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Temperature Regimes and Chemistry for Stabilizing Precipitation Hardening Phases in Al–Sc Alloys: Combined CALPHAD–Deep Machine Learning 稳定Al-Sc合金析出硬化相的温度制度和化学:结合calphad和深度机器学习
Pub Date : 2022-01-01 DOI: 10.1115/1.4054368
R. Jha, G. Dulikravich
In this work, CALPHAD-based calculations provided with data for various stable and metastable phases in 2XXX, 6XXX, and 7XXX classes of aluminum-based alloys. These data were scaled and then used to develop Deep Learning Artificial Neural Network (DLANN) models for all these phases as a function of composition and temperature. Code was written in the python programming language using TensorFlow/Keras libraries. DLANN models were used for determining the amount of various phases for new compositions and temperatures. The resulting data were further analyzed through the concept of Self-organizing Maps (SOM) and a few candidates were chosen for studying the precipitation kinetics of Al3Sc phase under the framework of CALPHAD approach. This work reports on heat-treatment simulation for one case of 6XXX alloy where the nucleation site was on dislocation, while a detailed study for other alloys is reported in a previously published work. Grain-growth simulations presented in this work are valid for single crystals only.
在这项工作中,基于calphad的计算提供了2XXX, 6XXX和7XXX类铝基合金的各种稳定相和亚稳相的数据。这些数据被缩放,然后用于开发深度学习人工神经网络(plann)模型,将所有这些阶段作为成分和温度的函数。代码是用python编程语言使用TensorFlow/Keras库编写的。plann模型用于确定新组分和温度下不同相的数量。通过自组织图(Self-organizing Maps, SOM)的概念对所得数据进行了进一步分析,并选择了一些候选数据在CALPHAD方法的框架下研究Al3Sc相的析出动力学。本文报道了一种6XXX合金的热处理模拟,其中形核位置在位错上,而对其他合金的详细研究已在先前发表的作品中报道。本研究中提出的晶粒生长模拟只适用于单晶。
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引用次数: 0
Improving Simulation to Hardware Correlation of Autonomous Vehicles Operating on Low Friction Surfaces 低摩擦路面自动驾驶汽车硬件相关性仿真改进
Pub Date : 2022-01-01 DOI: 10.1115/1.4056286
Nathan D. Spike, Akhil M Kurup, Derek J. Chopp, J. Bos, D. Robinette
Simulation is a critical step in the development of autonomous driving technologies, allowing engineers to test control algorithms, path planners, and other dynamic vehicle behaviors in a risk-free, low-cost environment. Under normal driving conditions representative of paved, most vehicle models are suitable for accurate prediction of vehicle motion. On low friction surfaces, basic vehicle models do not display the variability in vehicle response to steering input that is observed on real-world low friction surfaces such as clear ice. This work presents distribution parameters for a stochastic friction grid map for use in simulating vehicle behavior on icy surfaces. Simulation data from rapid double lane changes are compared with vehicle response to the same paths on an ice rink test course. Strong correlation between the simulation and test vehicle is achieved with validation performed using previously developed control and path planning methods.
