Pub Date : 2024-01-08DOI: 10.1007/s11029-023-10159-x
P. Yankovskii
A special case of the structural model of a hybrid composite multidirectional-reinforced in the plane was considered, which makes it possible to calculate the yield curve of a composite in the space of principal averageв stresses in a plane stress state (PSS). The composite contains an even number of reinforcing fiber families, which are divided into pairs of families. In each pair of the families, the fibers are made of the same material and are laid symmetrically with respect to the directions of principal stresses in the composite. The constituents of the reinforced composite are isotropic and have different tensile–compressive yield strengths. The mechanical behavior of composition constituents was described by the associated flow rule of an ideal rigid-plastic body with piecewise quadratic and piecewise linear yield curves in the space of principal stresses. The influence of approximation parameters of yield curves of composition constituents in the principal stresses and reinforcement parameters on the shape and dimensions of the yield curves of compositions was studied. It was demonstrated that the plastic flow in a fibrous medium is associated with the calculated yield curves of compositions.
{"title":"Modeling the Yield Surface of a Composite Medium Made from Rigid-Plastic Materials Using Piecewise Quadratic Yield Criteria the Case of a Symmetric Plane Reinforcement 2. The Case of a Symmetric Plane Reinforcement","authors":"P. Yankovskii","doi":"10.1007/s11029-023-10159-x","DOIUrl":"https://doi.org/10.1007/s11029-023-10159-x","url":null,"abstract":"<p>A special case of the structural model of a hybrid composite multidirectional-reinforced in the plane was considered, which makes it possible to calculate the yield curve of a composite in the space of principal averageв stresses in a plane stress state (PSS). The composite contains an even number of reinforcing fiber families, which are divided into pairs of families. In each pair of the families, the fibers are made of the same material and are laid symmetrically with respect to the directions of principal stresses in the composite. The constituents of the reinforced composite are isotropic and have different tensile–compressive yield strengths. The mechanical behavior of composition constituents was described by the associated flow rule of an ideal rigid-plastic body with piecewise quadratic and piecewise linear yield curves in the space of principal stresses. The influence of approximation parameters of yield curves of composition constituents in the principal stresses and reinforcement parameters on the shape and dimensions of the yield curves of compositions was studied. It was demonstrated that the plastic flow in a fibrous medium is associated with the calculated yield curves of compositions.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"22 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139397218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-08DOI: 10.1007/s11029-023-10168-w
R. A. dos Reis Ferreira, L. S. Gratão, L. A. de Castro Motta
The rapid growth in population, consumption, and economy have led to an increase in the extraction of natural resources, directly influencing the environment by generating waste and CO2 emissions, particularly in the civil construction industry. The study aimed to evaluate the use of coarse and fragmented tire rubber waste, without chemical treatment, as a replacement for fine aggregate in geopolymeric mortar specimens. The central composite design, coupled with the response surface methodology, was used to determine the optimized values for compressive strength, water absorption, void index, and specific gravity. X-ray diffraction and scanning electron microscopy were used to characterize the geopolymeric mortar specimens. The optimized parameters for the best results were 1% replacement of fine aggregate with tire rubber waste, 0% coarse rubber, and approximately a 6-day curing time. This combination resulted in optimal values of 17.75 MPa for compressive strength, 10.48% for water absorption, 18.58% for void index, and 1.77 g/cm3 for specific gravity. The experimental validation of the models had an error of less than 10%.
