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A Lightweight Damage Diagnosis Method for Frame Structure Based on SGNet Model 基于 SGNet 模型的轻型框架结构损伤诊断方法
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-01-24 DOI: 10.1007/s40799-023-00697-3
C. Cai, W. Fu, X. Guo, D. Wu, J. Ren

Due to the complex structure of most frame structure, a large amount of sensor data needs to be processed for damage diagnosis, which increases the computational cost of diagnosis models and poses a serious challenge to their fast, accurate, and efficient damage diagnosis. In order to address this issue, this paper proposes a novel lightweight damage diagnosis method of frame structure for mobile devices based on convolutional neural networks. This method first uses mean filtering to process the vibration data collected by sensors, and then innovatively combines two convolutional neural network models, ShuffleNet and GhostNet, to form a new lightweight convolutional neural network model called SGNet, thereby reducing the computational cost of the model while ensuring diagnosis accuracy. In order to test the performance of the method proposed in this article, experimental research on damage degree diagnosis and damage type diagnosis is conducted by taking the frame structure provided by Columbia University as the research object, and comparative experiments of performance are conducted with MobileNet, GhostNet, and ShuffleNet. The experimental results show that the lightweight damage diagnosis method for frame structure proposed in this article not only has high damage diagnosis accuracy, but also has fewer computational parameters, when the highest accuracy is 99.8%, the computational parameters are only 1 million. At the same time, it is superior to MobileNet, GhostNet, ShuffleNet in terms of diagnosis accuracy and computational cost, so it is an effective high-precision lightweight damage diagnosis method for frame structure.

由于大多数车架结构的结构复杂,需要处理大量的传感器数据进行损伤诊断,这增加了诊断模型的计算成本,对其快速、准确、高效地进行损伤诊断提出了严峻的挑战。针对这一问题,本文提出了一种基于卷积神经网络的新型轻量级移动设备车架结构损伤诊断方法。该方法首先利用均值滤波处理传感器采集的振动数据,然后创新性地将 ShuffleNet 和 GhostNet 两种卷积神经网络模型组合成一种新的轻量级卷积神经网络模型 SGNet,从而在保证诊断准确性的同时降低了模型的计算成本。为了检验本文所提方法的性能,以哥伦比亚大学提供的车架结构为研究对象,进行了损伤程度诊断和损伤类型诊断的实验研究,并与 MobileNet、GhostNet 和 ShuffleNet 进行了性能对比实验。实验结果表明,本文提出的框架结构轻量级损伤诊断方法不仅损伤诊断精度高,而且计算参数少,当最高精度为 99.8%时,计算参数仅为 100 万个。同时,在诊断精度和计算成本方面均优于 MobileNet、GhostNet、ShuffleNet,是一种有效的高精度框架结构轻量级损伤诊断方法。
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引用次数: 0
Computing Effective Mass Using the Modal Craig Bampton Framework 利用模态克雷格-班普顿框架计算有效质量
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-01-24 DOI: 10.1007/s40799-024-00699-9
B. R. Pacini, R. L. Mayes

Effective mass models are a powerful framework in mechanical design and qualification. They are a specialized modal model that use a base-acceleration input to yield the response of a base-mounted structure in single-axis dynamic environments. Applications include the computation of reaction forces of each mode of the base-mounted payload, the identification of the most “important” modes for loads analysis, and many others. Originally derived from a finite element model of the structure, many experimental techniques for computing effective mass models have also been developed. This work describes the derivation of a novel technique which utilizes the Craig-Bampton Modal framework to extract an effective mass model from a modal test and provides a much simpler formulation than previous methods while maintaining the accuracy of the computed effective mass model. Analytical and experimental demonstrations are provided along with practical recommendations for successful implementation.

