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Volume 9: 40th Computers and Information in Engineering Conference (CIE)最新文献

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Two-Dimensional Team Lifting Prediction With Different Box Weights 不同箱体重量的二维团队举升预测
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22115
Asif Arefeen, Y. Xiang
A novel multibody dynamics modeling method is proposed for two-dimensional (2D) team lifting prediction. The box itself is modeled as a floating-base rigid body in Denavit-Hartenberg representation. The interactions between humans and box are modeled as a set of grasping forces which are treated as unknowns (design variables) in the optimization formulation. An inverse-dynamics-based optimization method is used to simulate the team lifting motion where the dynamic effort of two humans is minimized subjected to physical and task-based constraints. The design variables are control points of cubic B-splines of joint angle profiles of two humans and the box, and the grasping forces between humans and the box. Two numerical examples are successfully simulated with different box weights (20 Kg and 30 Kg, respectively). The humans’ joint angle, torque, ground reaction force, and grasping force profiles are reported. The joint angle profiles are validated with the experimental data.
提出了一种新的二维团队举升预测多体动力学建模方法。盒子本身被建模为Denavit-Hartenberg表示的浮基刚体。人与箱体之间的相互作用被建模为一组抓取力,这些力在优化公式中被视为未知数(设计变量)。采用一种基于逆动力学的优化方法,模拟了在物理约束和任务约束下,两个人动态努力最小的团队升降运动。设计变量为两个人与箱体关节角轮廓的三次b样条控制点,以及人与箱体之间的抓取力。成功地模拟了两个不同箱重(分别为20 Kg和30 Kg)的数值算例。报道了人的关节角度、扭矩、地面反作用力和抓握力分布。用实验数据验证了关节角分布。
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引用次数: 4
Orthogonal Distance Fields Representation for Machine-Learning Based Manufacturability Analysis 基于机器学习的可制造性分析的正交距离场表示
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22487
Aditya Balu, Sambit Ghadai, S. Sarkar, A. Krishnamurthy
Computer-aided Design for Manufacturing (DFM) systems play an essential role in reducing the time taken for product development by providing manufacturability feedback to the designer before the manufacturing phase. Traditionally, DFM rules are hand-crafted and used to accelerate the engineering product design process by integrating manufacturability analysis during design. Recently, the feasibility of using a machine learning-based DFM tool in intelligently applying the DFM rules have been studied. These tools use a voxelized representation of the design and then use a 3D-Convolutional Neural Network (3D-CNN), to provide manufacturability feedback. Although these frameworks work effectively, there are some limitations to the voxelized representation of the design. In this paper, we introduce a new representation of the computer-aided design (CAD) model using orthogonal distance fields (ODF). We provide a GPU-accelerated algorithm to convert standard boundary representation (B-rep) CAD models into ODF representation. Using the ODF representation, we build a machine learning framework, similar to earlier approaches, to create a machine learning-based DFM system to provide manufacturability feedback. As proof of concept, we apply this framework to assess the manufacturability of drilled holes. The framework has an accuracy of more than 84% correctly classifying the manufacturable and non-manufacturable models using the new representation.
计算机辅助制造设计(DFM)系统通过在制造阶段之前向设计人员提供可制造性反馈,在减少产品开发时间方面发挥了重要作用。传统上,DFM规则是手工制定的,并通过在设计过程中集成可制造性分析来加速工程产品的设计过程。近年来,人们研究了利用基于机器学习的DFM工具智能应用DFM规则的可行性。这些工具使用设计的体素化表示,然后使用3d卷积神经网络(3D-CNN)来提供可制造性反馈。尽管这些框架有效地工作,但设计的体素化表示存在一些限制。本文介绍了一种用正交距离场(ODF)表示计算机辅助设计(CAD)模型的新方法。我们提供了一种gpu加速算法来将标准边界表示(B-rep) CAD模型转换为ODF表示。使用ODF表示,我们构建了一个机器学习框架,类似于之前的方法,以创建一个基于机器学习的DFM系统,以提供可制造性反馈。作为概念的证明,我们应用这个框架来评估钻孔的可制造性。该框架使用新表示对可制造和不可制造模型进行正确分类的准确率超过84%。
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引用次数: 2
Evolutionary Approach to Function Model Synthesis: Development of Parameterization and Synthesis Rules 功能模型综合的演化方法:参数化与综合规则的发展
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22664
A. Gill, Chiradeep Sen
The goal of this paper is to develop the groundwork for automated synthesis of function models. To this end, an evolutionary algorithm based framework has been developed. A parameterization method that can completely describe any given function models has been proposed. The parameterization makes the function models compatible for use within the evolutionary algorithm framework. Validation of the parameterization method is carried out by using an evolutionary algorithm to synthesize the function models for five different electromechanical products. The algorithm converged in each case, indicating that the method is satisfactory and that function models can actually be synthesized using an evolutionary framework. In addition, the adaptation of several a priori rules for use in this framework has been proposed. These rules are categorized as grammar, logical and feature based rules. An updated evolutionary framework that incorporates these rules is also presented.