{"title":"Evaluation and Optimization of the Replacement of Fine Aggregate by Waste Tire Rubber in Geopolymer Mortar with Metakaolin","authors":"R. A. dos Reis Ferreira, L. S. Gratão, L. A. de Castro Motta","doi":"10.1007/s11029-023-10168-w","DOIUrl":"https://doi.org/10.1007/s11029-023-10168-w","url":null,"abstract":"<p>The rapid growth in population, consumption, and economy have led to an increase in the extraction of natural resources, directly influencing the environment by generating waste and CO<sub>2</sub> emissions, particularly in the civil construction industry. The study aimed to evaluate the use of coarse and fragmented tire rubber waste, without chemical treatment, as a replacement for fine aggregate in geopolymeric mortar specimens. The central composite design, coupled with the response surface methodology, was used to determine the optimized values for compressive strength, water absorption, void index, and specific gravity. X-ray diffraction and scanning electron microscopy were used to characterize the geopolymeric mortar specimens. The optimized parameters for the best results were 1% replacement of fine aggregate with tire rubber waste, 0% coarse rubber, and approximately a 6-day curing time. This combination resulted in optimal values of 17.75 MPa for compressive strength, 10.48% for water absorption, 18.58% for void index, and 1.77 g/cm<sup>3</sup> for specific gravity. The experimental validation of the models had an error of less than 10%.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"6 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139396933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-08DOI: 10.1007/s11029-023-10158-y
S. A. Kasgari, M. R. M. Aliha, S. J. Sadjadi, T. Sadowski, F. Berto
The heterogeneous structure of polymer and aluminum alloy is an effective way to meet the dual technical indicators of structural performance and lightweight design. Friction stir welding (FSW) is a solid-phase welding technology characterized by low temperature and large plastic deformation. It is basically not affected by the crystal structure and physical-chemical properties of materials and can realize polymer and aluminum alloy-specific materials quality connection. This paper presents a comprehensive review of the current advancements in FSW between polymers and aluminum alloys with a focus on optimizing welding parameters, joint formation, defect identification, and mitigation. The results showed that the most important details are that high rotation speed combined with low welding speed that is beneficial to increase welding heat input, improve joint forming and mechanical properties, and form aluminum riveting structure. Welding defects are the main reason for the low FSW performance of polymer and aluminum alloy heterogeneous structures. To improve the forming and load-bearing capacity of heterogeneous structures, welding tool structure design, surface pretreatment, and welding structure optimization can be utilized.
{"title":"Progress in Friction Stir Welding of Polymer and Aluminum Alloys","authors":"S. A. Kasgari, M. R. M. Aliha, S. J. Sadjadi, T. Sadowski, F. Berto","doi":"10.1007/s11029-023-10158-y","DOIUrl":"https://doi.org/10.1007/s11029-023-10158-y","url":null,"abstract":"<p>The heterogeneous structure of polymer and aluminum alloy is an effective way to meet the dual technical indicators of structural performance and lightweight design. Friction stir welding (FSW) is a solid-phase welding technology characterized by low temperature and large plastic deformation. It is basically not affected by the crystal structure and physical-chemical properties of materials and can realize polymer and aluminum alloy-specific materials quality connection. This paper presents a comprehensive review of the current advancements in FSW between polymers and aluminum alloys with a focus on optimizing welding parameters, joint formation, defect identification, and mitigation. The results showed that the most important details are that high rotation speed combined with low welding speed that is beneficial to increase welding heat input, improve joint forming and mechanical properties, and form aluminum riveting structure. Welding defects are the main reason for the low FSW performance of polymer and aluminum alloy heterogeneous structures. To improve the forming and load-bearing capacity of heterogeneous structures, welding tool structure design, surface pretreatment, and welding structure optimization can be utilized.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"81 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139398657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-06DOI: 10.1007/s11029-023-10160-4
M. Arda, J. Majak, M. Mehrparvar
Longitudinal wave propagation in axially graded nanotubes was explored. The effect of shear deformation and lateral inertia on nanorods was considered using the nonlocal Raylegh–Bishop rod theory. As a novel approach, a nonlocal parameter was assumed in the graded formulation. The higher order Haar wavelet method was utilized for solving the governing equation of motion. The effects of material grading power-law index and nonlocal parameters on the longitudinal wave response of axially graded nanorods were investigated. Phase and group velocity variations of the axially graded nanorod were obtained. The present study may be useful in the modeling of advanced functional composite nanowires.