有效质量模型是机械设计和鉴定中的一个强大框架。它们是一种专门的模态模型,使用基座加速度输入来产生单轴动态环境中基座安装结构的响应。其应用包括计算底座安装有效载荷的每个模态的反作用力、确定负载分析中最 "重要 "的模态等。计算有效质量模型的实验技术最初源自结构的有限元模型。这项工作描述了一种新技术的推导过程,该技术利用克雷格-巴姆顿模态框架从模态测试中提取有效质量模型,提供了比以往方法更简单的表述,同时保持了计算有效质量模型的准确性。本文提供了分析和实验演示,以及成功实施的实用建议。
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引用次数: 0
The Direct Coupling of Modal and Impedance Based Components 基于模态和阻抗的组件的直接耦合
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-01-10 DOI: 10.1007/s40799-023-00696-4
J. A. Seymour, P. Avitabile

Substructuring is a term used to describe the estimation of the dynamics of a coupled system assembly when only the dynamics of each uncoupled component is available. Existing approaches allow for the coupling of physical-to-physical models, physical-to-modal models, modal-to-modal models referred to as Component Mode Synthesis (CMS), and impedance-to-impedance models referred to as Frequency Based Substructuring (FBS). Often times, the component information may not be just modal data for both components or just FRF data for both components so that modal substructuring or FRF substructuring can be performed. In these cases, the component data needs to be converted from either modal data or FRF data to match the data of the other component. A method for directly coupling impedance- and modal-based components has not yet been addressed. A proposed Impedance to Modal Substructuring (IMS) approach addresses this situation by writing the equations in a form that allows the user to directly utilize modal data for one component and FRF data for the other component, offering more flexibility in coupling different component data sets. While intended to be used with experimental data, this approach may also implement analytical components. In this work, an approach was developed to allow for the direct coupling of impedance and modal models without the need for the user to convert component data type. The IMS approach derived in this work was validated using analytical and experimental data with various models.

子结构是一个术语,用于描述在只能获得每个非耦合组件的动态信息时,对耦合系统组件的动态进行估算。现有的方法允许耦合物理到物理模型、物理到模态模型、模态到模态模型(称为组件模式合成(CMS))以及阻抗到阻抗模型(称为基于频率的子结构分析(FBS))。很多时候,组件信息可能不只是两个组件的模态数据或两个组件的 FRF 数据,因此无法执行模态子结构或 FRF 子结构。在这种情况下,组件数据需要从模态数据或 FRF 数据进行转换,以便与另一个组件的数据相匹配。阻抗和模态分量直接耦合的方法尚未解决。针对这种情况,我们提出了阻抗到模态子结构(IMS)方法,该方法以一种允许用户直接使用一个组件的模态数据和另一个组件的 FRF 数据的形式编写方程,为耦合不同组件数据集提供了更大的灵活性。虽然这种方法旨在用于实验数据,但也可用于分析组件。在这项工作中,我们开发了一种方法,允许阻抗和模态模型直接耦合,用户无需转换组件数据类型。这项工作中得出的 IMS 方法利用各种模型的分析和实验数据进行了验证。
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引用次数: 0
Design and Fabrication of Indium Tin Oxide Based Thin Film Piezoresistive Pressure Sensor 基于氧化铟锡的薄膜压阻压力传感器的设计与制造
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-01-05 DOI: 10.1007/s40799-023-00695-5
S. Mala, H. K. E. Latha, A. Udayakumar

The design and development of Indium Tin Oxide (ITO) thin film based piezoresistive pressure sensor is presented in this paper. ITO (90:10) nanoparticles were synthesized by green combustion method using indium and tin as precursors and, carica papaya seed extract as fuel. ITO (90:10) thin film piezoresistors were deposited using synthesized nanoparticles on AlN coated circular steel (SS 304) diaphragm using E-beam evaporation technique. Diaphragm models of different thickness (0.75, 1 and 1.25 mm) were created using ANSYS finite element analysis in order to determine the maximum stress and deflection region for applied pressure of 1 to 10 bar. ANSYS results exhibited that maximum stress and deflection occurred at the center and circumference of diaphragm. ITO thin film piezoresistors were deposited at these regions using mechanical mask. TiW metal contact was established to these ITO thin film piezoresistors using DC sputtering method. ITO thin film piezoresistive pressure sensor with TiW contact connected in Wheatstone full bridge configuration was calibrated and tested for 50 pressure cycles by applying 2 V DC supply. Sensitivity (S) of the developed ITO thin film pressure sensor was obtained as 0.686, 0.566 and 0.495 mV/bar for diaphragm thickness of 0.75, 1, and 1.25 mm pressure sensors respectively. The non-linearity (NLi) in the output response of the pressure sensors was found to be 9.14, 9.82 and 11.27% for diaphragm thickness of 0.75, 1, and 1.25 mm respectively. Hysteresis errors were found to be 0.0344, 0.0525 and 0.054 for diaphragm thickness of 0.75, 1, and 1.25 mm respectively.

