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Identification of corrosion formation in CORTEN steel using acousto-ultrasonic approach and deep learning 利用声超声方法和深度学习识别CORTEN钢中的腐蚀形成
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-11-29 DOI: 10.1108/ijsi-03-2022-0038
C. Barile, C. Casavola, G. Pappalettera, V. Paramsamy Kannan
PurposeThe acousto-ultrasonic approach is used for propagating stress waves through different configurations of CORTEN steel specimens. The propagated waves are recorded and analysed by piezoelectric sensors. The purpose of the study is to study the characteristics of the CORTEN steel by analysing the propagated waves.Design/methodology/approachTo investigate the attenuation in acoustic wave propagation due to the corrosion formation in CORTEN steel specimens and to train a neural network model to classify the attenuated acoustic waves automatically.FindingsDue to the corrosion formation in CORTEN steel specimens, attenuation is observed in amplitude, energy, counts and duration of the propagated waves. When the waves are analysed in their time-frequency characteristics, attenuation is observed in their frequency and spectral energy.Originality/valueThe corrosion formation in CORTEN steel can automatically be analysed by using the acousto-ultrasonic approach and the trained deep learning neural network.
目的利用声-超声方法研究应力波在不同结构的CORTEN钢试件中的传播。通过压电传感器记录和分析传播波。研究的目的是通过分析传播波来研究CORTEN钢的特性。设计/方法/方法研究由于CORTEN钢试样腐蚀形成的声波传播衰减,并训练神经网络模型对衰减的声波进行自动分类。由于腐蚀在CORTEN钢试样中形成,衰减在振幅,能量,传播波的计数和持续时间中被观察到。当分析这些波的时频特性时,可以观察到它们的频率和频谱能量的衰减。利用声-超声方法和训练好的深度学习神经网络可以自动分析CORTEN钢的腐蚀形成。
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引用次数: 0
Forward and backward mixed-mode crack estimation using artificial neural network 基于人工神经网络的前向和后向混合模裂纹估计
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-11-28 DOI: 10.1108/ijsi-09-2022-0114
A. Khademalrasoul, Z. Hatampour, M. Oulapour, S. E. Alavi
PurposeIn this manuscript, the authors aimed to demonstrate the influences of influential parameters in mixed-mode crack propagation phenomenon. The authors attempted to cover almost all surrounding issues of this subject as the authors know simulating of propagating cracks as internal strong discontinuity is a complicated issue.Design/methodology/approachIn this manuscript, the authors demonstrated the influences of influential parameters in mixed-mode crack propagation phenomenon. The authors attempted to cover almost all surrounding issues of this subject as the authors know simulating of propagating cracks as internal strong discontinuity is a complicated issue. Furthermore, three different scenarios for crack growth are considered. In reality, edge-cracked plate, center-cracked plate and cracked plate in the presence of void and inclusion are studied. In fact, by designing suitable artificial neural network's (ANN) architectures all the three aforementioned conditions are trained and estimated through those architectures with very good agreement with input data. Also by conducting a series of sensitivity analysis, the most affecting factors in mixed-mode crack propagation in different situations are demonstrated. The obtained results are very interesting and useful for other researchers and also the authors hope the results would be cited by researchers.FindingsThe influential parameters on mixed-mode crack propagation were found in this paper.Originality/valueThe computer code using MATLAB was prepared to study the mixed-mode crack paths. Also using ANNs toolbox, the crack path estimation was investigated.