{"title":"Longitudinal Wave Propagation in Axially Graded Raylegh–Bishop Nanorods","authors":"M. Arda, J. Majak, M. Mehrparvar","doi":"10.1007/s11029-023-10160-4","DOIUrl":"https://doi.org/10.1007/s11029-023-10160-4","url":null,"abstract":"<p>Longitudinal wave propagation in axially graded nanotubes was explored. The effect of shear deformation and lateral inertia on nanorods was considered using the nonlocal Raylegh–Bishop rod theory. As a novel approach, a nonlocal parameter was assumed in the graded formulation. The higher order Haar wavelet method was utilized for solving the governing equation of motion. The effects of material grading power-law index and nonlocal parameters on the longitudinal wave response of axially graded nanorods were investigated. Phase and group velocity variations of the axially graded nanorod were obtained. The present study may be useful in the modeling of advanced functional composite nanowires.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"18 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139376322","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-06DOI: 10.1007/s11029-023-10167-x
T. Gómez-del Río, A. Ruiz
The effect of glass fiber-reinforcement polymer Polyamide 66 on the uniaxial compressive mechanical response was measured over a wide strain-rate range from quasi-static tests with strain rate of 5×10–3 s–1 to impact tests with strain rate of 2×103 s–1. Dynamic compressive load was applied using a split Hopkinson pressure bar, whereas an electromechanical testing machine was used to carry out quasi-static experiments in displacement control to determine strain-rate sensitivity. The results demonstrate that strain rate significantly influences yield stress, post-yield behavior, and ductility of the two polymers under study. The yield stress experimental data are consistent with thermally activated processes.
{"title":"High Strain Rate Mechanical Behavior of Polyamide 66 and Polyamide 66-Glass Fiber Reinforced","authors":"T. Gómez-del Río, A. Ruiz","doi":"10.1007/s11029-023-10167-x","DOIUrl":"https://doi.org/10.1007/s11029-023-10167-x","url":null,"abstract":"<p>The effect of glass fiber-reinforcement polymer Polyamide 66 on the uniaxial compressive mechanical response was measured over a wide strain-rate range from quasi-static tests with strain rate of 5×10<sup>–3</sup> s<sup>–1</sup> to impact tests with strain rate of 2×10<sup>3</sup> s<sup>–1</sup>. Dynamic compressive load was applied using a split Hopkinson pressure bar, whereas an electromechanical testing machine was used to carry out quasi-static experiments in displacement control to determine strain-rate sensitivity. The results demonstrate that strain rate significantly influences yield stress, post-yield behavior, and ductility of the two polymers under study. The yield stress experimental data are consistent with thermally activated processes.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"44 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139376407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-06DOI: 10.1007/s11029-023-10170-2
Y. Zhou, B. Han, Y. Liu, X. Song, T. Xie, F. Geng, P. Liu
An effective numerical analysis process was carried out to simulate an impact event based on the Hashin failure criterion and the Camanho degradation rule. The middle and shoulder of a cylinder were impacted by the edge of square-shaped impactors, and the remaining burst pressure was predicted. The accuracy of the numerical analysis was verified by results of two experiments that proved that the numerical analysis was reliable. The impact damage at different impact energies (20-200 J) was evaluated. According to the analysis carried out, the impact damage of gas cylinders intensified with increasing impact energy, and there existed a critical value of this energy. The damaged area of gas cylinders under the same impact energy first decreases and then increases from the inner to outer layer, and the maximum increase in the residual bursting pressure could reach 9.6%.
{"title":"Effect of Impact Energy on the Residual Strength of Type III Cylinders","authors":"Y. Zhou, B. Han, Y. Liu, X. Song, T. Xie, F. Geng, P. Liu","doi":"10.1007/s11029-023-10170-2","DOIUrl":"https://doi.org/10.1007/s11029-023-10170-2","url":null,"abstract":"<p>An effective numerical analysis process was carried out to simulate an impact event based on the Hashin failure criterion and the Camanho degradation rule. The middle and shoulder of a cylinder were impacted by the edge of square-shaped impactors, and the remaining burst pressure was predicted. The accuracy of the numerical analysis was verified by results of two experiments that proved that the numerical analysis was reliable. The impact damage at different impact energies (20-200 J) was evaluated. According to the analysis carried out, the impact damage of gas cylinders intensified with increasing impact energy, and there existed a critical value of this energy. The damaged area of gas cylinders under the same impact energy first decreases and then increases from the inner to outer layer, and the maximum increase in the residual bursting pressure could reach 9.6%.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"21 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139376352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-05DOI: 10.1007/s11029-023-10162-2
Tensile tests were carried out on carbon fiber high-entropy alloy, carbon fiber aluminum alloy, carbon fiber titanium alloy, and carbon fiber-reinforced composite laminates. Their mechanical properties were investigated at the tensile strain rates of 3·10–3, 1·10–3, and 1·10–4 s–1. Compression tests on carbon fiber high entropy alloy (HEA) and carbon fiber-reinforced composite laminates were carried out at the strain rates of 3·10–3 and 1·10–3 s–1, respectively. Results showed that the carbon fiber high-entropy alloy composite laminate was more elastic than the carbon fiber-reinforced composite laminate at the strain rates of 3·10–3, 1·10–1, and 1·10–4 s–1. Their strength increased by 27, 16, and 10%, and the breaking strength by 18, 12, and 14%, respectively. Compared with the carbon fiber-reinforced composite laminate, the compressive strength of the carbon fiber HEA composite laminate increased by 44 and 29% at the compressive strain rates of 3·10–3 and 1·10–3s–1, respectively.
