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Application of Neural Networks for Real-Time Decision Support in Virtual Approval of Brake Components 应用神经网络为制动器部件虚拟审批提供实时决策支持
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0306
Lucas Marcon, Alexandre Vieceli, Leandro Corso
This study aims to present a virtual numerical validation procedure for durability in brake system components, using artificial neural networks and based on experimental bench tests. The study focus was concentrated on the drum brake spider component, responsible for mechanically connecting the brake system subassemblies. To develop the validation procedure, engineering software such as ABAQUS, Fe-Safe, Minitab, and MATLAB was used. These were crucial for carrying out stress analyses, statistical data validation, and construction of an Artificial Neural Network (ANN) capable of predicting finite element responses, fatigue life, and supporting real-time decision-making for structural validation of mechanical components. The results obtained from these tools allowed the calibration of a numerical virtual model using the Finite Element Method (FEM) based on mechanical theories and results obtained in bench tests with the brake system, thus, a finite element database was generated for the application of the ANN, containing 130 data from a total of 4,800 possible combinations. The training, validation, and testing of the ANN were determined using a performance analysis algorithm. Finally, the results obtained with the artificial neural network were compared with the results of finite elements and computational fatigue life. The efficiency of the real-time response prediction method was measured using the Mean Squared Error (MSE). With the use of ANN, it was possible to obtain an average error of 0.85% for predicting maximum principal stress and an error of 10.33% for predicting fatigue life. For the classification of fatigue life results, the ANN presented an accuracy of 100%, enabling decision-making in real-time.
本研究旨在基于实验台测试,利用人工神经网络提出制动系统部件耐久性的虚拟数值验证程序。研究重点集中在负责机械连接制动系统组件的鼓式制动器蜘蛛组件上。为了开发验证程序,使用了 ABAQUS、Fe-Safe、Minitab 和 MATLAB 等工程软件。这些软件对于进行应力分析、统计数据验证和构建人工神经网络(ANN)至关重要,该网络能够预测有限元响应和疲劳寿命,并支持机械部件结构验证的实时决策。从这些工具中获得的结果可以根据机械理论和制动系统的台架试验结果,使用有限元法(FEM)校准数值虚拟模型,从而为应用人工神经网络生成有限元数据库,其中包含来自总共 4,800 种可能组合的 130 个数据。使用性能分析算法确定了人工神经网络的训练、验证和测试。最后,将人工神经网络获得的结果与有限元和计算疲劳寿命的结果进行了比较。实时响应预测方法的效率用平均平方误差(MSE)来衡量。使用 ANN 预测最大主应力的平均误差为 0.85%,预测疲劳寿命的平均误差为 10.33%。在对疲劳寿命结果进行分类时,ANN 的准确率达到了 100%,从而实现了实时决策。
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引用次数: 0
Emergency Braking System: Verification of system behavior on commercial vehicles equipped with drum braking system 紧急制动系统:验证配备鼓式制动系统的商用车辆的系统性能
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0309
Eduardo Miranda Dias, Claudemir Rudek, Carlos Abílio Passos Travaglia, André Rodrigues, Danilo Brito
In recent years, new technologies are being developed and applied to commercial vehicles. Such technologies support on development and implementation of new functions making these products safer, benefiting the society in general. One of the areas that can be mentioned is the vehicle safety. Among too many technologies, the emergency brake system is that one who came to support and assist drivers in critical situations that cannot be avoided. The Advanced Emergency Brake System, AEBS, consists of identifying other vehicles ahead, and, in case of detecting a risk of collision, automatically applies the service brakes to avoid accidents. The system works in situations when there is a sudden traffic stop, the vehicle is passing through intersections and when the driver distracts due to inappropriate use of mobile telephone devices. The aim of this work was to evaluate the emergency braking performance of a 6x4 tractor with a double semi-trailer, at flat asphalt. Both vehicles of combination were equipped with drum brakes. To monitor the braking performance, the vehicle speed, the brake temperature, and braking pressure were collected using, respectively, a global positioning system, GPS, thermocouples and pressure transducers. The dynamic tests were performed according to the ECE R131 European resolution, using a balloon car as target. An additional driving condition was simulated during the tests: elevated temperature level of the brakes. The tests led to the conclusion that the efficiency during emergency braking, under normal and critical conditions, fulfilled the requirements without any stability and drivability degradation. Regardless of the temperature, the system remained operating within the established technical limits. It was therefore concluded that the emergency braking system, on vehicle combination using drum brakes, met the requirements established by resolution ECE R131 in a fully satisfactory manner.