本文的目标是为功能模型的自动合成奠定基础。为此,开发了一种基于进化算法的框架。提出了一种可以完全描述任意给定函数模型的参数化方法。参数化使函数模型在进化算法框架内兼容使用。利用进化算法对五种不同机电产品的功能模型进行综合,验证了参数化方法的有效性。该算法在每种情况下都是收敛的,表明该方法是令人满意的,并且可以使用进化框架来综合功能模型。此外,还提出了调整若干先验规则以用于该框架的建议。这些规则可分为语法规则、逻辑和基于特征的规则。本文还提出了一个包含这些规则的更新的进化框架。
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引用次数: 2
Development of Virtual Reality Training Scenario for Avalanche Rescue 雪崩救援虚拟现实训练场景的开发
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22414
M. Messina, Simon Teves, G. W. Scurati, M. Carulli, F. Ferrise
As the popularity of winter outdoor sports is increasing, a growing number of users are engaging in activities in uncontrolled terrain, thus training for avalanche rescue is more important than ever. Traditional training takes place through workshops and in field sessions, presenting limitations to the training availability, since they require time, organization and specific weather conditions. This is problematic since the use of transceivers to locate buried individuals is not trivial and requires practice. Virtual Reality (VR) training has shown to be effective in several fields, especially in the context of hazardous conditions and emergencies, which require decision making under time pressure and management of complex tools in uncontrolled or unsafe environments. Examples include disaster medicine, military operations, and other fields in which actions must be performed precisely in short time frame. In this work, we present the development of an immersive VR system for avalanche rescue training as a complementary tool to the traditional techniques in order to prepare the trainee for field training sessions. We discuss the definition of the system requirements, the design and implementation of the tool, and considerations regarding hardware and software. Finally, we discuss possible limitations and future development.
随着冬季户外运动的日益普及,越来越多的使用者在不受控制的地形上进行活动,因此雪崩救援的培训比以往任何时候都更加重要。传统的培训是通过讲习班和实地会议进行的,由于需要时间、组织和特定的天气条件,培训的可用性受到限制。这是有问题的,因为使用收发器来定位被埋的人不是微不足道的,需要实践。虚拟现实(VR)培训已被证明在几个领域是有效的,特别是在危险条件和紧急情况的背景下,这需要在时间压力下做出决策,并在不受控制或不安全的环境中管理复杂的工具。例子包括灾难医学、军事行动和其他必须在短时间内精确执行行动的领域。在这项工作中,我们提出了一种用于雪崩救援训练的沉浸式VR系统的开发,作为传统技术的补充工具,以便为现场培训做好准备。我们讨论了系统需求的定义、工具的设计和实现,以及硬件和软件方面的考虑。最后,我们讨论了可能的局限性和未来的发展。
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引用次数: 0
A Method to Specify Part of a System to Change in Improvement Design 在改进设计中指定要更改的系统部分的方法
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22360
K. Oizumi, K. Aoyama
Improvement design, which is characterized by minimum necessary changes to a past product, is employed to reuse verified and experienced parts to create a new product faster, reliable, and economically sound. However, as products become so complex that changes to some parts propagates concomitant changes to other parts, which makes it difficult to enjoy the advantages of improvement design. Therefore, design changes have to be contemplated at the early phase of design. This paper proposes an improvement design planning method based on House of quality. Parts of a product to be changed and directions on which they are changed are explored in terms of opportunity to improve product and risk of worsening other parts. By exploring the possible design in the trade-off between the opportunity and the risk, design change plan that comprises proper parts of a product to be changed can be decided. A case study on a solar boat design demonstrates the applicability and validity of the proposed method.