本文介绍了基于氧化铟锡(ITO)薄膜的压阻压力传感器的设计和开发。以铟、锡为前体,以番木瓜籽提取物为燃料,通过绿色燃烧法合成了 ITO(90:10)纳米粒子。使用电子束蒸发技术,将合成的纳米粒子沉积在涂有 AlN 的圆钢(SS 304)膜片上,形成了 ITO(90:10)薄膜压阻器。使用 ANSYS 有限元分析创建了不同厚度(0.75、1 和 1.25 毫米)的隔膜模型,以确定施加 1 至 10 巴压力时的最大应力和挠度区域。ANSYS 分析结果表明,最大应力和挠度发生在膜片的中心和圆周。使用机械掩膜在这些区域沉积了 ITO 薄膜压阻器。使用直流溅射法在这些 ITO 薄膜压阻器上建立了 TiW 金属触点。将带有 TiW 触点的 ITO 薄膜压阻式压力传感器连接成惠斯通全桥式结构,并通过 2 V 直流电源进行校准和 50 次压力循环测试。对于膜片厚度为 0.75、1 和 1.25 毫米的压力传感器,所开发的 ITO 薄膜压力传感器的灵敏度(S)分别为 0.686、0.566 和 0.495 mV/bar。隔膜厚度为 0.75、1 和 1.25 毫米时,压力传感器输出响应的非线性(NLi)分别为 9.14、9.82 和 11.27%。隔膜厚度为 0.75、1 和 1.25 毫米时,滞后误差分别为 0.0344、0.0525 和 0.054。
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引用次数: 0
Experimental and Numerical Assessment of Flatwise Compression Behaviors of Sandwich Panels: Comparison Between Aluminum, Innegra Fiber and Glass/Epoxy New Symmetric Lattice Cores 三明治夹芯板平向压缩行为的实验和数值评估:铝、Innegra 纤维和玻璃/环氧树脂新对称网格芯材之间的比较
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-12-21 DOI: 10.1007/s40799-023-00694-6
H. Norouzi, M. Mahmoodi

The sandwich panels are widely used in many industrial applications due to their high mechanical properties. Their core design is most important parameter in enhancing their mechanical strength. Flexibility in the design of the core structure leads to the achievement of high strength and light structures. In this paper, the results of the optimized geometry in the previous work are used to investigate the capability of the core geometry design with different materials. Therefore, using the different materials, the peak enhancement of strength-to-weight ratio in sandwich panels besides core behavior during pressure testing are investigated. To this end, a new lattice core is brought forth as the first level; then, three types of materials including AL3105, glass, and innegra fiber/epoxy composites are used to fabricate the cores, in order to compare the compressive strength and the peak. The Nano-clay cloisite 20A is also utilized in construction of sandwich panels. The result indicates that the AL3105 lattice core has the highest strength-to-weight ratio, while the innegra fiber composite core has the highest toughness. Applying curve studies and the SEM Fig. 13, it is concluded that the addition of Nano-clay to composites leads to an increase in both of the strain and the core strength. Comparing the results of experimental and finite element modeling (FEM) data (in ABAQUS software) represented that there is a suitable compliance between them. Our results with the positional variation in core design can pave way in designing advanced engineered sandwich structures in aerospace, shipping, automotive industries. Therefore, these structures will have wide applications in the field of light structure, heat and fluid transfer, sound and vibration control.