仿真是开发自动驾驶技术的关键一步,它使工程师能够在无风险、低成本的环境中测试控制算法、路径规划器和其他动态车辆行为。在以铺装为代表的正常驾驶条件下,大多数车辆模型都适合于对车辆运动进行准确预测。在低摩擦表面上,基本车辆模型无法显示车辆对转向输入响应的可变性,而在真实的低摩擦表面(如透明冰面)上可以观察到这一点。这项工作提出了用于模拟结冰表面上车辆行为的随机摩擦网格图的分布参数。将双车道快速变换的仿真数据与车辆在冰场相同路径上的响应进行了比较。通过使用先前开发的控制和路径规划方法进行验证,实现了仿真和测试车辆之间的强相关性。
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引用次数: 0
Minimum Quantity Cutting Fluid Application for Grinding Weld Flash: Surface Integrity Evaluation 用于磨削焊缝闪光的最少量切削液:表面完整性评价
Pub Date : 2022-01-01 DOI: 10.1115/1.4054948
Nithin Rangasamy, Chanda Sekhar Rakurty, Zach Maurer
The effect of the grinding process for weld flash removal on the surface integrity of the welded joint has not been researched. The surface integrity of the welded joint is essential for the bandsaw blade life and to prevent any premature failure at the weld joint due to fatigue loading (a band saw blade undergoes mainly cyclic bending fatigue during its service). In this study, the effects of using different cutting fluid combinations on the grinding of weld flash in medium carbon alloy steel were carried out. The use of compressed air (CA) as a sustainable solution for grinding weld flash was explored. An experimental investigation of four different cutting fluid applications (dry/no cutting fluid, compressed air, minimum quantity lubricant using vegetable oil, and minimum quantity coolant using water-soluble oil) was carried out. The surface roughness, sub-surface residual stresses, and microhardness of the ground region were measured. This is a first-of-the-kind study on the effect of the flash removal process on the surface integrity of the welded joint. The results show that the surface integrity of the welded joint is significantly influenced by the cutting fluid application used during the grinding process of the flash. Dry grinding, the current industry standard for grinding weld flash in band saw blades, produced surface tensile residual stresses (24.82 MPa), lowest sub-surface microhardness (43.28 HRc), and the highest surface roughness (3.40 µm). In comparison, the air application had the highest surface compressive residual stresses (−289.57 MPa), highest sub-surface microhardness (48.67 HRc), and relatively low surface roughness (1.61 µm). This study provides the road map for selecting the cutting fluid application for grinding weld flash produced by the resistance welding process in the band sawing industry.
消除焊缝闪光的磨削工艺对焊接接头表面完整性的影响尚未得到研究。焊接接头的表面完整性对于延长带锯片的使用寿命和防止因疲劳载荷(带锯片在使用过程中主要经历循环弯曲疲劳)而导致焊缝过早失效至关重要。研究了不同切削液组合对中碳合金钢焊缝闪光磨削的影响。探讨了压缩空气(CA)作为一种可持续的焊接闪光磨削解决方案。对四种不同切削液应用(干/无切削液、压缩空气、使用植物油的最少量润滑剂和使用水溶性油的最少量冷却剂)进行了实验研究。测量了磨削区域的表面粗糙度、亚表面残余应力和显微硬度。这是同类研究中首次研究闪光去除过程对焊接接头表面完整性的影响。结果表明,在闪光磨削过程中使用的切削液对焊接接头的表面完整性有显著影响。干式磨削(目前行业标准)产生的表面拉伸残余应力为24.82 MPa,亚表面显微硬度最低(43.28 HRc),表面粗糙度最高(3.40µm)。相比之下,空气处理具有最高的表面压缩残余应力(−289.57 MPa),最高的亚表面显微硬度(48.67 HRc)和相对较低的表面粗糙度(1.61µm)。本研究为带锯工业中磨削电阻焊产生的焊缝闪光的切削液选择提供了参考。
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引用次数: 3
Product Competition Prediction in Engineering Design Using Graph Neural Networks 基于图神经网络的工程设计产品竞争预测
Pub Date : 2022-01-01 DOI: 10.1115/1.4054299
Faez Ahmed, Yaxin Cui, Yan Fu, Wei Chen
Understanding relationships between different products in a market system and predicting how changes in design impact their market position can be instrumental for companies to create better products. We propose a graph neural network-based method for modeling relationships between products, where nodes in a network represent products and edges represent their relationships. Our modeling enables a systematic way to predict the relationship links between unseen products for future years. When applied to a Chinese car market case study, our method based on an inductive graph neural network approach, GraphSAGE, yields double the link prediction performance compared to an existing network modeling method—exponential random graph model-based method for predicting the car co-consideration relationships. Our work also overcomes scalability and multiple data type-related limitations of the traditional network modeling methods by modeling a larger number of attributes, mixed categorical and numerical attributes, and unseen products. While a vanilla GraphSAGE requires a partial network to make predictions, we augment it with an “adjacency prediction model” to circumvent the limitation of needing neighborhood information. Finally, we demonstrate how insights obtained from a permutation-based interpretability analysis can help a manufacturer understand how design attributes impact the predictions of product relationships. Overall, this work provides a systematic data-driven method to predict the relationships between products in a complex network such as the car market.
