anisotropy

各向异性
  • 文章类型: Journal Article
    大自然为我们设计仿生功能曲面提供了丰富的灵感。许多类型的植物叶子具有特殊的润湿性,各向异性,和附着力广泛用于许多工程应用。受润湿性的启发,各向异性,和黏土叶的粘附,使用激光扫描和化学修饰相结合的简便方法成功制备了indocalamus叶片的仿生上下表面(BUS和BLSs)。结果表明,BUSs和BLSs获得了与indocalamus叶的上表面和下表面相似的结构特征,并表现出增强和更可控的润湿性,各向异性,和附着力。更重要的是,我们对润湿性进行了详细的比较分析,各向异性,BUSs和BLSs之间的附着力。最后,还探索了BUS和BLS的相应潜在应用,包括自我清洁,液体操纵,和雾的收集,从而扩大其实际效用。我们相信,这项研究可以促进新型生物模型的研究,并为多功能仿生表面的发展提供重要的见解。
    Nature provides us with a wealth of inspiration for the design of bionic functional surfaces. Numerous types of plant leaves with exceptional wettability, anisotropy, and adhesion are extensively employed in many engineering applications. Inspired by the wettability, anisotropy, and adhesion of indocalamus leaves, bionic upper and lower surfaces (BUSs and BLSs) of the indocalamus leaf were successfully prepared using a facile approach combining laser scanning and chemical modification. The results demonstrated the BUSs and BLSs obtained similar structural features to the upper and lower surfaces of the indocalamus leaf and exhibited enhanced and more-controllable wettability, anisotropy, and adhesion. More importantly, we conducted a detailed comparative analysis of the wettability, anisotropy, and adhesion between BUSs and BLSs. Finally, BUSs and BLSs were also explored for the corresponding potential applications, including self-cleaning, liquid manipulation, and fog collection, thereby broadening their practical utility. We believe that this study can contribute to the enrichment of the research on novel biological models and provide significant insights into the development of multifunctional bionic surfaces.
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  • 文章类型: Journal Article
    利用各向异性Drucker模型研究了5754-H111铝合金在不同应力条件下三种塑性工作的屈服行为。发现当塑性工作为30MPa时,各向异性Drucker模型具有最准确的预测。将Hill48和Yld91模型与Drucker模型进行比较,结果表明,各向异性Drucker和Yld91模型均能准确预测合金的屈服行为。在AFR下进行圆柱拉伸有限元分析,但是无法准确预测耳部外观的位置和高度。各向异性Drucker模型用于预测非AFR下的耳部行为,可以准确预测耳部现象。使用三种不同的屈服函数组合进行了数值模拟:各向异性屈服函数和各向异性塑性势函数(AYAPP),各向异性屈服函数和各向同性塑性势函数(AYIPP),以及各向同性屈服函数和各向异性塑性势函数(IYAPP)。结论是,塑性势函数对预测抽穗行为的影响比屈服函数更重要。
    The yield behavior of aluminum alloy 5754-H111 under different stress conditions for three kinds of plastic work is studied using an anisotropic Drucker model. It is found that when the plastic work is 30 MPa, the anisotropic Drucker model has the most accurate prediction. Comparing the Hill48 and Yld91 models with the Drucker model, the results show that both the anisotropic Drucker and Yld91 models can accurately predict the yield behavior of the alloy. Cylinder drawing finite element analysis is performed under the AFR, but it is not possible to accurately predict the position and height of earing appearance. The anisotropic Drucker model is used to predict the earing behavior under the non-AFR, which can accurately predict the earing phenomenon. Numerical simulation is conducted using three different combinations of yield functions: the anisotropic yield function and the anisotropic plastic potential function (AYAPP), the anisotropic yield function and the isotropic plastic potential function (AYIPP), and the isotropic yield function and the anisotropic plastic potential function (IYAPP). It is concluded that the influence of the plastic potential function on predicting earing behavior is more critical than that of the yield function.