改进设计,其特点是对过去的产品进行最小的必要更改,用于重复使用经过验证和经验丰富的部件,以更快,更可靠,更经济地创造新产品。然而,随着产品变得如此复杂,对某些部分的改变会传播到其他部分的变化,这使得难以享受改进设计的优势。因此,必须在设计的早期阶段考虑设计变更。提出了一种基于质量屋的改进设计规划方法。从改进产品的机会和使其他部分恶化的风险两方面探讨产品中需要改变的部分和改变的方向。通过在机会和风险之间的权衡中探索可能的设计,可以确定包含要更改的产品的适当部分的设计更改计划。以某太阳能船为例,验证了该方法的适用性和有效性。
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引用次数: 1
Automated Heuristic Induction From Human Design Data 基于人类设计数据的自动启发式归纳
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22151
L. Puentes, J. Cagan, Christopher McComb
Through experience, designers develop guiding principles, or heuristics, to aid decision-making in familiar design domains. Generalized versions of common design heuristics have been identified across multiple domains and applied by novices to design problems. Previous work leveraged a sample of these common heuristics to assist in an agent-based design process, which typically lacks heuristics. These predefined heuristics were translated into sequences of specifically applied design changes that followed the theme of the heuristic. To overcome the upfront burden, need for human interpretation, and lack of generality of this manual process, this paper presents a methodology that induces frequent heuristic sequences from an existing timeseries design change dataset. Individual induced sequences are then algorithmically grouped based on similarity to form groups that each represent a shared general heuristic. The heuristic induction methodology is applied to data from two human design studies in different design domains. The first dataset, collected from a truss design task, finds a highly similar set of general heuristics used by human designers to that which was hand selected for the previous computational agent study. The second dataset, collected from a cooling system design problem, demonstrates further applicability and generality of the heuristic induction process. Through this heuristic induction technique, designers working in a specified domain can learn from others’ prior problem-solving strategies and use these strategies in their own future design problems.
通过经验,设计师开发指导原则或启发式,以帮助在熟悉的设计领域做出决策。通用设计启发式的广义版本已经在多个领域被识别出来,并被新手应用于设计问题。以前的工作利用了这些常见启发式的样本来辅助基于代理的设计过程,而这种过程通常缺乏启发式。这些预先定义的启发式被转化为遵循启发式主题的特定应用设计更改序列。为了克服这种手工过程的前期负担、人工解释的需要以及缺乏通用性,本文提出了一种从现有时间序列设计变更数据集中引入频繁启发式序列的方法。然后,根据相似性对单个诱导序列进行算法分组,形成每个组代表共享的一般启发式。启发式归纳法应用于两个不同设计领域的人体设计研究数据。第一个数据集是从一个桁架设计任务中收集的,发现人类设计师使用的一组高度相似的一般启发式,这些启发式与之前的计算代理研究中手工选择的启发式非常相似。第二个数据集收集自一个冷却系统设计问题,进一步证明了启发式归纳过程的适用性和通用性。通过这种启发式归纳技术,在特定领域工作的设计师可以从其他人先前的问题解决策略中学习,并在自己未来的设计问题中使用这些策略。
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引用次数: 0
Data Mining From Endmill Tool Catalog Information Based on the Use of a Machine Learning Method 基于机器学习方法的立铣刀刀具目录信息数据挖掘
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22126
Akihito Asakura, T. Hirogaki, E. Aoyama, Hiroyuki Kodama
In recent years, the needs associated with the development of new technologies in the manufacturing industry that utilize big data typified by the Internet-of-Things (IoT) and artificial intelligence (AI) have been increasing. Recent computer-aided manufacturing (CAM) systems have evolved so that unskilled technicians can create tool paths relatively easily with numerically controlled (NC) programs, but tool-cutting conditions used for machining cannot be automatically determined. Therefore, many unskilled technicians often set the cutting conditions based on the recommended conditions described in the tool catalog. However, given that the catalog contains large-scale data on machining technology, setting the proper conditions becomes a time-consuming and inefficient process. In this study, we aimed to construct a system to support unskilled technicians to determine the optimum machining conditions. To this end, we constructed a prediction model using a random forest machine learning method to predict the cutting conditions. It was confirmed that the prediction with the random forest method can be performed with high accuracy based on the cutting conditions recommended by the tool maker. Thus, the effectiveness of this method was verified.