目的在本文中,作者旨在证明影响混合模式裂纹扩展现象的参数的影响。作者试图涵盖该主题的几乎所有相关问题,因为作者知道将裂纹扩展模拟为内部强不连续是一个复杂的问题。设计/方法/方法在本文中,作者证明了影响混合模式裂纹扩展现象的参数的影响。作者试图涵盖该主题的几乎所有相关问题,因为作者知道将裂纹扩展模拟为内部强不连续是一个复杂的问题。此外,还考虑了裂纹扩展的三种不同情况。在实际应用中,对存在孔隙和夹杂物的边缘裂纹板、中心裂纹板和裂纹板进行了研究。事实上,通过设计合适的人工神经网络(ANN)架构,所有上述三个条件都是通过与输入数据非常一致的架构来训练和估计的。通过一系列敏感性分析,论证了不同情况下混合模式裂纹扩展的最大影响因素。获得的结果对其他研究人员来说非常有趣和有用,作者也希望研究人员能引用这些结果。发现了影响混合模式裂纹扩展的参数。独创性/价值使用MATLAB编写计算机代码来研究混合模式裂纹路径。同时利用人工神经网络工具箱对裂纹路径估计进行了研究。
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引用次数: 0
Detection and measurement of beam deflection in the Madeira Airport runway extension using digital image correlation 利用数字图像相关技术检测和测量马德拉机场跑道延伸时的光束偏转
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-11-17 DOI: 10.1108/ijsi-03-2022-0049
Francisco Barros, Susana Aguiar, Pedro J. Sousa, António Cachaço, N. Ramos, Paulo J. Tavares, P. Moreira, Luís Oliveira Santos, Min Xu, Elsa Franco
PurposePart of the runway at Madeira Airport is a platform above the sea at a 60 m height, supported by a series of frames. When aircraft land on this section, a load is exerted on the structure, resulting in bending of the beams which constitute the frames. A vision-based monitoring system was devised and implemented to measure the deflection of the runway's beams when a landing occurs.Design/methodology/approachAn area on the midspan of two beams, located on the area where aircraft are most likely to land, was prepared with a speckle pattern, and a camera was assembled above a column on each of the adjacent frames, enabling the computation of displacements using digital image correlation (DIC). The camera continuously acquires images of the monitored area and compares them to a reference using DIC. If a displacement is detected, a number of frames before and after this event are saved for further DIC processing.FindingsThe installed systems successfully detected several events corresponding to landings and, for each of those events, measured the deflection of the beams over time and computed displacement fields for critical images, with strain values obtained up to this point being too small to measure using the current system.Originality/valueThis work provides novel insights into the behaviour of a unique structure and constitutes the first use of a vision system in its structural monitoring operations. It is also a valuable development in the implementation of automated DIC monitoring systems in locations of difficult access.
目的马德拉机场跑道的一部分是一个60米高的平台,由一系列框架支撑。当飞机降落在该部分时,载荷施加在结构上,导致构成框架的梁弯曲。设计并实现了一种基于视觉的监测系统,用于测量着陆时跑道光束的偏转。设计/方法/方法位于飞机最有可能降落的区域的两个光束的跨中区域,用散斑图案进行了准备,并在每个相邻框架的立柱上方组装了一台相机,从而能够使用数字图像相关(DIC)计算位移。摄像头连续获取监控区域的图像,并使用DIC将其与参考进行比较。如果检测到位移,则会保存该事件前后的多个帧,以便进行进一步的DIC处理。发现已安装的系统成功地检测到了与着陆相对应的几个事件,并对每个事件测量了梁随时间的偏转,并计算了关键图像的位移场,到目前为止获得的应变值太小,无法使用当前系统进行测量。独创性/价值这项工作为独特结构的行为提供了新的见解,并首次在其结构监测操作中使用视觉系统。这也是在难以进入的地点实施自动化DIC监测系统方面的一个有价值的发展。
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引用次数: 0
Band gap mechanism and vibration attenuation of a quasi-zero stiffness metastructure 准零刚度元结构带隙机理及振动衰减
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-11-14 DOI: 10.1108/ijsi-08-2022-0104
Yingli Li, Muhammad Zahradeen Tijjani, Xudong Jiang, Jamiu Opeyemi Ahmed
PurposeThe main purpose of this paper is to investigate the vibration isolation performance of a quasi-zero stiffness (QZS) metastructure by employing the band gap (BG) mechanism.Design/methodology/approachThe metastructure QZS characteristic was investigated through static analysis by numerical simulation. Based on that, the BG mechanism is primarily used in this article to investigate the wave propagation characteristics of this structure. The model's dispersion relation is then examined using theoretical (perturbation method) and finite element techniques. The dynamic response of the finite-size systems and experimental analysis is used to confirm the vibration mitigation property under investigation. Finally, the model's ability to