近年来,新技术不断开发并应用于商用车辆。这些技术有助于开发和实现新的功能,使这些产品更加安全,从而造福整个社会。其中一个可以提及的领域是车辆安全。在众多技术中,紧急制动系统是在无法避免的危急情况下为驾驶员提供支持和帮助的技术。高级紧急制动系统(AEBS)包括识别前方的其他车辆,并在检测到有碰撞风险的情况下,自动实施辅助制动以避免事故。该系统可在交通突然停止、车辆通过交叉路口以及驾驶员因不当使用移动电话设备而分心的情况下工作。这项工作的目的是评估一辆 6x4 牵引车和一辆双挂半拖车在平坦沥青路面上的紧急制动性能。两辆车都配备了鼓式制动器。为监测制动性能,分别使用全球定位系统、热电偶和压力传感器收集了车速、制动温度和制动压力。动态测试根据欧洲 ECE R131 决议进行,以气球汽车为目标。测试期间还模拟了另外一种驾驶条件:刹车温度升高。测试得出的结论是,在正常和危急情况下,紧急制动时的效率都能满足要求,稳定性和驾驶性能没有任何下降。无论温度如何,系统都能在规定的技术极限内运行。因此得出结论,使用鼓式制动器的车辆组合的紧急制动系统完全符合 ECE R131 号决议规定的要求。
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引用次数: 0
Assets Maintenance Strategy Based on Operational Data Analysis 基于运行数据分析的资产维护战略
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0320
Ricardo de Moraes Seixas
Within the heavy commercial vehicle sector, fleet availability stands as a crucial factor impacting the productivity and competitiveness of companies. Despite this, the core element of maintenance strategies applied in the sector still relies solely on mileage or component usage time. On the other hand, the evolution of the industry, particularly the advancement of Industry 4.0 enabling technologies such as sensorization embedded in components, now provides a vast amount of operational data. The severity levels of application, driving style influence, and vehicle operating conditions can be indicated through the treatment of these data. However, there is still little practical application of using this data for effective decision-making regarding maintenance strategy in the sector, correlating the severity level with component failure possibility. Seeking a disruptive approach to this scenario where data analysis supports decisions related to component maintenance strategy, a literature review was conducted to understand how aspects of Industry 4.0 and data analysis can influence maintenance strategies. As a result of this review, a methodology is proposed for applying structured data analysis based on a robust statistical foundation. A case study of applying this methodology is presented, with the analysis of operational data from a specific component installed in a fleet of heavy commercial vehicles. Through the application of statistical techniques, a variable representing component wear is correlated with variables describing application severity, demonstrating that enhancing maintenance strategies based on data analysis is feasible. With the increased accuracy of component maintenance criteria, a 10% increase in availability is estimated.
在重型商用车领域,车队的可用性是影响企业生产率和竞争力的关键因素。尽管如此,该行业所采用的维护策略的核心要素仍然完全依赖于里程数或部件使用时间。另一方面,随着工业的发展,特别是工业 4.0 技术的进步,如嵌入部件的传感器技术,现在可以提供大量的运行数据。通过对这些数据的处理,可以显示出应用的严重程度、驾驶方式的影响以及车辆的运行状况。然而,将这些数据用于行业维护策略的有效决策、将严重程度与组件故障可能性联系起来的实际应用仍然很少。为了寻求一种颠覆性的方法来应对这种情况,即通过数据分析支持与组件维护策略相关的决策,我们进行了一次文献综述,以了解工业 4.0 和数据分析的各个方面如何影响维护策略。综述的结果是提出了一种基于强大统计基础的结构化数据分析应用方法。本文介绍了应用该方法的案例研究,对安装在重型商用车队中的一个特定组件的运行数据进行了分析。通过统计技术的应用,代表部件磨损的变量与描述应用严重性的变量相互关联,这表明基于数据分析加强维护策略是可行的。随着部件维护标准准确性的提高,预计可用性将提高 10%。
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引用次数: 0
Analysis of road safety implementation strategies to support the easiest introduction of autonomous braking products for complex vehicle combinations 分析道路安全实施策略,为复杂车辆组合最便捷地引入自主制动产品提供支持
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0319
Vinícius Mendes Guarenghi, Rafael Fortuna Pizzi, Alessandro Depetris, Gustavo Laranjeira Nunes Pinto, Germano Collobialli
In contrast to passenger cars, whose regulation allowed only a simple trailer combination, the autonomous technologies implementation of Electronic Stability Control (ESC) and Advanced Emergency Braking System (AEBS) for commercial vehicles demands more application and calibration efforts. At this case, the focus is on dynamic control of towing vehicles when applying the service brakes of trailer, in special when complex combination as bi-train and road-train, allowed in North and South America. However, the major risk is present occurrence when an ESC or AEBS equipped towing vehicles is connected to a double or triple trailer combination with a conventional braking system, it means: a system that is not equipped with Anti-lock Braking System (ABS). For instance, if during autonomous control, trailers wheels lock, a jackknifing phenomenon can easily occur. Therefore, in case longer and heavier vehicles (LHV) or megatrucks as called in Europe, the strategy for safety assistance systems application should consider trailer configuration maturity level of public reading fleet. In this context, the article aims to propose strategies of implementation and product development that can support the easiest introduction of road safety technologies based on autonomous braking products, in special when it is applied in markets where towed vehicles fleet are greater participation of vehicles equipped with conventional braking system, as occur in Brazil. In order to deliver this, a bibliographic research was carried out looking the available regulation and polities from markets where ESC and AEBS were already implemented, like EU and US. In addition, it was studied an Argentine government program that introduce at same time: road safety technologies, technological fleet renewal policies, periodic vehicle inspection, however offsetting the increased costs with logistical benefits for transport business.