夹芯板因其较高的机械性能而被广泛应用于许多工业领域。芯材设计是提高其机械强度的最重要参数。夹芯结构设计的灵活性有助于实现高强度和轻质结构。本文利用之前工作中优化几何形状的结果来研究不同材料的核心几何形状设计能力。因此,本文使用不同的材料,研究了夹芯板强度重量比的峰值提升以及压力测试期间的芯材行为。为此,首先提出了一种新的晶格夹芯,然后使用三种类型的材料,包括 AL3105、玻璃和内纤维/环氧树脂复合材料来制造夹芯,以比较其抗压强度和峰值。纳米粘土 cloisite 20A 也被用于夹芯板的制造。结果表明,AL3105 网格芯材的强度重量比最高,而内格纤维复合材料芯材的韧性最高。通过曲线研究和 SEM 图 13,可以得出结论:在复合材料中添加纳米粘土会导致应变和芯材强度的增加。实验结果与有限元建模(FEM)数据(ABAQUS 软件)的比较表明,两者之间存在适当的一致性。我们在夹芯设计中的位置变化结果可为航空航天、船舶和汽车行业设计先进的工程夹层结构铺平道路。因此,这些结构将在轻质结构、热量和流体传输、声音和振动控制等领域得到广泛应用。
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引用次数: 0
Cascade Control Method for Conducting Hybrid Simulation with Stiff Specimens 利用刚性试样进行混合模拟的级联控制方法
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-12-13 DOI: 10.1007/s40799-023-00689-3
S. You, X. S. Gao, B. Thoen, C. French, E. Cosgriff, P. Bergson

Hybrid simulation is an innovative method that combines an analysis model of a structural system with physical tests of one or more substructures. The analysis model is typically a finite element analysis (FEA) model that outputs displacements applied to the physical substructure using a control system operated in displacement control. For stiff specimens, the displacement commands can be so small that the control system has difficulty imposing the command displacements accurately. To do hybrid simulation with a stiff specimen, force control is desirable. Cascade control, which features two layers of closed loop control, is proposed to address this issue. The inner control loop has force control mode that provides accurate control for hybrid tests with stiff specimens. The outer control loop is in displacement control mode for accepting displacement commands from an FEA model. The effectiveness of the cascade control method in conducting hybrid simulation of stiff test specimens was evaluated with three sets of tests. For each set of tests, the results of both cascade control and displacement control methods were compared. The three test cases covered a wide range of variation from specimen size, test equipment, model type (2-D vs. 3-D), experimental element type (beam-column vs. truss), and test speed (slowdown 10 times in Test Case 1 and 2 versus 100 times in Test Case 3). In all cases, cascade control proved to be an effective method for conducting hybrid simulation with a stiff specimen.

混合仿真是一种将结构系统的分析模型与一个或多个子结构的物理试验相结合的创新方法。分析模型通常是一个有限元分析(FEA)模型,该模型使用位移控制控制系统输出应用于物理子结构的位移。对于刚性试件,位移指令可能非常小,以至于控制系统难以准确地施加指令位移。为了对刚性试样进行混合仿真,需要进行力控制。为了解决这一问题,提出了采用两层闭环控制的串级控制。内控制回路具有力控制模式,可为刚性试件混合试验提供精确控制。外部控制回路处于位移控制模式,接受来自有限元模型的位移指令。通过三组试验,对串级控制方法进行刚性试件混合仿真的有效性进行了评价。对于每组试验,比较了串级控制和位移控制两种方法的结果。这三个测试用例涵盖了试样尺寸、测试设备、模型类型(2d vs 3d)、实验元件类型(梁柱vs桁架)和测试速度(在测试用例1和2中减速10倍,而在测试用例3中减速100倍)的广泛变化。在所有情况下,级联控制被证明是对刚性试样进行混合模拟的有效方法。
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引用次数: 0
Analyzing the Contraction Force of Artificial Muscles Under Negative Pressure Actuation 负压驱动下人工肌肉收缩力分析
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-12-04 DOI: 10.1007/s40799-023-00686-6
Z. Wu, P. Zhao, J. Lei