absorb energy was examined and contrasted with a traditional model.FindingsThe analytical analysis reveals the dispersion curve and the effect of the nonlinear parameter on the curve shifting. The dispersion curve in the finite element method (FEM) result depicts five complete BGs within the range of 0–1,000 Hz, and the BG width accounted for 67.4% of the frequency concerned (0–1,000 Hz). Eigenmodes of the dispersion curves were analyzed to investigate the BG formation mechanisms. The dependence of BG opening and closure on structure parameters was also studied. Finally, the energy absorption property of the QZS metastructure was evaluated by comparing it with a classical model. The QZS structure absorbs 4.08 J/Kg compared to the 3.69 J/Kg absorbed by the classical model, which reveals that the QZS demonstrates better energy absorption performance. Based on the BG mechanism, it is clear that this model is an excellent vibration isolator, and the study reveals the frequencies at which complete vibration mitigation is achieved. As a result, this model could be a promising candidate for vibration mitigation engineering structures and energy absorption.Originality/valueThe tough vibration issue, which is primarily experienced in mechanical equipment, will be resolved in this study. This study provides a precise understanding of the QZS metastructure's isolation of vibration, including the frequencies at which this isolation occurs.
目的研究带隙(BG)机制对准零刚度(QZS)元结构的隔振性能。设计/方法/方法采用数值模拟方法对元结构QZS特性进行了静态分析。基于此,本文主要利用BG机制研究该结构的波传播特性。然后用理论(摄动法)和有限元技术检验模型的色散关系。采用有限尺寸系统的动力响应和实验分析来验证所研究的减振性能。最后,对模型的吸能能力进行了检验,并与传统模型进行了对比。分析结果揭示了色散曲线和非线性参数对曲线移动的影响。有限元法(FEM)结果中的色散曲线描绘了0 ~ 1,000 Hz范围内的5个完整的BG, BG宽度占相关频率(0 ~ 1,000 Hz)的67.4%。分析了色散曲线的本征模式,探讨了BG的形成机制。研究了BG开闭对结构参数的依赖关系。最后,通过与经典模型的比较,评价了QZS元结构的吸能性能。QZS结构的吸能比经典模型的3.69 J/Kg高4.08 J/Kg,表明QZS结构具有更好的吸能性能。基于BG机制,很明显,该模型是一个很好的隔振器,研究揭示了实现完全减振的频率。因此,该模型可以作为减振工程结构和能量吸收的一个有希望的候选模型。在本研究中,将解决机械设备中主要经历的严重振动问题。这项研究提供了对QZS元结构对振动的隔离的精确理解,包括这种隔离发生的频率。
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引用次数: 0
Quantitative thermography: a powerful but simple tool to assess the fatigue strength of metals in a one-specimen test–capabilities and limitations in the test setup 定量热成像仪:一种强大而简单的工具,可在单试样测试中评估金属的疲劳强度-测试设置的能力和局限性
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-11-14 DOI: 10.1108/ijsi-05-2022-0074
Jonas Rauber, C. Motz, F. Schaefer
PurposeThe aim of the study is the question, that is, which evaluation method for the measured temperature profile is more suitable and feasible for quantitative thermometry (QT): A simple measurement setup based on 3-point temperature sensing by means of semiconductor sensors (NTCs) or thermographic methods which offer 2-dimensional (2D) temperature measurements of the sample with good spatial resolution but an inferior temperature sensitivity. What experimental effort is required to adjust the test setup to satisfy the boundary conditions of the underlying thermodynamic equations?Design/methodology/approachIn this paper results of both methods are contrasted and the error of QT measurement is assessed by finite element analysis (FEA) in this follow-up.FindingsThe low-cost NTC method allows a straightforward determination of a lower estimate of the fatigue strength with only a very small measurement error. Even asymmetries in the thermal boundary conditions of the test setup are broadly tolerated, as well as a lack of thermal isolation.Practical implicationsThe method is restricted to metallic materials without phase transitions during fatigue in the fatigue strength regime.Originality/valueQT is not a new method. The assessment of the methods proposed in the literature regarding their practicability in terms of accuracy is innovative focus of this work. Nevertheless, highly accurate thermometric measurements can be performed by using simple commercial sensors in combination with a standard digital multimeter.