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  • 文章类型: Journal Article
    增材制造(AM)是一种逐层构建零件的技术。在过去的十年里,金属增材制造(AM)技术发展迅速,形成了完整的产业链。AM金属零件在众多行业中使用,包括生物医学,航空航天,汽车,海洋,和离岸。与现有制造工艺相比,可以在更大程度上改进部件的设计,这可以显著提高性能。已经报道了增材制造金属材料各向异性的研究,他们描述了使用增材制造工艺制备不同金属材料的优点和缺点;然而,在同一篇文章中,很少有深入而全面的研究总结不同类型增材制造金属材料的微观结构和力学性能。本文首先概述了增材制造过程之间的复杂关系,微观结构,和金属属性。然后解释了粉末床融合(PBF)和定向能量沉积(DED)的基本原理。接着描述了增材制造过程中的熔池和热影响区,并分析了它们对成形零件微观结构的影响。随后,增材制造钛合金的机械性能和典型的微观结构,不锈钢,镁铝合金,和高温合金,随着它们的各向异性,进行了总结和介绍。总结表明,导致金属AM零件机械性能各向异性的因素是其独特的微观结构特征或制造缺陷。该各向异性可以通过后热处理来改善。最后,介绍了金属AM各向异性的最新研究。
    Additive manufacturing (AM) is a technology that builds parts layer by layer. Over the past decade, metal additive manufacturing (AM) technology has developed rapidly to form a complete industry chain. AM metal parts are employed in a multitude of industries, including biomedical, aerospace, automotive, marine, and offshore. The design of components can be improved to a greater extent than is possible with existing manufacturing processes, which can result in a significant enhancement of performance. Studies on the anisotropy of additively manufactured metallic materials have been reported, and they describe the advantages and disadvantages of preparing different metallic materials using additive manufacturing processes; however, there are few in-depth and comprehensive studies that summarize the microstructural and mechanical properties of different types of additively manufactured metallic materials in the same article. This paper begins by outlining the intricate relationship between the additive manufacturing process, microstructure, and metal properties. It then explains the fundamental principles of powder bed fusion (PBF) and directed energy deposition (DED). It goes on to describe the molten pool and heat-affected zone in the additive manufacturing process and analyzes their effects on the microstructure of the formed parts. Subsequently, the mechanical properties and typical microstructures of additively manufactured titanium alloys, stainless steel, magnesium-aluminum alloys, and high-temperature alloys, along with their anisotropy, are summarized and presented. The summary indicates that the factors leading to the anisotropy of the mechanical properties of metallic AM parts are either their unique microstructural features or manufacturing defects. This anisotropy can be improved by post-heat treatment. Finally, the most recent research on the subject of metal AM anisotropy is presented.
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  • 文章类型: Journal Article
    长老会,或年龄相关的听力损失,影响老年人和狗,显著损害他们的社交互动和认知。在人类中,老年性耳聋涉及周围和中枢听觉系统的变化,中央变化可能独立发生。虽然狗的外周性老年性耳聋是有据可查的,关于中央变化的研究仍然有限。扩散张量成像(DTI)是检测和量化脑白质异常的有用工具。本研究使用DTI探索老年犬的中枢听觉通路,旨在提高我们对犬类老年性耳聋的认识。招募超过预期寿命75%的狗,并通过脑干听觉诱发反应测试进行筛查,以选择没有严重周围听力损失的狗。使用3T磁共振扫描仪扫描16只符合标准的狗。基于轨迹的空间统计用于分析中枢听觉通路。在声辐射中发现分数寿命与分数各向异性之间存在显着负相关。提示中枢听觉系统中与年龄相关的白质变化。这些变化,在没有严重周围听力损失的狗中观察到,可能有助于中央长老会的发展。
    Presbycusis, or age-related hearing loss, affects both elderly humans and dogs, significantly impairing their social interactions and cognition. In humans, presbycusis involves changes in peripheral and central auditory systems, with central changes potentially occurring independently. While peripheral presbycusis in dogs is well-documented, research on central changes remains limited. Diffusion tensor imaging (DTI) is a useful tool for detecting and quantifying cerebral white matter abnormalities. This study used DTI to explore the central auditory pathway of senior dogs, aiming to enhance our understanding of canine presbycusis. Dogs beyond 75% of their expected lifespan were recruited and screened with brainstem auditory evoked response testing to select dogs without severe peripheral hearing loss. Sixteen dogs meeting the criteria were scanned using a 3 T magnetic resonance scanner. Tract-based spatial statistics was used to analyze the central auditory pathways. A significant negative correlation between fractional lifespan and fractional anisotropy was found in the acoustic radiation, suggesting age-related white matter changes in the central auditory system. These changes, observed in dogs without severe peripheral hearing loss, may contribute to central presbycusis development.