了解市场系统中不同产品之间的关系,并预测设计变化如何影响其市场地位,可以帮助公司创造更好的产品。我们提出了一种基于图神经网络的产品之间关系建模方法,其中网络中的节点代表产品,边代表它们之间的关系。我们的建模能够以系统的方式预测未来几年未见产品之间的关系。当应用于中国汽车市场案例研究时,我们基于归纳图神经网络方法GraphSAGE的方法与现有的基于指数随机图模型的预测汽车共考虑关系的网络建模方法相比,产生了两倍的链接预测性能。我们的工作还克服了传统网络建模方法的可扩展性和多种数据类型相关的限制,通过建模大量的属性,混合分类和数字属性,以及看不见的产品。虽然一个普通的GraphSAGE需要一个局部网络来进行预测,但我们用一个“邻接预测模型”来增强它,以绕过需要邻域信息的限制。最后,我们展示了从基于排列的可解释性分析中获得的见解如何帮助制造商理解设计属性如何影响产品关系的预测。总的来说,这项工作提供了一种系统的数据驱动方法来预测复杂网络(如汽车市场)中产品之间的关系。
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引用次数: 2
Modeling the Dynamics of an American Football and the Stability Due to Spin 美式橄榄球动力学建模及旋转稳定性研究
Pub Date : 2022-01-01 DOI: 10.1115/1.4054692
J. Dzielski, Mark Blackburn
This paper develops a mathematical model describing the motion through the air of an American football. The model is based on established equations used to describe spinning projectiles. While the equations are applicable to general motions, the emphasis of the paper is on the spiral pass and punt. Separate sections introduce formulas for the forces and moments understood to act on spun projectiles. The discussion of each force and moment includes an assessment of how well available experimental data characterizes the force or moment for an American football. For each force or moment, there is a description of how it affects the motion and trajectory. While the equations are valid for arbitrary motions, the available aerodynamic data is not. In parallel with the derivation of the nonlinear mathematical model, a linearized dynamics model is developed. The linearized model is used to help explain the behavior of the nonlinear model and to provide insight into the underlying physics. The linearized model is also used to derive a relationship between linear and angular velocity that ensures that the gyroscopic motion of a football is stable. The paper provides physical insights into what causes the apparent “wobble” of a spiral pass and what the character of the wobble says about the quality of the pass. Among the physical insights provided are the reason some passes have a rapid wobble and some slow, why a pass exhibits a lateral swerve, and why the Magnus effect may be neglected. The results are applicable to rugby footballs.
本文建立了一个描述美式足球在空中运动的数学模型。该模型基于描述旋转弹丸的既定方程。虽然这些方程适用于一般运动,但本文的重点是螺旋通道和撑船。单独的部分介绍了作用于旋转抛射体的力和力矩的公式。对每个力和力矩的讨论包括对现有实验数据如何很好地表征美式足球的力或力矩的评估。对于每个力或力矩,都有它如何影响运动和轨迹的描述。虽然这些方程对任意运动都是有效的,但现有的气动数据却不是。在推导非线性数学模型的同时,建立了线性化的动力学模型。线性化模型用于帮助解释非线性模型的行为,并提供对底层物理的洞察。线性化模型还用于推导线速度和角速度之间的关系,以确保足球的陀螺仪运动稳定。这篇论文提供了物理上的见解,解释了是什么原因导致了螺旋通道的明显“摆动”,以及摆动的特征说明了通道的质量。提供的物理见解包括:为什么有些传球有快速的抖动,有些传球有缓慢的抖动,为什么传球表现出横向转向,以及为什么马格努斯效应可以被忽略。研究结果适用于橄榄球运动。
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引用次数: 0
A Numerical Study on Microgap-Based Focal Brain Cooling Device to Mitigate Hotspot for the Treatment of Epileptic Seizure 基于微间隙的局部脑冷却装置缓解癫痫发作热点的数值研究
Pub Date : 2022-01-01 DOI: 10.1115/1.4055465
G. Narendran, Amit Kumar, N. Gnanasekaran, D. Arumuga Perumal
Epilepsy is a common chronic neurological disorder characterized by abnormally excessive and synchronized brain cell activities causing seizures. For proper functioning of the brain, epilepsy should be diagnosed with existing treatments such as medication therapy, lorazepam, benzodiazepine drug intake, and surgery. However, 30–40% of people continue to have a seizure because of the available treatments. So, the focal brain cooling device (FBC) is a new alternative cooling method in which affected brain tissue is cooled to suppress unprovoked seizures. The present numerical study investigates the cooling effectiveness by adding three different structured titanium micro pin fins in the existing base model. A finite volume-based software fluent-15.0 is used to perform transient heat transfer analysis and flow hydrodynamics. The numerical results obtained show that the temperature distribution is found and more uniform and diamond-structured micro pin fin takes less than 7 min to reach below 15 °C, which is desirable to diminish the high-frequency and high-amplitude epileptic discharges.