Artificial muscles actuated by negative pressure offer significant benefits over those driven by positive pressure, such as high contraction ratios and improved safety, making them a promising option for various applications. This paper studies the contraction force characteristic of a bellows-like artificial muscle actuated by negative pressure. Initially, the structure, fabrication, and working principle of the artificial muscle were introduced. Subsequently, based on the force balance method, the contraction force was decomposed as the forces acted by the difference value of the inner and the outer pressures on the end plate, and the tension force derived from the adjacent contraction unit. To reduce complexity, the contraction process was divided into three phases according to the distinct contact conditions of the contraction units: uncontacted, locally contacted, and fully contacted with crests. The deformations of the contraction units in each phase were analyzed, and the corresponding contraction forces were derived. An experiment platform was constructed to test the force by changing the dimension parameters and pressure, obtaining the output force data during isobaric contraction. Finally, a comparison of the experimental and calculated results substantiated the aptness of the theorem model.

与正压驱动的人造肌肉相比,负压驱动的人造肌肉具有显著的优势,例如高收缩比和更高的安全性,使其成为各种应用的有前途的选择。本文研究了负压作用下波纹状人工肌肉的收缩力特性。首先介绍了人工肌肉的结构、制作方法和工作原理。随后,根据力平衡法,将收缩力分解为端板上内外压力差值作用的力与相邻收缩单元产生的拉力。为了降低收缩过程的复杂性,根据收缩单元不同的接触条件,将收缩过程分为三个阶段:未接触阶段、局部接触阶段和与波峰完全接触阶段。分析了收缩单元在各个阶段的变形,并推导出相应的收缩力。搭建了一个实验平台,通过改变尺寸参数和压力来测试受力,获得了等压收缩时的输出力数据。最后,将实验结果与计算结果进行了比较,验证了该定理模型的适用性。
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引用次数: 0
On Extracting Stress–Strain Curves of Porous Multi-Phase Sintered Steels by Microindentation 微压痕提取多孔多相烧结钢应力-应变曲线的研究
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-11-29 DOI: 10.1007/s40799-023-00684-8
Z. Tomić, T. Jarak, B. Pavlović, Z. Tonković

The efficient characterization of material properties of porous multi-phase sintered steels by instrumental indentation is still an open question. To the authors’ knowledge, so far only a characterization of single-phase porous sintered steel by nanoindenation has been reported in literature. This paper for the first time offers a study about the applicability of microindentation techniques for characterizing the matrix material in a multi-phase sintered steel. This preliminary study is motivated by the relatively wide availability of necessary equipment, and simplicity of material identification procedures.

Herein, a dual-phase ferrite/bainite Astaloy steel with 9% porosity is studied. Various commonly used methods for the reconstruction of stress–strain curves from microindentation data are considered, whereby both Vickers and spherical tips are used. In addition, some homogeneous solid materials are investigated to better asses the performance of applied identification procedures. Two approaches for the mesoscale identification of the considered sintered steel are attempted. The first one is based on the identification of individual material phases, while in the other one the homogenization of the metallic matrix is adopted. To assess the reliability of obtained parameters, the direct numerical simulation of representative volume elements of realistic steel microstructure subjected to uniaxial tension is conducted. Numerical results are compared with the data from the macroscopic uniaxial tensile test.

The obtained results indicate that microindentation is adequate for the identification of elastic properties of individual material phases, but results for local plastic parameters are largely inconclusive and a further analysis is needed, focusing on applying smaller forces and investigating the influence of pores on identification results. Nevertheless, it seems that macroscopic stress–strain curves could be captured more accurately by the methodology based on the matrix homogenization if relatively large indentation forces are applied.