乘用车的法规只允许简单的拖车组合,相比之下,商用车辆的电子稳定控制系统(ESC)和高级紧急制动系统(AEBS)等自主技术的实施需要更多的应用和校准工作。在这种情况下,重点是在拖车制动时对牵引车辆进行动态控制,特别是在北美和南美允许双列车和公路列车等复杂组合的情况下。然而,当装有 ESC 或 AEBS 的牵引车辆与装有传统制动系统(即未配备防抱死制动系统 (ABS))的双拖车或三拖车组合连接时,就会出现重大风险。例如,在自主控制过程中,如果拖车车轮锁死,很容易发生侧翻现象。因此,对于更长、更重的车辆(LHV)或欧洲所称的巨型卡车,安全辅助系统的应用策略应考虑公共阅读车队的拖车配置成熟度。在此背景下,本文旨在提出实施和产品开发战略,以支持最便捷地引入基于自主制动产品的道路安全技术,特别是当应用于拖车车队中传统制动系统车辆较多的市场(如巴西)时。为了实现这一目标,我们对欧盟和美国等已实施电子稳定性控制系统(ESC)和自动电子制动系统(AEBS)的市场的现有法规和政策进行了文献研究。此外,还对阿根廷政府的一项计划进行了研究,该计划同时引入了道路安全技术、车队技术更新政策、车辆定期检查,但增加的成本与运输业务的物流效益相抵消。
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引用次数: 0
Thermal coupled structural analysis of a brake disc 制动盘的热耦合结构分析
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0305
Jardel Luis Deckmann, Vagner do Nascimento
Designing a brake disc is a very challenging job. Besides to being a key item in vehicle safety, we are referring to a product that goes through several manufacturing processes and during its application it is exposed to extreme conditions of mechanical stress, temperature and vibration. The raw material for a large portion of commercial brake discs is normally gray cast iron with the possibility of adding alloy elements. This material is characterized by having high resistance to wear due to friction and having practically zero plasticity. As it is a material without a plastic working regime, it is very important to properly size the product for use, once the material’s resistance limit is reached, a catastrophic failure in operation may be inevitable. Quality control systems in casting and machining have great importance in the development of the disc, but physical tests are always essential in this type of product. Dynamometer tests are great options for validating brake discs, due to their ability to simulate practically all the severe conditions to which they will be exposed in real application. However, it is possible to predict possible disc failures even before subjecting them to the dynamometer, using numerical analyzes through the finite element method, a methodology that ensures that we are more assertive in the project, reducing time and money spent. In view of this challenging scenario, this work presents the results of a thermal analysis (CFD) of a brake disc, coupled with a structural analysis (FEA), with the objective of predicting a possible failure in the product and finally correlating the numerical results data with data from physical tests obtained on a dynamometer. At the end of this work, it was possible to determine the thermal distribution of the disc at the thermocouple installation point with an accuracy of 95% and find tensile stresses in the order of the yield stress of the disc material, thus predicting a probable breakage.