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  • 文章类型: Journal Article
    膨胀收缩特性土壤在干燥过程中表现出很高的开裂敏感性,这对各种地质灾害构成了重大风险。其中,干燥收缩的发生是开裂现象的先决条件。因此,了解与干燥收缩机理相关的具体特征至关重要。为了研究膨胀收缩特征土壤的干燥收缩行为,对红黏土和膨胀土的长条样进行了一系列干缩试验。利用三维数字图像相关(DIC)技术,表面位移,应变,并获得了土壤样品在干燥过程中的各向异性收缩率,分析了尺寸效应对胀缩特征土干燥收缩的影响。研究结果如下:土样在X和Y方向上的位移发展可分为两个阶段:线性生长阶段和稳定位移阶段。在Z方向,土面变形可分为三个阶段:土面拱,垂直收缩,和收缩稳定。胀缩特征土的干缩表现出各向异性,垂直收缩率最大,其次是纵向,然后是横向。此外,土壤样品收缩表现出尺寸效应,其中在所有方向上的收缩率随着样品宽度和厚度的增加而增加。在干燥收缩过程中,土壤表面的应力状态从初始拉伸应变演变为随后的压缩应变。土样内不同位置和时间的应变不均匀,导致样品收缩的不均匀性和各向异性。该研究为研究胀缩特性土的开裂机理提供了重要的见解,并为相关实验室实验提供了有价值的参考。这将有助于更好地预测和控制由胀缩特征土壤干燥收缩引起的地质灾害。
    Swell-shrink characteristic soils exhibit a high susceptibility to cracking during the drying process, which poses a significant risk of various geological disasters. Among these, the occurrence of drying shrinkage acts as a prerequisite for the cracking phenomenon. Therefore, it is of utmost importance to comprehend the specific characteristics associated with the drying shrinkage mechanism. To investigate the drying shrinkage behavior of swell-shrink characteristic soils, a series of drying shrinkage experiments were conducted on long strip samples of red clay and expansive soil. Utilizing three-dimensional digital image correlation (DIC) technology, the surface displacement, strain, and anisotropic shrinkage rates of the soil samples during the drying process were obtained, and the size effect on the drying shrinkage of swell-shrink characteristic soil were analyzed. The research findings are as follows: The displacement development of the soil samples in the X and Y directions can be divided into two stages: a linear growth stage and a stable displacement stage. In the Z direction, the soil surface deformation can be divided into three stages: soil surface arching, vertical shrinkage, and shrinkage stabilization. The drying shrinkage of swell-shrink characteristic soil exhibits anisotropy, with the vertical shrinkage rate being the largest, followed by the longitudinal and then the transverse directions. Additionally, the soil sample shrinkage exhibits a size effect, whereby the shrinkage rates in all directions increase with increasing sample width and thickness. During the drying shrinkage process, the stress state on the soil surface evolves from initial tensile strain to subsequent compressive strain. The strain at different positions and times within the soil sample is not uniform, resulting in the non-uniformity and anisotropy of the sample shrinkage. This study provides important insights into the cracking mechanism of swell-shrink characteristic soils and serves as a valuable reference for related laboratory experiments, which will contribute to better prediction and control the geological hazards caused by the drying shrinkage of swell-shrink characteristic soils.
