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Critical analysis of Parkinson’s disease detection using EEG sub-bands and gated recurrent unit 利用脑电图子波段和门控递归单元检测帕金森病的关键分析
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-18 DOI: 10.1016/j.jestch.2024.101855
Nabeel Khalid, Muhammad Sarwar Ehsan
Parkinson’s disease, the second most common neurodegenerative disorder in the world. A progressive disease, which can worsen over time and lead to complications like mild cognitive impairments and dementia. The accurate diagnosis of Parkinson’s Disease (PD) remains a critical challenge in medical engineering. This study explores the potential of brain wave patterns for PD detection in healthy and unhealthy patients. The Power Spectral Density (PSD) and proposed PD detection model based on the Gated Recurrent Unit (GRU) is used to analyze brain activities. It was found that the detection of PD in patients was improved by classifying the RAW EEG in conjunction with the sub-bands using PSD as a feature and GRU as a classifier. The performance matrices including accuracy, precision, recall, and F1-score fall within a range of 90% to 98% for alpha, beta, and gamma sub-bands, while the area under the curve in the case of receiver operating characteristics curve achieved the maximum value of 1.00. To assess the differences between the groups with Parkinson’s disease and the healthy group, a statistical significance test was performed. The power spectral density of the two groups differed statistically significantly, according to the results, indicating that they could be useful as biomarkers for the identification of Parkinson’s disease. The results are compared and validated with the standard performance measures.
帕金森病是世界上第二常见的神经退行性疾病。帕金森病是一种渐进性疾病,会随着时间的推移而恶化,并导致轻度认知障碍和痴呆等并发症。帕金森病(PD)的准确诊断仍然是医学工程中的一项重大挑战。本研究探讨了脑电波模式在健康和不健康患者帕金森病检测中的潜力。功率谱密度(PSD)和基于门控循环单元(GRU)的帕金森病检测模型被用于分析大脑活动。研究发现,以 PSD 为特征,以 GRU 为分类器,结合子波段对 RAW EEG 进行分类,可提高患者 PD 的检测率。α、β和γ子波段的准确度、精确度、召回率和F1分数等性能矩阵在90%至98%之间,而接收者操作特征曲线的曲线下面积达到了最大值1.00。为评估帕金森病组与健康组之间的差异,进行了统计学显著性检验。结果显示,两组的功率谱密度在统计学上存在显著差异,表明它们可作为识别帕金森病的生物标志物。研究结果与标准性能指标进行了比较和验证。
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引用次数: 0
Chemically reactive magnetized flow of viscoplastic nanofluid through a vertical cone considering non-Darcy porous media 考虑非达西多孔介质的粘性纳米流体在垂直锥体中的化学反应磁化流动
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-18 DOI: 10.1016/j.jestch.2024.101853
Xiaofang Zhao , Muhammad Nasir , Mawaheb Al-Dossari , M. Ashiq , M. Salman Kausar , M. Waqas , Sherzod Abdullaev
Recuperating heat transference effectiveness can be carried out effectively by escalating the thermal characteristics of working liquids. One realistic solution is the utilization of nanoliquids (liquids that comprise suspended nano-particles). These state-of-the-art liquids have the aptitude to function as a coolant (either as primary or emergency) in nuclear reactors, potentially enlarging overall thermal management. This investigation accounts cross diffusion impact in porous medium based chemically reacting viscoplastic nanoliquid confined by convectively heated magnetized impermeable rotating cone. Thermal transport characteristics are addressed by considering diffusion-thermo (Dufour), thermal generation, thermal-convective conditions and radiation. Concentration expression includes chemical reaction, thermal-diffusion (Soret) and solutal-convective conditions. The complicated nonlinear constitutive expressions, exhibited in their dimensional mathematical form are remodeled into highly nonlinear ODEs (ordinary differential expressions) by deploying apposite similarity variables. The dimensionless profiles are numerically computed utilizing bvp4c scheme and then elucidated arithmetically and graphically. Finally, it is scrutinized that nanoparticles concentration diminishes subject to escalating estimations of Lewis number, thermophoresis and chemical reaction variables while opposite characteristics are reported for increasing Brownian diffusive variables, solutal Biot and Soret numbers.