目的本研究的目的是,测量温度分布的哪种评估方法更适合和可行于定量测温(QT):一种简单的测量装置,基于半导体传感器(NTCs)的三点温度传感或热成像方法,提供具有良好空间分辨率但温度灵敏度较差的样品的二维(2D)温度测量。为了满足基本热力学方程的边界条件,需要进行哪些实验工作来调整测试设置?设计/方法/方法在本文中,对两种方法的结果进行了对比,并通过有限元分析(FEA)对QT测量的误差进行了评估。发现低成本的NTC方法只需很小的测量误差,就可以直接确定疲劳强度的较低估计值。即使是测试装置的热边界条件不对称,以及缺乏热隔离,也是可以广泛容忍的。实际意义该方法仅限于在疲劳强度范围内的疲劳过程中没有相变的金属材料。独创性/价值QT不是一种新方法。对文献中提出的方法在准确性方面的实用性进行评估是这项工作的创新重点。然而,通过使用简单的商业传感器与标准数字万用表相结合,可以进行高度准确的测温测量。
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引用次数: 0
On the use of finite differences for vibration-based damage localization in laminated composite plates 有限差分法在复合材料层合板振动损伤定位中的应用
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-10-31 DOI: 10.1108/ijsi-04-2022-0057
Tomás Oliveira, J. V. Araújo dos Santos, H. Lopes
PurposeLaminated composite materials are a staple of modern material development, with extremely strong fibers being combined with resins to form versatile and efficient engineering structures. However, the advancements in material development must be accompanied by equally advanced methods for damage detection, localization and quantification, as these materials develop inherently unique failure modes. This paper aims to further the study of the use of modal shapes and their spatial derivatives to localize damage in laminated composite rectangular plates. Exploring different damage scenarios and models, as well as different orders of mode shape derivatives of laminated plates.Design/methodology/approachANSYS® Parametric Design Language (APDL) is used to perform finite element analysis of plates with several damage scenarios and damage mechanics models. MATLAB® is used to post-process these simulation results, namely by calculating the derivatives using finite differences, applying three distinct sets of damage indices, including one that is presently proposed. To mimic experimental conditions and test the resilience of the derivative orders, different noise levels are introduced into the results of the finite element analysis. A quality index is employed to quantitatively evaluate the solutions, mainly regarding the response to the introduced noise.FindingsThe results show that the applied damage localization methods have comparable results in terms of quality. These results also show that the quality of the damage localizations is higher when the damaged areas coincide with high displacement/curvature areas of the mode shapes and that higher noise levels have a more noticeable negative impact when employing higher-order derivatives.Originality/valueExploring different damage scenarios and models, as well as different orders of mode shape derivatives of laminated plates. The influence of a specific damage layer on the order of derivatives of modal response is evaluated, showing promising results concerning its identification.