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  • 文章类型: Journal Article
    这项研究探讨了未开发的氢氧化锂(LiOH)作为相变材料用于热能存储的潜力。通过克服与液态LiOH泄漏相关的挑战,我们在实验室规模的实验中成功地热循环了LiOH,并观察其稳定性(>500个热循环),没有化学分解。到目前为止,此步骤从未执行过。其固体到液体的可逆转变温度和相关的凝固/熔化焓值已得到验证。然后,LiOH热性能的第一个实验表征显示出其热容的意外值,热导率和扩散系数,与文献中的少数相矛盾。这为LiOH的显热和潜热存储应用开辟了道路,如通过增加的循环效率潜力的热能储存系统,如果基于其能量储存容量显示;高达六倍的体积能量密度相比,传统的太阳能盐基系统用于太阳能塔式电厂(4.5GJ/m3vs.0.76GJ/m3超过1000个热循环)。此外,我们观察到在加热过程中出现不一致的软化现象,但这可能是其优异的熔融性能以及与其他原料化学品的相互作用。这种新见解无疑有助于合成另一种有前途的储热材料的潜在机制:包晶化合物Li4Br(OH)3。这项开创性的工作表明,LiOH是一种有前途的超紧凑型热能储存材料,用于填补从当前到下一代太阳能发电厂的中间空白。尽管其大规模应用需要进一步调查以实现经济可行性。
    This study explores the potential of untapped lithium hydroxide (LiOH) as a phase change material for thermal energy storage. By overcoming the challenges associated with the liquid LiOH leakage, we successfully thermal-cycled LiOH in a laboratory scale experimentation, and observed its stability (>500 thermal cycles), without chemical decomposition. This step has never been performed to date. Its solid-to-liquid reversible transitions temperatures and related solidification/melting enthalpies values have been verified. Then, the first experimental characterization of LiOH\'s thermal properties shows unexpected values for its heat capacity, thermal conductivity and diffusivity, in contradiction with the few ones available in literature. This opens avenues for LiOH\'s applications for the storage of sensible and latent heat, as shown through the increased cycle efficiency potential of a thermal energy storage system if based on its energy storage capacity; up to six times more volumetric energy density compared to traditional Solar Salt-based systems used in the solar tower plant (4.5 GJ/m3 vs. 0.76 GJ/m3 over 1000 thermal cycles). Additionally, we observed a softening phenomenon that occurs inconsistently during heating, but which may account for its excellent melting properties and the interplay with other raw chemicals. This new insight contributes certainly to the underlying mechanisms in the synthesis of another promising heat storage material in development: the peritectic compound Li4Br(OH)3. This pioneering work suggests LiOH as a promising ultra-compact thermal energy storage material for filling the intermediary gap from current to next-generation solar power plants, although its large-scale application requires further investigation to achieve economic viability.
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  • 文章类型: Journal Article
    受限,重复行为是包括自闭症谱系障碍在内的神经发育障碍的常见症状。尽管与不良的发育结果有关,对重复行为的了解仍然很少,并且治疗选择有限。环境富集削弱了重复行为的发展,但确切的机制仍然不清楚。使用重复行为的C58小鼠模型,我们进行了扩散张量成像,以检查与重复行为的发展相关的微观结构变化及其通过环境富集的衰减。C57BL/6小鼠品系,显示很少或没有重复行为,作为对照组。我们观察到C58小鼠和C57BL/6小鼠之间扩散指标的广泛差异。在幼年C58小鼠中,重复运动行为与多个灰质区域的分数各向异性表现出强负相关,而在年轻的成年C58小鼠中,高重复运动行为与纹状体中较低的分数各向异性和较高的径向扩散率密切相关。环境富集增加了C58幼年小鼠大脑中整个灰质区域的分数各向异性和轴向扩散率,并且主要与与重复行为相关的小脑和感觉区域重叠。我们的结果表明,环境富集通过改变小脑中的灰质微观结构来减少重复行为的发展,内侧内嗅皮层,和幼年C58小鼠的感觉处理区域。在标准实验室条件下,在成年C58小鼠中,这些区域的早期病理似乎导致了后来的纹状体和白质功能障碍.未来的研究应检查这些区域在重复行为发展中的作用以及感觉加工与小脑缺陷和重复行为之间的关系。
    Restricted, repetitive behaviors are common symptoms in neurodevelopmental disorders including autism spectrum disorder. Despite being associated with poor developmental outcomes, repetitive behaviors remain poorly understood and have limited treatment options. Environmental enrichment attenuates the development of repetitive behaviors, but the exact mechanisms remain obscure. Using the C58 mouse model of repetitive behavior, we performed diffusion tensor imaging to examine microstructural alterations associated with the development of repetitive behavior and its attenuation by environmental enrichment. The C57BL/6 mouse strain, which displays little or no repetitive behavior, was used as a control group. We observed widespread differences in diffusion metrics between C58 mice and C57BL/6 mice. In juvenile C58 mice, repetitive motor behavior displayed strong negative correlations with fractional anisotropy in multiple gray matter regions, whereas in young adult C58 mice, high repetitive motor behavior was most strongly associated with lower fractional anisotropy and higher radial diffusivity in the striatum. Environmental enrichment increased fractional anisotropy and axial diffusivity throughout gray matter regions in the brains of juvenile C58 mice and overlapped predominantly with cerebellar and sensory regions associated with repetitive behavior. Our results suggest environmental enrichment reduces repetitive behavior development by altering gray matter microstructure in the cerebellum, medial entorhinal cortex, and sensory processing regions in juvenile C58 mice. Under standard laboratory conditions, early pathology in these regions appears to contribute to later striatal and white matter dysfunction in adult C58 mice. Future studies should examine the role these regions play in the development of repetitive behavior and the relationship between sensory processing and cerebellar deficits and repetitive behavior.