通过提高工作液体的热特性,可以有效地恢复热传递效率。一个现实的解决方案是利用纳米液体(由悬浮纳米颗粒组成的液体)。这些最先进的液体可用作核反应堆的冷却剂(初级或应急),从而有可能扩大整体热管理。本研究阐述了基于多孔介质的化学反应粘塑性纳米液体在对流加热的磁化防渗旋转锥体中的交叉扩散影响。通过考虑扩散-热流(Dufour)、热生成、热对流条件和辐射,研究了热传输特性。浓度表达式包括化学反应、热扩散(索雷特)和溶质对流条件。这些复杂的非线性结构表达式以其尺寸数学形式表现出来,通过使用适当的相似变量,被重塑为高度非线性的 ODE(常微分表达式)。利用 bvp4c 方案对无量纲剖面进行了数值计算,然后用算术和图形进行了阐释。最后,研究发现,纳米粒子的浓度会随着路易斯数、热泳和化学反应变量的增加而降低,而布朗扩散变量、溶质比奥特数和索雷特数的增加则会出现相反的特征。
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引用次数: 0
Mechanical properties analysis of non-pneumatic tire with gradient honeycomb structure 带梯度蜂窝结构的非充气轮胎的机械性能分析
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-18 DOI: 10.1016/j.jestch.2024.101871
Tao Liu, Yaoji Deng, Keyu Lu, Hui Shen, Junjie Gong, Hong Li
Non-pneumatic tires have the advantages of high safety and high load-carrying capacity, and have a broad potential for engineering applications. In this paper, the effects of different gradient angles on the static and dynamic performance of honeycomb spoke structure are studied. First of all, according to different gradient and gradient-free Non-Pneumatic Tires (NPTs) are designed and the corresponding finite element models of non-pneumatic tires are established respectively. Then, the static mechanical properties of NPTs are analyzed, including the bearing capacity of NPTs and the stress distribution of NPT components. Finally, the dynamic mechanical properties of gradient-free and gradient NPTs are simulated. The stress characteristics and rolling characteristics of the gradient to the key components of NPTs under dynamic load are analyzed. The results show that different gradients have effects on the radial stiffness of the tire, the maximum stress distribution position of spokes, tire rolling characteristics, and the stress characteristics of other parts of NPTs. The research results provide guidance for the structure design and optimization of non-pneumatic tires.
非充气轮胎具有安全性高、承载能力强等优点,在工程应用中具有广阔的潜力。本文研究了不同梯度角对蜂窝辐条结构静态和动态性能的影响。首先,根据不同梯度和无梯度设计了非充气轮胎(NPT),并分别建立了相应的非充气轮胎有限元模型。然后,分析非充气轮胎的静态力学性能,包括非充气轮胎的承载能力和非充气轮胎部件的应力分布。最后,模拟了无梯度和有梯度 NPT 的动态力学性能。分析了在动载荷作用下梯度对 NPT 关键部件的应力特性和滚动特性。结果表明,不同梯度对轮胎径向刚度、辐条最大应力分布位置、轮胎滚动特性以及 NPT 其他部件的应力特性均有影响。研究结果为非充气轮胎的结构设计和优化提供了指导。
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引用次数: 0
Quality sustaining vegetation index for natural resources monitoring using satellite images 利用卫星图像监测自然资源的质量维持植被指数
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-15 DOI: 10.1016/j.jestch.2024.101847
Ana-Maria Tudorescu , Catalin Negru , Bogdan-Costel Mocanu , Florin Pop
Nowadays, natural resource monitoring represents an actual and challenging research topic in the context of the new climate neutrality strategies. In this paper, we design a composite index for assessing natural resources such as lands that can sustain vegetation. We also implement a cloud computing solution based on the microservice architecture that allows the monitoring of natural resources such as water, soil, and vegetation using satellite products provided by SentinelHub. The images are processed to obtain NDWI (Normalized Difference Water), BSI (Bare Soil), NDVI (Normalized Difference Vegetation), and NDMI (Normalized Difference Moisture) index values. Furthermore, we compute the quality composite index for the specified area based on the previously mentioned indexes. Moreover, comparisons can be made between various years chosen by the user. The solution can be deployed in a Cloud Computing environment, is scalable due to multiple replicas of the used services, reliable due to the cache service that saves already processed indexes in a database, reducing the dependency on SentinelHub, and is secure due to various protection measures against SQL and Denial of Service (DoS) attacks.