癫痫是一种常见的慢性神经系统疾病,其特征是异常过度和同步的脑细胞活动导致癫痫发作。为了大脑的正常功能,癫痫应该通过现有的治疗方法进行诊断,如药物治疗、劳拉西泮、苯二氮卓类药物摄入和手术。然而,由于现有的治疗方法,30-40%的人仍然会癫痫发作。因此,局灶性脑冷却装置(FBC)是一种新的替代冷却方法,通过冷却患处的脑组织来抑制非诱发性癫痫发作。在已有的基础模型上,通过添加三种不同结构的钛微针翅,对其冷却效果进行了数值研究。基于有限体积的fluent-15.0软件用于瞬态传热分析和流体动力学。数值计算结果表明,温度分布较为均匀,金刚石结构的微针鳍在7 min内即可达到15℃以下,这是减少高频高振幅癫痫放电的理想条件。
{"title":"A Numerical Study on Microgap-Based Focal Brain Cooling Device to Mitigate Hotspot for the Treatment of Epileptic Seizure","authors":"G. Narendran, Amit Kumar, N. Gnanasekaran, D. Arumuga Perumal","doi":"10.1115/1.4055465","DOIUrl":"https://doi.org/10.1115/1.4055465","url":null,"abstract":"\u0000 Epilepsy is a common chronic neurological disorder characterized by abnormally excessive and synchronized brain cell activities causing seizures. For proper functioning of the brain, epilepsy should be diagnosed with existing treatments such as medication therapy, lorazepam, benzodiazepine drug intake, and surgery. However, 30–40% of people continue to have a seizure because of the available treatments. So, the focal brain cooling device (FBC) is a new alternative cooling method in which affected brain tissue is cooled to suppress unprovoked seizures. The present numerical study investigates the cooling effectiveness by adding three different structured titanium micro pin fins in the existing base model. A finite volume-based software fluent-15.0 is used to perform transient heat transfer analysis and flow hydrodynamics. The numerical results obtained show that the temperature distribution is found and more uniform and diamond-structured micro pin fin takes less than 7 min to reach below 15 °C, which is desirable to diminish the high-frequency and high-amplitude epileptic discharges.","PeriodicalId":8652,"journal":{"name":"ASME Open Journal of Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86880411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Identifying the Effect of PWHT on Strength of Laser Beam Welding Joints of AA2024 Aluminum Alloy PWHT对AA2024铝合金激光束焊接接头强度影响的研究
Pub Date : 2022-01-01 DOI: 10.1115/1.4053496
C. Rajendran, R. Ben Ruben, P. Ashokavarthanan, K. Mallieswaran
The corrosion-resistant and strength-to-weight ratios are the primary factors in high-strength aluminum alloy. Hence, the AA2024 alloy is a possible candidate in the critical structural fabrication industry. The traditional joining method is ineffective for welding aluminum alloys. Higher melting point and temperature variations cause alloy isolation; porosity and hot cracking are caused by melting point variations. As a result, to fabricate joints, a light heat source laser beam was used. The weaker area of most fusion-welded joints was the heat-affected zone (HAZ). The post-weld heat treatment was used at HAZ to improve the properties. According to the experimental findings, the joint welded with solution treatment and artificial aging had a maximum tensile strength of 358 MPa. Re-precipitation of precipitates may accomplish in HAZ.