目的层压复合材料是现代材料发展的主要内容,将极强的纤维与树脂结合,形成多功能、高效的工程结构。然而,材料开发的进步必须伴随着同样先进的损伤检测、定位和量化方法,因为这些材料会发展出固有的独特失效模式。本文旨在进一步研究使用模态形状及其空间导数来定位叠层复合材料矩形板的损伤。探索不同的损伤场景和模型,以及不同阶数的层合板振型导数。设计/方法/方法ANSYS®参数化设计语言(APDL)用于对具有多种损伤场景和损伤力学模型的板进行有限元分析。MATLAB®用于对这些模拟结果进行后处理,即通过使用有限差分计算导数,应用三组不同的损伤指数,包括目前提出的一组。为了模拟实验条件并测试导数阶数的弹性,在有限元分析的结果中引入了不同的噪声水平。采用质量指数来定量评估解决方案,主要是关于对引入的噪声的响应。结果表明,应用的损伤定位方法在质量方面具有可比性。这些结果还表明,当损伤区域与振型的高位移/曲率区域重合时,损伤定位的质量更高,并且当使用高阶导数时,更高的噪声水平具有更明显的负面影响。独创性/价值探索不同的损伤场景和模型,以及不同阶数的层压板振型导数。评估了特定损伤层对模态响应导数阶数的影响,在识别方面显示了有希望的结果。
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引用次数: 2
Mechanical properties, permeability and microstructure of concrete using construction and industrial waste 使用建筑和工业废料的混凝土的力学性能、渗透性和微观结构
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-10-28 DOI: 10.1108/ijsi-07-2022-0101
Rachit Sharma
PurposeThe purpose of this research is to evaluate construction and industrial waste materials in concrete using different additives.Design/methodology/approachThe experimental study investigated the effect of waste foundry sand (WFS), waste glass (GW) as partial substituent to natural sand and addition of waste glass fibers (GFs) and silica fume (SF) in natural/construction waste aggregate concrete on mechanical properties, durability and microstructure using.FindingsThe results reveal significant strength enhancement on using two admixtures, the maximum increase in compressive strength was obtained on using 20% WFS and 0.75% GF for both natural (75% increment) and construction waste (72% increment) coarse aggregates. Using three admixtures simultaneously, the maximum enhancement in compressive strength was found for (WFS(20%) + GW(10%) + GF(0.75%)) for both natural aggregates (122% increment) and construction waste (114% increment) coarse aggregates as compared to control mix. The 28 days split tensile and flexural strength of natural/construction waste aggregate concrete improve with age appreciably for optimal contents of single, two or three admixtures and the maximum tensile and flexural strength increment was 135 and 97% for mix (WFS(20%) + GW(10%) + GF(0.75%)) with natural aggregates as compared to control mix. The microstructural analysis results indicate improved microstructure upon partial substitution of sand with WFS, GW and SF along with addition of waste GFs.Originality/valueThe use of construction and industrial waste as a substituent to natural aggregate/sand will provide far reaching benefits for the green construction and the environment at large.
目的对建筑和工业废料在混凝土中添加不同的添加剂进行评价。设计/方法/方法实验研究调查了废铸造砂(WFS)、废玻璃(GW)作为天然砂的部分替代品,以及在天然/建筑垃圾骨料混凝土中添加废玻璃纤维(GFs)和硅灰(SF)对机械性能、耐久性和微观结构的影响。结果表明:两种掺合料的强度均有显著提高,天然粗骨料(增量75%)和建筑垃圾粗骨料(增量72%)的抗压强度在掺加20% WFS和0.75% GF时均有最大的提高。同时使用三种掺合料,与对照料相比,天然骨料(增加122%)和建筑垃圾粗骨料(增加114%)的抗压强度最大提高为(WFS(20%) + GW(10%) + GF(0.75%)。当掺量为单掺、双掺或三掺时,天然骨料/建筑垃圾骨料混凝土的28天劈裂抗拉和抗弯强度随龄期的增加而明显提高,其中掺天然骨料(WFS(20%) + GW(10%) + GF(0.75%))的抗拉和抗弯强度最大增幅分别为135和97%。细观结构分析结果表明,随着废细观结构的加入,WFS、GW和SF部分替代砂土后,细观结构得到改善。原创性/价值利用建筑及工业废料代替天然骨料/砂,对绿色建筑及整体环境都有深远的好处。
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引用次数: 4
Evaluation of a coach door under a frontal impact 正面碰撞下客车车门的评估
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-10-24 DOI: 10.1108/ijsi-04-2022-0053
R. Lopes, Francisco Barros, F. Melo, N. Ramos, R. Cunha, Ricardo Maia, R. Rodrigues, M. Parente, P. Moreira