用仪器压痕法有效表征多孔多相烧结钢的材料性能仍然是一个有待解决的问题。据作者所知,迄今为止,文献中只有纳米压痕表征单相多孔烧结钢的报道。本文首次对微压痕技术在多相烧结钢基体材料表征中的适用性进行了研究。这项初步研究的动机是必要设备的相对广泛可用性和材料鉴定程序的简单性。本文研究了一种孔隙率为9%的双相铁素体/贝氏体星光合金钢。考虑了从微压痕数据重建应力-应变曲线的各种常用方法,其中维氏尖端和球面尖端都被使用。此外,还研究了一些均质固体材料,以更好地评估应用鉴定程序的性能。本文尝试了两种方法对所考虑的烧结钢进行中尺度鉴定。第一种方法是基于单个材料相的识别,而另一种方法是采用金属基体的均匀化。为了评估所得参数的可靠性,对实际钢组织中具有代表性的体元在单轴拉伸作用下进行了直接数值模拟。数值结果与宏观单轴拉伸试验数据进行了比较。所得结果表明,微压痕足以识别单个材料相的弹性性能,但局部塑性参数的结果在很大程度上是不确定的,需要进一步分析,重点是施加较小的力和研究孔隙对识别结果的影响。然而,当施加较大的压痕力时,基于基体均匀化的方法似乎可以更准确地捕获宏观应力-应变曲线。
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引用次数: 0
Correction: Mechanical Behavior of Seamless Pipes Using Ring Expansion Technique and Novel Hoop Stress Correlation Factor (K) 更正:使用环形膨胀技术和新型箍应力相关系数 (K) 分析无缝钢管的机械性能
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-11-29 DOI: 10.1007/s40799-023-00690-w
K. Abdelgawad, A. Nassef, M. T. Eraky, M. Saber
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引用次数: 0
Spot Joining of PVC to Aluminum Sheets via Cold Forward Extrusion 冷正向挤压PVC与铝板的现场连接
IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2023-11-29 DOI: 10.1007/s40799-023-00688-4
I.T. Abdullah, M.H. Ridha, M.K. Mejbel, S.K. Hussein

An essential consideration for metal-polymer applications is that the sound joining of these materials is challenging due to a significant surface energy differential in different structural characteristics between polymer and metal. However, the joining methods have some drawbacks, such as low-reliability joints, long curing time, stress concentration, and polymer degradation. A new novel metal-polymer hybrid joining technique is proposed in this work to overcome these issues and cost perspectives, manufacturing, and overcoming the problem of PVC degradation due to heat generation of other joining methods. In this study, we managed to join PVC to AA5053 sheets using a cold joining technique based on extruding PVC through a conical hole of an aluminum specimen using a punching tool. Experiments consisted of three parameters (the hole diameter, plunging depth, and radius of the punch), with four levels for each parameter. The experiments were designed, and mechanical characterizations of the joints were optimized using the design of the experiment's method. The hole diameter was the effective parameter on the mechanical characterizations and dimensions of the extruded PVC. Increasing the diameter of the AA5053 sheet increased the maximum diameter of the extruded PVC, shear force, and pull-out force of the joints and decreased the shear stress of the joints. We obtained a maximum shear strength of 106.15 MPa, which is ~3 times higher than the tensile strength of PVC (37 MPa).

金属-聚合物应用的一个重要考虑因素是,由于聚合物和金属之间的不同结构特征存在显着的表面能差异,因此这些材料的良好连接具有挑战性。然而,这种连接方法存在连接可靠性低、固化时间长、应力集中、聚合物降解等缺点。本文提出了一种新型的金属-聚合物复合连接技术,以克服这些问题,从成本、制造和其他连接方法产生热量导致PVC降解的问题。在本研究中,我们使用冷连接技术将PVC连接到AA5053板材上,该技术基于使用冲压工具将PVC挤出铝试样的锥形孔。实验包括3个参数(孔径、冲切深度和冲床半径),每个参数设4个水平。采用实验设计方法,对关节力学特性进行了优化设计。孔直径是影响挤出聚氯乙烯力学特性和尺寸的有效参数。增大AA5053板材的直径可增大挤出PVC的最大直径,增大接头的剪切力和拉拔力,减小接头的剪切应力。得到的最大抗剪强度为106.15 MPa,是PVC抗拉强度(37 MPa)的3倍。
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引用次数: 0
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Experimental Techniques
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