{"title":"An Analysis of Tensile and Compressive Properties of Carbon Fiber High-Entropy Alloy Composite Laminates","authors":"","doi":"10.1007/s11029-023-10162-2","DOIUrl":"https://doi.org/10.1007/s11029-023-10162-2","url":null,"abstract":"<p>Tensile tests were carried out on carbon fiber high-entropy alloy, carbon fiber aluminum alloy, carbon fiber titanium alloy, and carbon fiber-reinforced composite laminates. Their mechanical properties were investigated at the tensile strain rates of 3·10<sup>–3</sup>, 1·10<sup>–3</sup>, and 1·10<sup>–4</sup> s<sup>–1</sup>. Compression tests on carbon fiber high entropy alloy (HEA) and carbon fiber-reinforced composite laminates were carried out at the strain rates of 3·10<sup>–3</sup> and 1·10<sup>–3</sup> s<sup>–1</sup>, respectively. Results showed that the carbon fiber high-entropy alloy composite laminate was more elastic than the carbon fiber-reinforced composite laminate at the strain rates of 3·10<sup>–3</sup>, 1·10<sup>–1</sup>, and 1·10<sup>–4</sup> s<sup>–1</sup>. Their strength increased by 27, 16, and 10%, and the breaking strength by 18, 12, and 14%, respectively. Compared with the carbon fiber-reinforced composite laminate, the compressive strength of the carbon fiber HEA composite laminate increased by 44 and 29% at the compressive strain rates of 3·10<sup>–3</sup> and 1·10<sup>–3</sup>s<sup>–1</sup>, respectively.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"160 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139102850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-05DOI: 10.1007/s11029-023-10161-3
R. Z. Yang, Z. R. Wu, H. Lei, Y. S. Mao, Y. Pan, Y. R. Yang, L. Fang
A dynamic constitutive model of fiber-reinforced resin matrix composites considering temperature effect was proposed. It was used to predict the impact limit speed of composite laminates. High-speed bullet impact tests of fiber-reinforced resin matrix composite laminates were carried out at 25, 160, and 200°C, and the impact limit speed Vc was calculated using the test results. The test results showed that Vc of carbon-fiber-reinforced resin matrix composite laminates decreased with increasing ambient temperature. On this basis, a dynamic failure model of fiber-reinforced resin matrix composites was established considering the influence of ambient temperature. A VUMAT user subroutine was also developed to embed the failure model into the finite-element analysis software package. Then, the high-speed impacts of composite laminates at different temperatures were simulated numerically. The magnitude of Vc was predicted by the bisection method. A comparison of simulation results with test data showed that the error was smaller than 5%.