如今,在新的气候中和战略背景下,自然资源监测是一个实际而又具有挑战性的研究课题。在本文中,我们设计了一个用于评估自然资源(如可维持植被的土地)的综合指数。我们还实施了一个基于微服务架构的云计算解决方案,利用 SentinelHub 提供的卫星产品对水、土壤和植被等自然资源进行监测。通过对图像进行处理,可获得归一化差异水分(NDWI)、裸土(BSI)、归一化差异植被(NDVI)和归一化差异水分(NDMI)指数值。此外,我们还会根据上述指数计算指定区域的质量综合指数。此外,还可以对用户选择的不同年份进行比较。该解决方案可部署在云计算环境中,由于使用的服务有多个副本,因此具有可扩展性;由于缓存服务可将已处理的索引保存在数据库中,因此具有可靠性,从而降低了对 SentinelHub 的依赖性;由于采取了各种保护措施来抵御 SQL 和拒绝服务(DoS)攻击,因此具有安全性。
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引用次数: 0
Utilising waste material in a 3DCP mixture: A review on rheological and compressive strength 在 3DCP 混合物中利用废料:流变和抗压强度综述
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-14 DOI: 10.1016/j.jestch.2024.101846
Mizan Adillia Ahmad Fuad , Azhar Ghazali , Mohd Hafizal Mohd Isa , Hanizam Awang
3D Concrete Printing (3DCP) is an advanced technology in manufacturing and building sector. This technology is now a crucial component for developing cutting-edge machinery that could resolve many challenges faced by conventional building construction. Despite their benefits, the quality of materials used in 3DCP still requires further attention to meet established concrete standards. Therefore, reforming the conventional construction industry with sustainable waste sources for 3DCP technology is a strategic approach. Since the current range of 3DCP material is still restricted, expanding the selection to include more eco-friendly options could be highly beneficial. This paper aims to explores the potential in utilizing waste sources as a supplementary cementitious material (SCM) for 3DCP mixture in building construction. It reviews the recent and past research pertinently on sustainable waste (rubber, polymer, construction, industrial, recycled sand, and glass) products as supplements or additions for the 3DCP mixture. Rheological and compressive strength characteristics of the 3DCP combination are examined and contrasted with those of other waste materials. All gathered information will be examined considering the literature research to identify the combination for 3DCP to achieve improvement in building materials. Using waste as an SCM component in 3DCP mixtures supports sustainable construction practices. Waste materials have shown potential to improve the rheology (slump, workability, extrudability) and compressive strength of 3D-printed concrete. Compared to the conventional building construction method, optimising waste in a 3DCP will promote efforts to minimise waste creation and maximise the efficient use of commodities. Therefore, incorporating sustainable waste into 3DCP mixtures is a promising area of study for further research.
三维混凝土打印(3DCP)是制造业和建筑业的一项先进技术。这项技术目前是开发尖端机械的重要组成部分,可以解决传统建筑施工面临的许多难题。尽管 3DCP 具有诸多优势,但其所用材料的质量仍需进一步关注,以达到既定的混凝土标准。因此,利用 3DCP 技术的可持续废物来源改革传统建筑业是一种战略方法。由于目前的 3DCP 材料范围仍然有限,因此扩大选择范围,纳入更多生态友好型材料将大有裨益。本文旨在探讨在建筑施工中利用废物资源作为 3DCP 混合物的辅助胶凝材料(SCM)的潜力。它回顾了最近和过去有关可持续废物(橡胶、聚合物、建筑、工业、再生砂和玻璃)产品作为三维氯丙烷混合物的补充或添加物的研究。研究了 3DCP 混合物的流变和抗压强度特性,并与其他废料进行了对比。所有收集到的信息都将根据文献研究进行审查,以确定 3DCP 的组合,从而改善建筑材料。在 3DCP 混合物中使用废弃物作为 SCM 成分有助于可持续建筑实践。废物材料已显示出改善三维打印混凝土流变性(坍落度、工作性、挤出性)和抗压强度的潜力。与传统的建筑施工方法相比,优化 3DCP 中的废弃物将有助于最大限度地减少废弃物的产生,并最大限度地提高商品的使用效率。因此,在 3DCP 混合物中加入可持续废物是一个大有可为的研究领域,值得进一步研究。
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引用次数: 0
Research on the top cutting features on face gears using normal to tooth profile method 使用齿形法研究端面齿轮的顶部切削特征
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-10 DOI: 10.1016/j.jestch.2024.101849
Wei Sheng , Zhengminqing Li , Xiaofeng Yu
In the field of face gear tooth profile research, while the phenomena of undercutting and pointing are widely recognized, the occurrence of tooth top overcut is often overlooked. This paper employs the Normal to Tooth Profile Method (NTPM) to construct a mathematical model for the face gear tooth surface, encompassing the working surface, fillet surface, and top cutting surface. The tooth top overcut phenomenon is elucidated by means of tooth surface visualization and simulated gear cutting. The reliability of the proposed model is also compared with traditional models through the use of finite element simulations and tooth contact experiments. The study also analyzes the influence of design parameters on the amount of overcut and provides chamfering recommendations to eliminate it. The findings reveal that tooth top cutting is particularly significant in face gear pairs with high gear ratios, necessitating special attention when designing power-split transmission systems. Furthermore, the proposed NTPM is a more effective method for examining face gear tooth profile characteristics.