耐腐蚀性能和强度重量比是影响高强度铝合金性能的主要因素。因此,AA2024合金是关键结构制造行业的潜在候选材料。传统的连接方法对铝合金焊接是无效的。较高的熔点和温度变化导致合金隔离;气孔和热裂是由熔点变化引起的。因此,采用光热源激光束来制造接头。大多数熔焊接头的弱区是热影响区(HAZ)。在热影响区进行焊后热处理以改善其性能。实验结果表明,固溶处理和人工时效焊接接头的最大抗拉强度为358 MPa。沉淀可能在热影响区发生再沉淀。
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引用次数: 1
Influence of Accident-Tolerant Fuel With Steel Cladding for Sustainable Heat Transfer in the Reactor Core of VVER-1200 钢包层耐事故燃料对VVER-1200堆芯持续传热的影响
Pub Date : 2022-01-01 DOI: 10.1115/1.4054476
MD Tanzib Ehsan Sanglap, Sazidur Rahman Shahriar
Since the events at the Fukushima–Daiichi nuclear power plant, there has been increased interest in developing accident tolerant fuel (ATF) to avoid accidents for light water reactors where Uranium-Silicide-based fuel has an excellent field to minimize the hydrogen hazards. Similarly, steel cladding is at the center of attraction for researchers nowadays. In this research, the feasibility of using Uranium-Silicides (i.e., U3Si, U3Si2, and U3Si5) combined with different types of austenitic steel (i.e., AISI) was investigated to improve the safety performance. A three-dimensional (3D) computational fluid dynamics (CFD)-coded star ccm+ model was used to assess heat transfer performance in the hexagonal fuel assembly of a supercritical water-cooled reactor VVER-1200. Utilizing the computational environment of star ccm+, the test analysis was conducted for a portion of fuel height using the realizable K-Epsilon Two-Layer Wall turbulence model. This analysis showed that the combination of U3Si2 fuel with AISI-348 cladding got superiority over other ATF-AISI fuel-claddings assemblies to use in the reactor core of VVER-1200 because of their lower central fuel temperature value with good mechanical and thermal advantages. This work also derived an empirical heat transfer coefficient equation to guide the relevant future investigations on the thermal analysis of the core.
自从福岛第一核电站发生事故以来,人们对开发事故耐受燃料(ATF)以避免轻水反应堆发生事故的兴趣日益浓厚,因为硅化铀基燃料具有将氢危害降至最低的优异性能。同样,钢包层也是当今研究人员关注的焦点。本研究考察了硅化铀(即U3Si、U3Si2和U3Si5)与不同类型奥氏体钢(即AISI)结合使用以提高安全性能的可行性。采用三维(3D)计算流体力学(CFD)编码星形ccm+模型,对VVER-1200超临界水冷堆六角形燃料组件的传热性能进行了评估。利用星ccm+计算环境,利用可实现的K-Epsilon双层壁面湍流模型对部分燃料高度进行了试验分析。分析表明,U3Si2燃料与AISI-348包壳组合使用在VVER-1200反应堆堆芯中具有较低的中心燃料温值和良好的机械和热优势,优于其他ATF-AISI燃料包壳组件。本工作还推导出了一个经验传热系数方程,以指导今后对堆芯热分析的相关研究。
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引用次数: 0
Toolpath Planning for Manufacturing of Complex Parts Through Incremental Sheet Forming 渐进式板料成形制造复杂零件的刀具轨迹规划
Pub Date : 2022-01-01 DOI: 10.1115/1.4053751
Zilin Jiang, Shuheng Liao, A. Slocum, D. Leem, K. Ehmann, Jian Cao
Incremental sheet forming (ISF) offers great flexibility in producing complex sheet parts as compared with conventional sheet forming processes where part-specific die sets are required to form a product. While there are many potential applications of ISF in various industries, toolpath planning for multifeature parts remains a leading challenge hindering the wide adoption of ISF. In this study, a criterion based on the gradient of the target surface was established for determining the appropriate feature forming sequence. Based on the analysis of the gradients of the surface, multifeature geometries were separated into two categories: “plane-referenced” and “surface-referenced.” Experimental investigations of forming a multifeature air intake as an example were carried out to demonstrate the proposed criterion and feature forming sequence. The results show that the choice of the optimal sequence depends on the type of geometry formed. The proposed criterion extends existing toolpath strategies for relatively regular geometries, where features are formed from flat or inclined bases to more complex geometries with features on a curved basis. This work will be of interest to both design and manufacturing communities.