近年来,以物联网(IoT)和人工智能(AI)为代表的制造业利用大数据的新技术发展的需求不断增加。最近的计算机辅助制造(CAM)系统已经发展到使不熟练的技术人员可以通过数控(NC)程序相对容易地创建刀具路径,但用于加工的刀具切削条件不能自动确定。因此,许多不熟练的技术人员经常根据刀具目录中描述的推荐条件来设置切削条件。然而,由于该目录包含大量的加工技术数据,设置适当的条件成为一个耗时且低效的过程。在这项研究中,我们的目的是建立一个系统,以支持非熟练的技术人员确定最佳的加工条件。为此,我们利用随机森林机器学习方法构建了预测模型来预测采伐条件。结果表明,随机森林方法可以根据刀具制造商推荐的切削条件进行高精度预测。从而验证了该方法的有效性。
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引用次数: 0
Measuring Dielectric Properties of Ceramic Powders at Microwave Frequencies for Material Processing Applications 微波频率下陶瓷粉末介电特性的测量
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22482
B. Graber, A. Iliopoulos, J. Michopoulos, J. Steuben, A. Birnbaum, R. Fischer, L. Johnson, P. Bernhardt, J. M. Coombs, E. Gorzkowski, E. Patterson
Ceramic powders are commonly used as precursors for several ceramic part manufacturing processes. Their dielectric characterization is necessary for all the cases where electromagnetic radiation is used to induce heating. In support of such activities at the U.S. Naval Research Laboratory, the present work introduces a technique for measuring the complex dielectric constants of ceramic powders at microwave frequencies. The data produced by this technique is critical for the proper modeling of ceramic powder microwave absorption and will assist in ongoing research into volumetric microwave sintering. This technique involves a transmission line measurement using a network analyzer and waveguide setup. Dielectric parameters are then extracted from these measurements using two established methods. Complex relative permittivity measurements are presented for ceramic powders ofyttria stabilized zirconia (YSZ), barium titanate (BaTiO3), zinc oxide (ZnO), and titanium dioxide (TiO2) as well as a method for containing the sample shape during measurement. Experiments were carried out between 25 and 40GHz; in the Ka microwave band. Experimental results suggest that the dielectric constant (ε′) of these powders are similar to those of bulk. Results are compared to lower frequency reference data showing reasonable agreement.
陶瓷粉末通常用作几种陶瓷零件制造工艺的前驱体。它们的介电特性对于使用电磁辐射来感应加热的所有情况都是必要的。为了支持美国海军研究实验室的此类活动,本研究介绍了一种在微波频率下测量陶瓷粉末复介电常数的技术。该技术产生的数据对于陶瓷粉末微波吸收的正确建模至关重要,并将有助于正在进行的体积微波烧结研究。该技术涉及使用网络分析仪和波导设置的传输线测量。然后用两种既定的方法从这些测量中提取介电参数。介绍了氧化钇稳定氧化锆(YSZ)、钛酸钡(BaTiO3)、氧化锌(ZnO)和二氧化钛(TiO2)陶瓷粉末的复杂相对介电常数测量方法,以及测量过程中包含样品形状的方法。实验在25和40GHz之间进行;在Ka微波波段。实验结果表明,这些粉末的介电常数ε′与块体相似。结果与较低频率的参考数据比较,显示出合理的一致性。
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引用次数: 0
Kinesthetic Perceptual Symmetry in Bi-Manual Interactions: An Exploratory Study 双手互动的动觉知觉对称性:一项探索性研究
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22723
Ronak R. Mohanty, Riddhi R. Adhikari, Vinayak R. Krishnamurthy
In this paper, we present a study to explore the symmetry of kinesthetic perception. Our goal is to add to the growing literature that investigates haptics technologies for therapeutic and rehabilitative applications. To this end, we study how selective activation/ deactivation of haptic (specifically force) feedback affects human perception during symmetric bi-manual (two-handed) spatial tasks. We conducted a simple experiment where healthy individuals are tasked with stretching a virtual spring using two symmetrically located haptics devices that provide an equal amount of resistive forces on each hand while pulling the spring. In this experiment, we implement four kinesthetic conditions, namely (1) feedback on both hands, (2) feedback only on dominant hand, (3) feedback only on non-dominant hand, and (4) no feedback as our control. Our first goal was to determine if there exists a range of spring stiffness in which the individual incorrectly perceives bi-manual forces when the feedback is deactivated on one hand. Subsequently, we also wanted to investigate what range of spring stiffness would lead to such perceptual illusions. Our studies show that not only does such a range exist, wide enough so as to be potentially utilized in future rehabilitative applications. Interestingly, we also observe that for few cases, symmetry can be independent of the kinesthetic perception.