在端面齿轮齿廓研究领域,虽然下切和尖削现象已得到广泛认可,但齿顶过切现象却经常被忽视。本文采用法向齿廓法(NTPM)构建了端面齿轮齿面的数学模型,包括工作面、圆角面和顶切面。通过齿面可视化和模拟齿轮切削,阐明了齿顶过切现象。此外,还通过有限元模拟和轮齿接触实验,将所提模型的可靠性与传统模型进行了比较。研究还分析了设计参数对过切量的影响,并提供了消除过切的倒角建议。研究结果表明,齿顶切削在具有高传动比的端面齿轮副中尤为明显,因此在设计功率分流传动系统时需要特别注意。此外,所提出的 NTPM 是检查端面齿轮齿廓特征的一种更有效的方法。
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引用次数: 0
Real time non-invasive monitoring of glucose and nitrogen sources with a novel window sliding based algorithm 利用基于滑动窗口的新型算法对葡萄糖和氮源进行实时无创监测
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.jestch.2024.101845
Omer Faruk Goktas , Ekin Demiray , Ali Degirmenci , Ilyas Cankaya
The development of fast and cost-effective methods for measuring biological molecules has many advantages over conventional methods. However, these methods, which are used for monitoring biological molecules, have some drawbacks, such as high cost, time consumption, or labor intensity. On the other hand, microwaves are interacted with sample which can be calculated easily. Thus, microwaves provide compact, uncomplicated, non-invasive, and continuous monitoring of various critical substances such as glucose and nitrogen sources. Here, we show that a new algorithm, based on a sliding window approach, which effectively identifies the optimum operating point using Vector Network Analyzer (VNA) measurements of biological macromolecules including glucose, ammonium sulfate, and yeast extract. Moreover, the effect of container type (mica glass and urine container) on microwave sensing, using a VNA connected with a WR-28 adapter, was investigated. The experimental results confirmed that, mica glass resulted in better differentiation than urine container for glucose estimation. Furthermore, glucose, ammonium sulfate, and yeast extract amounts were effectively determined with novel algorithm. Reflection coefficients (S11) of glucose, yeast extract, and ammonium sulfate ranged between −14.14 dB, −14.41 dB, −10.65 dB, −10.85 dB, and −13.84 dB, −14.16 dB, respectively at optimal operation points when macromolecule concentrations were between 20–80 g/L. In addition, the time complexity of the proposed algorithm was performed and the overall time complexity is On (linear time) and the time complexity per incoming update is O1 (constant time). In this context, the algorithm is also suitable for online applications. The current study proposed a promising approach for cost effective and rapid estimation of biological substances.