PurposeThe vehicle´s body front pillar should absorb most of the striker kinetic energy, while only a fraction of that is absorbed by the door structure. This study aims to discuss the aforementioned issue. In this test the striker is a virtual entity. Six uniaxial strain gauges are installed throughout the door. Additionally, contactless 3D digital image correlation (DIC) allows to assess the major door panel’s continuous deformation and strain fields.Design/methodology/approachA coach is a large and heavy long-distance passenger transport vehicle. Their structural certification, classifies coaches as M3 Class III vehicles. New coach structures’ designs need analyses of each sub-system for critical pre-validation of the entire structure, aiming driver and passenger carrier safety. Also, a thorough examination due to increased travel speed is needed.FindingsExperimental pseudo-dynamic (PSD) results were compared and validated using finite element method (FEM) with two pieces of distinct FEM software (Abaqus® and PamCrash®). The time dependent solution was carried out by explicit techniques. Results by FEM and PSD test showed good agreement, evidencing the reliability of the tools selected. Results by PamCrash® were closer to the experimental data.Practical implicationsR-29 is truck-only regulation, however can be adapted to coaches in case of a frontal collision. The present work focuses on the impact behavior of the passenger front door subsystem.Originality/valueAs a first validation the entire structure, the behavior of a vehicle door, under in-plane impacts was studied. The corresponding deformation energy absorbed by the frontal passenger coach door under virtual impacts of a swinging striker was assessed using a PSD approach.
目的车身前立柱应吸收大部分撞击动能,而车门结构仅吸收一小部分。本研究旨在讨论上述问题。在这个测试中,前锋是一个虚拟实体。整个门上安装了六个单轴应变仪。此外,非接触式3D数字图像相关(DIC)可以评估主门板的连续变形和应变场。设计/方法/方法客车是一种大型重型长途客运车辆。其结构认证将客车归类为M3三级车辆。新客车结构的设计需要对每个子系统进行分析,以便对整个结构进行关键的预验证,以确保驾驶员和乘客的安全。此外,由于行驶速度增加,需要进行彻底检查。发现使用有限元法(FEM)和两个不同的FEM软件(Abaqus®和PamCrash®)对实验伪动力学(PSD)结果进行了比较和验证。时间相关的解决方案是通过显式技术实现的。有限元和PSD测试结果吻合良好,证明了所选刀具的可靠性。PamCrash®的结果更接近实验数据。实际含义R-29是卡车专用法规,但在发生正面碰撞时可适用于客车。目前的工作集中在乘客前门子系统的冲击行为。独创性/价值作为对整个结构的首次验证,研究了车门在平面内碰撞下的行为。使用PSD方法评估了在摆动撞锤的虚拟冲击下,前排乘客客车车门吸收的相应变形能量。
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引用次数: 0
Surface roughness modeling using machine learning approaches for wire electro-spark machining of titanium alloy 钛合金电火花线切割表面粗糙度的机器学习建模
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-10-24 DOI: 10.1108/ijsi-08-2022-0108
Vikas Sharma, J. P. Misra, S. Singhal
PurposeIn the present study, wire electro-spark machining of Titanium alloy is performed with the machining parameter such as spark-on time, spark-off time, current and servo voltage. The purpose of this study is to model surface roughness using machine learning approach for input/controllable variable. Machined surface examined using scanning electron microscope (SEM) and XRD methods.Design/methodology/approachFull factorial approach has been used to design the experiments with varying machining parameters into three-level four factors. Obtained surface roughness was modeled using machine learning methods namely Gaussian process regression (GPR) and support vector machine (SVM) methods. These methods were compared for both training and testing data with a coefficient of correlation and root mean square error basis. Machined surface examined using scanned electron microscopy and XRD for surface quality produced and check migration of tool material to workpiece material.FindingsMachine learning algorithms has excellent scope for prediction quality response for the wire electric discharge machining (WEDM) process, resulting in saving of time and cost as it is difficult to find each time experimentally. It has been found that the proposed model with minimum computational time, provides better solution and avoids priority weightage calculation by decision-makers.Originality/valueThe proposed modeling provides better predication about surface produced while machining of Ti6Al7Nb using zinc-coated brass wire electrode during WEDM operation.