在本文中,我们提出了一项研究,探讨对称性的动觉知觉。我们的目标是增加研究触觉技术用于治疗和康复应用的文献。为此,我们研究了在对称的双手空间任务中,触觉(特别是力)反馈的选择性激活/失活如何影响人类的感知。我们进行了一个简单的实验,让健康的人使用两个对称位置的触觉设备拉伸虚拟弹簧,在拉动弹簧的同时,每只手上都提供等量的阻力。在本实验中,我们设置了四种动觉条件,即(1)双手反馈,(2)只对优势手进行反馈,(3)只对非优势手进行反馈,(4)没有反馈作为我们的对照。我们的第一个目标是确定是否存在一个弹簧刚度范围,在这个范围内,当一只手的反馈失效时,个人会错误地感知双手的力量。随后,我们还想研究弹簧刚度的哪个范围会导致这种感知错觉。我们的研究表明,这样的范围不仅存在,而且足够广泛,可以在未来的康复应用中得到潜在的利用。有趣的是,我们还观察到,在少数情况下,对称性可以独立于动觉知觉。
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引用次数: 1
Investigating the Coupled Effects Between Rotor-Blade Aeroelasticity and Tip Vortex Stability 动叶气动弹性与叶尖涡稳定性耦合效应研究
Pub Date : 2020-08-17 DOI: 10.1115/detc2020-22632
Steven N. Rodriguez, A. Iliopoulos, J. Michopoulos, J. Jaworski
The relationship between rotor-blade aeroelasticity and tip-vortex stability is investigated numerically. An aeroelastic framework based on the free-vortex wake and finite element methods is employed to model a subscaled helicopter rotor in hover and forward-tilted conditions. A linear eigenvalue stability analysis is performed on tip vortices to associate the coupled impact of aeroelastic effects and vortex evolution. Prior numerical investigations have shown that highly flexible wind turbine rotor-blades have the potential to decrease levels of the instability of tip vortices. The present work focuses on testing these findings against a subscaled rotor within the range of helicopter operational rotation frequencies. The presented work aims to develop further insight into rotor-wake interactions and blade-vortex interaction to explore the mitigation of adverse rotorcraft operational conditions, such as their effect on aerodynamic-induced airframe vibrations and the associated life-cycle fatigue performance.
用数值方法研究了动叶气动弹性与叶尖涡稳定性的关系。采用基于自由涡尾迹的气动弹性框架和有限元方法,对悬停和前倾状态下的亚尺度直升机旋翼进行了建模。对叶尖涡进行了线性特征值稳定性分析,将气动弹性效应和涡演化的耦合影响联系起来。先前的数值研究表明,高度柔性的风力涡轮机转子叶片具有降低叶尖涡不稳定性水平的潜力。目前的工作重点是在直升机操作旋转频率范围内测试这些发现。本文旨在进一步深入了解旋翼-尾流相互作用和叶片-涡相互作用,以探索缓解旋翼飞机不利操作条件,例如它们对空气动力诱导的机身振动和相关寿命周期疲劳性能的影响。
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引用次数: 1
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Volume 9: 40th Computers and Information in Engineering Conference (CIE)
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