selective Laser Melting (SLM). Tensile tests characterized the mechanical properties of specimens printed in different orientations (X, Y, Z, 45°). Initially, a study quantified damage modes based on the stress-strain curve and cumulative AE energy. AE signals for each specimen (X, Y, 45°, Z), across deformation stages (elastic and plastic), and damage modes were analyzed using continuous wavelet transform to extract time-frequency features. A novel convolutional neural network, based on artificial bee colonies and fuzzy C-means, was developed for scalogram classification. Data augmentation with Gaussian white noise enhanced the approach. Cross-validation ensured robustness against overfitting and suboptimal local maxima. Evaluation metrics, including the confusion matrix, precision-recall curve, and F1 score, demonstrated the algorithm's high accuracy of 92.6%, precision-recall curve of 92.5%, and F1 score of 92.5% for AE signals based on printing direction (X, Y, 45°, Z). The study highlighted the potential for improving AE signal classification related to elastic and plastic deformation stages with 100% accuracy. For damage modes, the algorithm achieved a confusion matrix accuracy of 90.6%, a precision-recall curve of 90.4%, and an F1 score of 90.5%. This approach demonstrates high accuracy in classifying AE signals across different printing orientations, deformation stages, and damage modes of AlSi10Mg specimens manufactured through SLM.
本文介绍了通过选择性激光熔融(SLM)技术生产的 AlSi10Mg 试样的声发射(AE)信号分类。拉伸试验表征了以不同方向(X、Y、Z、45°)打印的试样的机械性能。最初,一项研究根据应力-应变曲线和累积 AE 能量对损坏模式进行了量化。使用连续小波变换分析了每个试样(X、Y、45°、Z)、不同变形阶段(弹性和塑性)和损伤模式的 AE 信号,以提取时频特征。在人工蜂群和模糊 C-means 的基础上,开发了一种新型卷积神经网络,用于扫描图分类。用高斯白噪声增强数据增强了该方法。交叉验证确保了对过度拟合和次优局部最大值的稳健性。包括混淆矩阵、精度-召回曲线和 F1 分数在内的评估指标表明,该算法对基于印刷方向(X、Y、45°、Z)的 AE 信号的准确率高达 92.6%,精度-召回曲线高达 92.5%,F1 分数高达 92.5%。该研究强调了以 100% 的准确率改进与弹性和塑性变形阶段相关的 AE 信号分类的潜力。对于损伤模式,该算法的混淆矩阵准确率达到 90.6%,精确度-召回曲线达到 90.4%,F1 分数达到 90.5%。这种方法在对通过 SLM 制造的 AlSi10Mg 试样的不同印刷方向、变形阶段和损伤模式的 AE 信号进行分类方面具有很高的准确性。
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引用次数: 0
Modeling of viscoelastic deformation and rate-dependent fracture damage in rat bone 大鼠骨骼粘弹性变形和随速率变化的断裂损伤建模
IF 4.2 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-05-01 DOI: 10.1177/10567895241245716
Santosh Reddy Kommidi, Yong-Rak Kim, Do-Gyoon Kim
Bone is a complex hierarchical structural material whose organ-level response is highly influenced by its constitutive behavior at the microstructural level, which can dictate the inelastic nonlinear deformation and fracture within the organ. In the current study, a combined experimental-computational approach was sought to first obtain the local constitutive properties. Later, a multiscale modeling framework utilizing a novel rate-dependent nonlinear viscoelastic cohesive zone (NVCZ) model was used to explore the fracture behavior at the microstructure of the bone and its influence on the global scale (organ-level) response. Toward this end, nanoindentation testing was conducted within the cross-section of a rat femur bone specimen. An inverse optimization process was used to identify the isotropic linear viscoelastic (LVE) properties of cortical bone by integrating the test results with a finite element model simulation of the nanoindentation testing. Model results using different numbers of spring-dashpot units in the generalized Maxwell model showed that four spring-dashpot units are sufficient to capture the LVE behavior, while solely LVE constitutive relation is limited to fully characterize the rat femur. The LVE constitutive properties were then used along with the rate-dependent NVCZ fracture within the representative volume element (RVE), which was two-way coupled to the global scale bone. A parametric study was conducted by varying the fracture properties of the NVCZ model. The model demonstrated the capability and features to represent inelastic deformation and nonlinear fracture that are linked between length scales. This further implies that the inelastic fracture model and the two-way coupled modeling can elucidate the complex multiscale deformation and fracture of bone, while model validation and further advancements with test results remain a follow-up study and are currently in progress.
骨骼是一种复杂的分层结构材料,其器官层面的反应受微结构层面的构成行为影响很大,微结构层面的构成行为可决定器官内部的非弹性非线性变形和断裂。在当前的研究中,首先寻求一种实验与计算相结合的方法来获得局部构成特性。随后,利用新型速率依赖性非线性粘弹性内聚区(NVCZ)模型的多尺度建模框架,探索骨微观结构的断裂行为及其对整体(器官级)响应的影响。为此,在大鼠股骨试样的横截面上进行了纳米压痕测试。通过将测试结果与纳米压痕测试的有限元模型模拟相结合,使用反向优化过程来确定皮质骨的各向同性线性粘弹性(LVE)特性。在广义麦克斯韦模型中使用不同数量的弹簧-底座单元的模型结果表明,四个弹簧-底座单元足以捕捉到 LVE 行为,而仅有 LVE 构成关系不足以全面描述大鼠股骨的特征。然后,在代表体积元素(RVE)中使用了 LVE 构成特性和随速率变化的 NVCZ 断裂,RVE 与全局尺度骨进行了双向耦合。通过改变 NVCZ 模型的断裂属性进行了参数研究。该模型展示了表现长度尺度间非弹性变形和非线性断裂的能力和特征。这进一步表明,非弹性断裂模型和双向耦合建模可以阐明骨骼复杂的多尺度变形和断裂,而模型验证和测试结果的进一步改进仍是一项后续研究,目前正在进行中。
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International Journal of Damage Mechanics
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