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  • 文章类型: Journal Article
    使用超声检查的猫氮质血症的临床结果信息有限。本研究旨在了解住院后猫氮质血症的皮质各向异性后向散射伪影(CABA)与血清肌酐(sCr)变化之间的相关性,并探讨CABA是否有助于预测猫氮质血症的临床结局。65只患有氮质血症的住院猫,包括49只中度或重度氮质血症猫(重度组)和16只轻度氮质血症猫(轻度组)。这项回顾性研究使用2016年至2021年间患有氮质血症的猫的超声图像回顾了CABA。CABA与患有氮质血症的猫的临床结果之间的相关性使用卡方或Fisher精确检验进行研究。使用McNemar和Cohenkappa检验评估CABA中的观察者内部和观察者之间的协议。CABA的存在与仅在严重组中患有氮质血症的猫的临床结果显着正相关(p=0.0034,比值比=8.57)。CABA与轻度氮质血症猫的临床结果之间没有关联(p=0.75)。CABA可用于中度和重度猫氮质血症的临床结果预测,敏感性为80.8%,特异性为73.9%。此外,在超声图像审查过程中,CABA的检测显示了令人满意的观察者内部和观察者之间的一致性.我们的研究表明,在超声检查中观察到的中度和重度氮质血症与CABA的猫可能具有更好的临床结果。这些发现为猫氮质血症的预后和治疗提供了更多信息。
    Information on the clinical outcomes of feline azotemia using ultrasound examinations is limited. This study aimed to understand the correlation between cortical anisotropy backscattering artifact (CABA) and serum creatinine (sCr) changes in feline azotemia after hospitalization and to investigate whether CABA is useful for predicting the clinical outcome of feline azotemia. Sixty-five hospitalized cats with azotemia, including 49 cats with moderate or severe azotemia (severe group) and 16 cats with mild azotemia (mild group). This retrospective study reviewed the CABA using ultrasound images of cats hospitalized with azotemia between 2016 and 2021. The correlation between CABA and the clinical outcomes of cats with azotemia was investigated using the chi-squared or Fisher\'s exact test, and the intra- and inter-observer agreements in CABA were assessed using McNemar\'s and Cohen\'s kappa tests. The presence of CABA was significantly positively correlated with the clinical outcomes of cats with azotemia only in the severe group (p = 0.0034, odds ratio = 8.57). There was no association between CABA and clinical outcomes in cats with mild azotemia (p = 0.75). CABA can be used for clinical outcome prediction in moderate and severe feline azotemia, with a sensitivity of 80.8% and a specificity of 73.9%. Also, satisfactory intra- and inter-observer agreements were revealed in the detection of CABA during ultrasound image review. Our study demonstrated that cats with moderate and severe azotemia with CABA observed during ultrasonography might have better clinical outcomes. These findings provide additional information on the prognosis and treatment of feline azotemia.