{"title":"A Method for Predicting the Impact Limit Speed of Composite Laminates Under Different Ambient Temperatures Based on the Three-Dimensional Hashin Criterion","authors":"R. Z. Yang, Z. R. Wu, H. Lei, Y. S. Mao, Y. Pan, Y. R. Yang, L. Fang","doi":"10.1007/s11029-023-10161-3","DOIUrl":"https://doi.org/10.1007/s11029-023-10161-3","url":null,"abstract":"<p>A dynamic constitutive model of fiber-reinforced resin matrix composites considering temperature effect was proposed. It was used to predict the impact limit speed of composite laminates. High-speed bullet impact tests of fiber-reinforced resin matrix composite laminates were carried out at 25, 160, and 200°C, and the impact limit speed V<sub>c</sub> was calculated using the test results. The test results showed that V<sub>c</sub> of carbon-fiber-reinforced resin matrix composite laminates decreased with increasing ambient temperature. On this basis, a dynamic failure model of fiber-reinforced resin matrix composites was established considering the influence of ambient temperature. A VUMAT user subroutine was also developed to embed the failure model into the finite-element analysis software package. Then, the high-speed impacts of composite laminates at different temperatures were simulated numerically. The magnitude of V<sub>c</sub> was predicted by the bisection method. A comparison of simulation results with test data showed that the error was smaller than 5%.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"124 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139102982","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-04DOI: 10.1007/s11029-023-10163-1
M. Congro, F. L. G. Pereira, L. M. S. Souza, D. Roehl
A novel generic workflow to predict homogenized material parameters of tensile behavior of a steel fiber-reinforced concrete (SFRC) using artificial neural networks (ANNs) was proposed. The neural network estimated the homogenized parameters of composite materials linked to finite-element (FE) models. An advantage of this approach is its flexibility in obtaining model parameters, which often have no physical interpretation. Moreover, the joint application of ANNs to estimate the model parameters and FE simulations to obtain the global mechanical behavior of SFRC is an innovation. An experimental database was constructed from the tests available in the literature and provided the ANN input data: the water-cement ratio, the fiber volume fraction, and the diameter and length of steel fibers. The outputs were Young’s modulus, the tensile strength, and the fracture energy of the composite. Three different networks were trained for each output dataset. The ANN configuration consisted of an input layer with four nodes and an output layer with one node. Blind tests with five experimental test sets checked the solution accuracy, presenting relative errors lower than 10%. Finally, a FE model of a direct tensile test was built, adopting the parameters obtained through the workflow. The load–displacement curve of the numerical solution showed a good agreement with the experimental curve, and peak–load errors were smaller than 5%.
提出了一种新的通用工作流程,利用人工神经网络(ANN)预测钢纤维增强混凝土(SFRC)拉伸行为的均质材料参数。神经网络估算了与有限元(FE)模型相关联的复合材料的均质化参数。这种方法的优点是可以灵活地获取模型参数,而这些参数往往没有物理解释。此外,联合应用 ANN 估算模型参数和 FE 模拟来获得 SFRC 的整体力学行为也是一种创新。根据文献中的测试结果构建了一个实验数据库,并提供了 ANN 输入数据:水灰比、纤维体积分数以及钢纤维的直径和长度。输出为复合材料的杨氏模量、拉伸强度和断裂能。每个输出数据集都训练了三个不同的网络。ANN 配置包括一个有四个节点的输入层和一个有一个节点的输出层。利用五个实验测试集进行的盲测检验了解决方案的准确性,结果显示相对误差低于 10%。最后,采用工作流程中获得的参数,建立了直接拉伸试验的有限元模型。数值解法的载荷-位移曲线与实验曲线显示出良好的一致性,峰值载荷误差小于 5%。
{"title":"A Hybrid Parameter Homogenization Workflow for Assessing the Mechanical Behavior of a Steel Fiber-Reinforced Concrete","authors":"M. Congro, F. L. G. Pereira, L. M. S. Souza, D. Roehl","doi":"10.1007/s11029-023-10163-1","DOIUrl":"https://doi.org/10.1007/s11029-023-10163-1","url":null,"abstract":"<p>A novel generic workflow to predict homogenized material parameters of tensile behavior of a steel fiber-reinforced concrete (SFRC) using artificial neural networks (ANNs) was proposed. The neural network estimated the homogenized parameters of composite materials linked to finite-element (FE) models. An advantage of this approach is its flexibility in obtaining model parameters, which often have no physical interpretation. Moreover, the joint application of ANNs to estimate the model parameters and FE simulations to obtain the global mechanical behavior of SFRC is an innovation. An experimental database was constructed from the tests available in the literature and provided the ANN input data: the water-cement ratio, the fiber volume fraction, and the diameter and length of steel fibers. The outputs were Young’s modulus, the tensile strength, and the fracture energy of the composite. Three different networks were trained for each output dataset. The ANN configuration consisted of an input layer with four nodes and an output layer with one node. Blind tests with five experimental test sets checked the solution accuracy, presenting relative errors lower than 10%. Finally, a FE model of a direct tensile test was built, adopting the parameters obtained through the workflow. The load–displacement curve of the numerical solution showed a good agreement with the experimental curve, and peak–load errors were smaller than 5%.</p>","PeriodicalId":18308,"journal":{"name":"Mechanics of Composite Materials","volume":"52 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139102934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}