目的对钛合金的电火花线切割加工进行了研究,研究了电火花线的加工参数,如火花接通时间、火花关断时间、电流和伺服电压。本研究的目的是使用机器学习方法对输入/可控变量的表面粗糙度进行建模。使用扫描电子显微镜(SEM)和XRD方法检查机械加工表面。设计/方法/方法采用全因子法将不同加工参数的实验设计为三级四因子。使用机器学习方法,即高斯过程回归(GPR)和支持向量机(SVM)方法,对获得的表面粗糙度进行建模。在相关系数和均方根误差的基础上,对训练和测试数据的这些方法进行了比较。使用扫描电子显微镜和XRD对加工表面进行检查,以获得表面质量,并检查工具材料向工件材料的迁移。FindingsMachine学习算法在预测线切割加工(WEDM)过程的质量响应方面具有良好的范围,由于很难通过实验找到每次,因此节省了时间和成本。研究发现,所提出的模型计算时间最短,提供了更好的解决方案,并避免了决策者的优先权重计算。原始性/值所提出的建模可以更好地预测电火花线切割过程中使用镀锌黄铜丝电极加工Ti6Al7Nb时产生的表面。
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引用次数: 0
The prediction of residual life of liquid-storage tank considering the tank wall surface state 考虑罐壁表面状态的储液罐剩余寿命预测
IF 2.7 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2022-10-19 DOI: 10.1108/ijsi-05-2022-0070
Jiafeng Lai, Yu-Hsing Wang, Yuwei Wei, Jinlu Liang, Xintian Liu
PurposeThe purpose of the paper is to predict the residual life of liquid-storage tank to ensure safety and long-term service life of the structure.Design/methodology/approachThe paper carried out the stress analysis of the wall plate and bottom plate of the liquid-storage tank, and the influence of circumferential stress on the tank is considered. On the other hand, considering the influence of the tank wall surface on the tank life, based on the Paris law, the surface processing coefficient and surface roughness coefficient are introduced to improve the Paris law.FindingsThe effectiveness of the improved model is verified by comparing with theoretical and experimental data, which provide a new method for the prediction of the remaining service life of the tank. Combined with the fatigue crack data in the test report and the calculated circumferential stress, the residual life of the storage tank is predicted.Originality/valueThe improved model provides a new method for the prediction of the remaining service life of the tank.
目的预测储液罐的剩余寿命,以确保结构的安全和长期使用寿命。设计/方法/方法本文对储液罐的壁板和底板进行了应力分析,并考虑了周向应力对储罐的影响。另一方面,考虑到罐壁表面对罐寿命的影响,基于Paris定律,引入了表面处理系数和表面粗糙度系数,对Paris定律进行了改进。通过与理论和实验数据的比较,验证了改进模型的有效性,为储罐剩余使用寿命的预测提供了一种新的方法。结合试验报告中的疲劳裂纹数据和计算的周向应力,对储罐的剩余寿命进行了预测。新颖性/价值改进后的模型为储罐剩余使用寿命的预测提供了一种新的方法。
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引用次数: 0
期刊
International Journal of Structural Integrity
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