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  • 文章类型: Journal Article
    在目前的工作中,研究了通过不对称冷轧加工的低碳(Fe-0.07C)钢的机械各向异性行为。三种不同类型的动态再结晶(DRX)机制(连续,不连续,和几何)在75%冷轧薄板的微观结构中观察到。由于许多变形带的形成,随着轧制变形增加到50%,γ纤维的平均强度显着提高到2.8×R。75%冷轧后,由于新的再结晶晶粒的产生,γ纤维的平均强度显着降低至1.4×R。结果表明,通过75%冷轧,低碳钢板的硬度为260.1HV,比最初的低碳钢薄板大1.75倍。随着变形程度的增加,平均屈服强度和拉伸强度逐渐提高,并在75%冷轧后达到844.8MPa和881.7MPa的峰值,分别,分别是初始低碳钢板的2.8倍和2.1倍。通过将轧制压下率提高到50%,机械各向异性逐渐增强,冷变形量进一步增加到75%,由于γ纤维织构的减弱,各向异性迅速降低。在所有低碳钢薄板中,沿横向(90°)的强度最高,在0°和45°时下降。50%冷轧低碳钢板在45°和90°拉伸方向的dσ/dε-ε曲线在加载过程中表现出两个不同的阶段。然而,0°只显示一个阶段。由于平行变形带的存在,在50%变形的低碳钢板的90°断裂表面上存在大量平行条纹。
    In the present work, the mechanical anisotropic behavior of low-carbon (Fe-0.07C) steel processed by asymmetric cold rolling was investigated. Three different types of dynamic recrystallization (DRX) mechanisms (continuous, discontinuous, and geometric) were observed in the microstructure of the 75 % cold-rolled sheet. The average intensity of γ-fiber was remarkably enhanced to 2.8 × R as rolling deformation increased to 50 % due to the formation of many deformation bands. After 75 % cold rolling, the average intensity of γ-fiber was significantly decreased to 1.4 × R due to the creation of new recrystallized grains. The results exhibited that the hardness of the low-carbon steel sheet was 260.1 HV by 75 % cold rolling, which was 1.75 times larger than the initial low-carbon steel sheet. With increasing deformation degree, the average yield and tensile strengths gradually improved and reached a peak value of 844.8 MPa and 881.7 MPa after 75 % cold rolling, respectively, which were 2.8 and 2.1 times that of the initial low-carbon steel sheet. By increasing the rolling reduction up to 50 %, the mechanical anisotropy gradually enhanced and by further increasing the cold deformation to 75 %, the anisotropy rapidly decreased due to the weakening of the γ-fiber texture. The strength was the highest along the transverse direction (90°) in all low-carbon steel sheets, and decreased at 0° and 45°. The dσ/dε-ε curves of the 50 % cold-rolled low-carbon steel sheet for the 45° and 90° tensile directions exhibited two distinct stages during the loading, however, that for the 0° revealed only one stage. A large number of parallel striations were present on the fracture surface of the 50 % deformed low-carbon steel sheet at 90° due to the presence of parallel deformation bands.
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  • 文章类型: Journal Article
    声学各向异性对超声测试可靠性的影响对从添加剂技术(AT)评估产品提出了挑战。这项研究调查了各向异性材料的弹性常数如何影响AT产品中的缺陷信号幅度。对AT样品进行实验测量以确定弹性常数。使用计算建模和仿真软件(CIVA),模拟探索了超声传播方向上的回波信号变化。参数A13(与生长方向成45度角的垂直和水平偏振的超声波横波的速度之比),A3(90度角波浪的比率),和Ag(A13和A3之差的模量)是从波速关系得出的,并用于表征声学各向异性。比较分析揭示了所提出的各向异性系数Ag与振幅变化之间的强相关性(0.97)。引入Ag的阈值,根据观察到的缺陷回波信号的幅度变化对各向异性材料进行分类。此外,提出了一种利用深度学习通过遗传算法(GA)优化的神经网络(NN)架构根据其他各向异性常数的数据预测Ag的方法,提供了一种方法,可以减少与计算这些常数相关的计算成本。
    The influence of acoustic anisotropy on ultrasonic testing reliability poses a challenge in evaluating products from additive technologies (AT). This study investigates how elasticity constants of anisotropic materials affect defect signal amplitudes in AT products. Experimental measurements on AT samples were conducted to determine elasticity constants. Using Computational Modeling and Simulation Software (CIVA), simulations explored echo signal changes across ultrasound propagation directions. The parameters A13 (the ratio between the velocities of ultrasonic transverse waves with vertical and horizontal polarizations at a 45-degree angle to the growth direction), A3 (the ratio for waves at a 90-degree angle), and Ag (the modulus of the difference between A13 and A3) were derived from wave velocity relationships and used to characterize acoustic anisotropy. Comparative analysis revealed a strong correlation (0.97) between the proposed anisotropy coefficient Ag and the amplitude changes. Threshold values of Ag were introduced to classify anisotropic materials based on observed amplitude changes in defect echo signals. In addition, a method leveraging deep learning to predict Ag based on data from other anisotropy constants through genetic algorithm (GA)-optimized neural network (NN) architectures is proposed, offering an approach that can reduce the computational costs associated with calculating such constants.
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