增量板成形(ISF)提供了很大的灵活性,在生产复杂的板零件,与传统的板成形工艺,部分特定的模具需要形成一个产品。虽然ISF在各个行业中有许多潜在的应用,但多特征零件的刀具路径规划仍然是阻碍ISF广泛采用的主要挑战。在本研究中,建立了一个基于目标表面梯度的判据来确定合适的特征形成顺序。在分析表面梯度的基础上,将多特征几何结构分为“平面参考”和“表面参考”两类。以形成多特征进气道为例进行了实验研究,验证了所提出的准则和特征形成顺序。结果表明,最优序列的选择取决于所形成的几何形状的类型。提出的标准扩展了现有的相对规则几何形状的刀具路径策略,其中特征从平坦或倾斜的基础形成到具有曲线基础特征的更复杂的几何形状。这项工作将引起设计界和制造界的兴趣。
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引用次数: 0
Curvature Singularity of Space Curves and Its Relationship to Computational Mechanics 空间曲线的曲率奇异性及其与计算力学的关系
Pub Date : 2022-01-01 DOI: 10.1115/1.4053339
A. Shabana
Curve geometry plays a fundamental role in many aspects of analytical and computational mechanics, particularly in developing new data-driven science (DDS) approaches. Furthermore, curvature and torsion of space curves serve as deformation measures that need to be properly interpreted, shedding light on the significance of relationship between differential-geometry curve framing methods and computational-mechanics motion description. Alternate space-curve framing methods were proposed to address the existence of Frenet frame at isolated zero-curvature points. In this paper, both mechanics and differential-geometry approaches are used to establish Frenet-frame continuity and the existence of Serret-Frenet equations at curvature-vanishing points for curves with arbitrary parameterization. Frenet–Euler angles, referred to for brevity as Frenet angles, are used to define curve geometry, with particular attention given to the definition of Frenet bank angle used to prove the existence of curve normal and binormal vectors at curvature-vanishing points. Solving curvature-singularity problem and using mechanics description based on Frenet angles contributes to successful development and computer implementation of new DDS approaches based on analysis of recorded motion trajectories (RMT). Centrifugal-inertia force is always in direction of curve normal vector, and in most applications, this force is continuous and approaches zero value as curve curvature approaches zero. Discontinuity in definition of Frenet frame can negatively impact the quality of numerical results that define RMT curves. The study also demonstrates that Frenet-frame curvature singularity can be solved without need for integrating curve torsion, which is not, in general, an exact differential.
曲线几何在分析力学和计算力学的许多方面起着重要作用,特别是在开发新的数据驱动科学(DDS)方法方面。此外,空间曲线的曲率和扭转作为需要适当解释的变形度量,揭示了微分几何曲线分幅方法与计算力学运动描述之间关系的意义。针对孤立的零曲率点上存在的Frenet框架,提出了替代空间曲线框架的方法。本文利用力学和微分几何方法,建立了任意参数化曲线的Frenet-frame连续性和Serret-Frenet方程在曲率消失点处的存在性。Frenet - euler角,简称为Frenet角,用于定义曲线几何,特别注意用于证明曲线法向量和二法向量在曲率消失点处存在的Frenet bank角的定义。求解曲率奇点问题和利用基于Frenet角的力学描述有助于基于记录运动轨迹分析(RMT)的新型DDS方法的成功开发和计算机实现。离心惯性力总是沿曲线法向量方向,在大多数应用中,该力是连续的,并随着曲线曲率趋近于零而趋近于零。定义Frenet框架的不连续会对定义RMT曲线的数值结果质量产生负面影响。研究还表明,Frenet-frame曲率奇点可以不需要积分曲线扭转,这通常不是一个精确的微分。
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引用次数: 1
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ASME Open Journal of Engineering
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