与传统方法相比,开发快速、经济高效的生物分子测量方法具有许多优势。然而,这些用于监测生物分子的方法也有一些缺点,如成本高、耗时长或劳动强度大。另一方面,微波与样品相互作用,可以很容易地进行计算。因此,微波可对葡萄糖和氮源等各种关键物质进行紧凑、简便、无创和连续的监测。在这里,我们展示了一种基于滑动窗口方法的新算法,该算法利用矢量网络分析仪(VNA)测量生物大分子(包括葡萄糖、硫酸铵和酵母提取物),有效地确定了最佳操作点。此外,利用连接 WR-28 适配器的 VNA,研究了容器类型(云母玻璃和尿液容器)对微波传感的影响。实验结果证实,云母玻璃比尿液容器在葡萄糖估算方面有更好的区分度。此外,新算法还能有效测定葡萄糖、硫酸铵和酵母提取物的含量。当大分子浓度在 20-80 克/升之间时,在最佳操作点,葡萄糖、酵母提取物和硫酸铵的反射系数(S11)分别介于-14.14 分贝、-14.41 分贝、-10.65 分贝、-10.85 分贝和-13.84 分贝、-14.16 分贝之间。此外,还对所提算法的时间复杂度进行了计算,结果表明该算法的总体时间复杂度为 On(线性时间),每次更新的时间复杂度为 O1(恒定时间)。因此,该算法也适用于在线应用。目前的研究为低成本、高效率地快速估算生物物质提出了一种可行的方法。
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引用次数: 0
Novel calibration method for improved UWB sensor distance measurement in the context of application for 3D analysis of human movement 改进 UWB 传感器距离测量的新型校准方法在人体运动 3D 分析中的应用
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.jestch.2024.101844
Vinish Yogesh , Lisanne Grevinga , Carsten Voort , Jaap H. Buurke , Peter H. Veltink , Chris T.M. Baten
Integrated UWB and MIMU sensor systems have become popular for pedestrian tracking and indoor localization, since this facilitates data fusion that improves position estimation accuracy by exploiting the complementary nature of their error sources. Integrated UWB/MIMU sensors also have great potential in only on-body use for 3D analysis of human movement, as with MIMU sensors alone accurate direct estimation of (relative) body segment position is not possible. For this, a position estimation accuracy with errors smaller than 1 cm is deemed required. The lowest position estimating error with integrated UWB/MIMU systems, reported so far, is around 5 cm. The main accuracy limiting factors were found to be the systematic errors in the distance estimates from the UWB sensor. Multiple reported attempts to calibrate for these systematic errors failed to achieve the desired accuracy. This article presents a novel distance-bias calibration method that minimizes the residual systematic distance estimate errors using multiple sensors in a swarm configuration. Validation was performed against synthetic reference data and against reference data measured with an optical motion tracking system. Significantly reduced systematic distance estimate errors (≤0.5 cm) were found. These results promise to facilitate significantly better position estimates in future UWB/MIMU data fusion.
集成式 UWB 和 MIMU 传感器系统在行人跟踪和室内定位方面很受欢迎,因为这有利于数据融合,通过利用其误差源的互补性来提高位置估计精度。集成式 UWB/MIMU 传感器在人体三维人体运动分析方面也具有巨大潜力,因为仅使用 MIMU 传感器无法直接准确估计(相对)体段位置。因此,需要误差小于 1 厘米的位置估计精度。迄今为止,UWB/MIMU 集成系统的最低位置估计误差约为 5 厘米。限制精度的主要因素是 UWB 传感器距离估计中的系统误差。报道中多次尝试对这些系统误差进行校准,但都未能达到预期精度。本文介绍了一种新颖的距离偏差校准方法,该方法利用蜂群配置中的多个传感器将残余的系统距离估计误差降至最低。根据合成参考数据和光学运动跟踪系统测量的参考数据进行了验证。结果发现,系统距离估计误差显著降低(≤0.5 厘米)。这些结果有望在未来的 UWB/MIMU 数据融合中大大改进位置估计。
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引用次数: 0
A review on microwave non-destructive testing (NDT) of composites 复合材料微波无损检测(NDT)综述
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.jestch.2024.101848
Mohammed Saif ur Rahman , Mohamed A. Abou-Khousa , Muhammad Firdaus Akbar
Dielectric composite materials are ubiquitously used across a wide variety of industries. Inherent features encompassing immunity against corrosion, light weight and reasonable strength have allowed composites to be seamlessly integrated within critical applications in the oil and gas, aerospace, energy, transportation and defense sectors. While composites are advantageous to their metal counterparts in certain applications, they are not free from vulnerabilities to defects which could potentially compromise their structural integrity. Being prone to numerous flaws and anomalies during operation and manufacturing, routine inspections and periodic health monitoring of composites is of paramount importance. Various non-destructive testing (NDT) techniques have successfully been applied for composite inspection. However, most modalities have had limited success in reliably detecting and localizing flaws/defects in thick dielectric composites. Among the few successful techniques, microwave NDT has repeatedly shown potential for detection of surface/sub-surface defects in such composites. While other NDT techniques have been thoroughly reviewed in the literature, microwave NDT has not been substantially covered. In this paper, a review of various microwave NDT approaches towards the inspection of various composites is presented. The utility of microwave based probes to reliably detect different types of flaws in composites is highlighted. A succinct overview of effectiveness of microwave techniques used to detect a variety of defects in composites is represented in tabular form for convenience of readers to visualize the progress of microwave based NDT methods in the past decade.
介电复合材料广泛应用于各行各业。复合材料具有抗腐蚀、重量轻、强度高的固有特性,因此可以无缝集成到石油和天然气、航空航天、能源、运输和国防领域的关键应用中。虽然在某些应用中,复合材料比金属材料更具优势,但复合材料也存在缺陷,这些缺陷可能会破坏复合材料的结构完整性。由于在运行和制造过程中容易出现许多缺陷和异常,因此对复合材料进行例行检查和定期健康监测至关重要。各种无损检测(NDT)技术已成功应用于复合材料检测。然而,大多数模式在可靠检测和定位厚电介质复合材料的缺陷/瑕疵方面成效有限。在为数不多的成功技术中,微波无损检测已多次显示出检测此类复合材料表面/次表面缺陷的潜力。虽然文献中对其他无损检测技术进行了详尽的综述,但对微波无损检测技术的介绍还不够全面。本文综述了用于检测各种复合材料的各种微波无损检测方法。重点介绍了微波探头在可靠检测复合材料中不同类型缺陷方面的作用。为了方便读者直观地了解过去十年中基于微波的无损检测方法的进展情况,本文以表格的形式简要概述了用于检测复合材料中各种缺陷的微波技术的有效性。
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引用次数: 0
Effect of single/multi-particle grinding parameters on surface properties of bearing steel GCr15 单/多颗粒磨削参数对轴承钢 GCr15 表面特性的影响
IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-01 DOI: 10.1016/j.jestch.2024.101851
Lai Hu , Banhu Li , Lee Heow Pueh , Zixi Wang , Yuming Wang
Grinding surface residual stress (RS) has an important influence on the service life of parts. In this study, the mathematical model of grinding force (GF) and grinding temperature (GT) of single particle was established. The relationship between grinding parameters, grinding force-thermal coupling and residual stress of single particle was analyzed by numerical simulation. Meanwhile, aiming at the multi-grain grinding of aviation precision high-speed bearing rings, the experimental analysis of crystal fragmentation, element content and residual stress of service and non-service bearing rings were carried out. Based on the above, the following results were obtained: in the simulation, the residual stress in the Y direction > the residual stress in the X direction > the residual stress in the Z direction at the same grinding force and grinding temperature. In the experiment, (1) The grain size of bearing raceway before service was about 24 μm, and the grain size of bearing raceway after service was about 3 times smaller than that before service. (2) C, Si, Cr and Fe decreased by 0.83 %, 0.07 %, 1.09 % and 32.75 % respectively after crushing (after service). On the contrary, it increased 0.66 % O and 34.08 % Pr. The Pr element was mainly distributed in the broken grain boundaries. (3) After service, the tangential residual compressive stress decreased by 169.3 MPa, while the axial residual stress increased by 172.6 MPa.
磨削表面残余应力(RS)对零件的使用寿命有重要影响。本研究建立了单颗粒磨削力(GF)和磨削温度(GT)的数学模型。通过数值模拟分析了磨削参数、磨削力-热耦合与单颗粒残余应力之间的关系。同时,针对航空精密高速轴承套圈的多晶粒磨削,对服役和非服役轴承套圈的晶体破碎、元素含量和残余应力进行了实验分析。在此基础上,得出以下结果:在模拟中,相同磨削力和磨削温度下,Y 方向的残余应力>;X 方向的残余应力>;Z 方向的残余应力>。在实验中,(1) 服役前轴承滚道的晶粒大小约为 24 μm,服役后轴承滚道的晶粒大小约为服役前的 3 倍。(2) 破碎后(使用后),C、Si、Cr 和 Fe 分别减少了 0.83 %、0.07 %、1.09 % 和 32.75 %。相反,O 和 Pr 分别增加了 0.66 % 和 34.08 %。Pr元素主要分布在破碎的晶界中。(3) 服役后,切向残余压应力减少了 169.3 兆帕,而轴向残余应力增加了 172.6 兆帕。
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引用次数: 0
期刊
Engineering Science and Technology-An International Journal-Jestech
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