设计制动盘是一项极具挑战性的工作。制动盘不仅是车辆安全的关键部件,而且还需要经过多道制造工序,并在使用过程中暴露在机械应力、温度和振动等极端条件下。大部分商用制动盘的原材料通常是灰铸铁,也可能添加合金元素。这种材料的特点是具有很高的耐摩擦磨损性,塑性几乎为零。由于它是一种没有塑性工作机制的材料,因此正确确定产品的使用尺寸非常重要,一旦达到材料的抗磨损极限,就可能不可避免地在运行中发生灾难性故障。铸造和机械加工的质量控制系统对圆盘的开发非常重要,但物理测试对此类产品始终是必不可少的。测功机测试能够模拟制动盘在实际应用中可能面临的所有恶劣条件,因此是验证制动盘的最佳选择。然而,通过有限元方法进行数值分析,我们甚至可以在测功机测试之前预测制动盘可能出现的故障。鉴于这种具有挑战性的情况,这项工作介绍了制动盘的热分析(CFD)结果,并结合结构分析(FEA),目的是预测产品可能出现的故障,最后将数值结果数据与测功机上获得的物理测试数据进行关联。在这项工作结束时,可以确定制动盘在热电偶安装点的热分布,精确度达到 95%,并发现制动盘材料屈服应力的拉伸应力,从而预测出可能发生的断裂。
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引用次数: 0
Microstructural Analysis and Tribological Performance of Composite Iron Sulfides in Automotive Brake Pads 汽车制动片中复合硫化铁的微结构分析和摩擦学性能
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0322
Diego Chavez Jara, Carlos Lorenzana, Edoardo Cotilli, Andrea Sliepcevich, Michael Conforti
This research explores the tribological characteristics of brake friction materials, focusing on synthetic iron-based sulfides with unique microstructures. Tribological testing, conducted per the SAE J2522 and SAE J2707 standards across diverse temperatures, reveals the superior performance of brake pads incorporating composite iron sulfide, especially at high temperatures. These pads exhibit stable friction levels and reduced wear compared to those utilizing pure iron sulfide, signifying a noteworthy advancement in overall tribological properties. A comprehensive cross-sectional analysis of friction materials using Scanning Electron Microscopy with Energy Dispersive X-ray Spectroscopy (SEM/EDS) reveals chemical alterations. Pure iron sulfide undergoes extensive oxidation compared to composite iron sulfide, which exhibits oxidation near the friction surface due to differences in the oxidation mechanism because of the differential microstructure. Furthermore, Thermogravimetric Analysis (TGA) and X-ray Diffraction (XRD) techniques were employed to validate the observed differences. The research highlights the pivotal role of microstructure in influencing the kinetics of thermal oxidation. An alternative oxidation mechanism is postulated for composite iron sulfides, offering insights into disparities in oxidation processes compared to pure iron sulfides. A noteworthy aspect is the protective function of magnesium oxide in composite iron sulfide, acting as a shield against oxidation. These findings indicate significant performance enhancements for composite iron sulfide (FE50), particularly in high-temperature conditions, exhibiting consistent friction coefficients and reduced wear compared to pure iron sulfide (FE10).
这项研究探讨了制动摩擦材料的摩擦学特性,重点是具有独特微观结构的合成铁基硫化物。根据 SAE J2522 和 SAE J2707 标准在不同温度下进行的摩擦学测试表明,采用复合硫化铁的刹车片性能优越,尤其是在高温下。与使用纯硫化铁的制动片相比,这些制动片表现出稳定的摩擦水平和更低的磨损,标志着整体摩擦学性能的显著提高。利用扫描电子显微镜和能量色散 X 射线光谱法(SEM/EDS)对摩擦材料进行的横截面综合分析显示了化学变化。与复合硫化铁相比,纯硫化铁会发生大面积氧化,而复合硫化铁则会在摩擦表面附近发生氧化,这是因为微观结构不同导致氧化机制不同。此外,还采用了热重分析(TGA)和 X 射线衍射(XRD)技术来验证观察到的差异。研究强调了微观结构在影响热氧化动力学方面的关键作用。研究推测了复合硫化铁的另一种氧化机理,为了解氧化过程与纯硫化铁的差异提供了见解。值得注意的是,复合硫化铁中的氧化镁具有保护功能,可起到防止氧化的作用。这些研究结果表明,与纯硫化铁(FE10)相比,复合硫化铁(FE50)的性能明显提高,尤其是在高温条件下,摩擦系数一致,磨损减少。
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引用次数: 0
Development of Brake Shoe with Carbon Footprint Reduction 开发减少碳足迹的制动蹄铁
Pub Date : 2024-08-09 DOI: 10.4271/2024-36-0311
R.B. Casagrande, A.R.A. De Souza, A.V. Finimundi, C.H.S Pereira, D. Masotti, R.J. Rombaldi, T. Gotardo
Considered one of the greenest forms of transport, the rail industry is at an exciting point pursuing several key initiatives to decarbonise its operations, assets, and supply chains. Therefore, having a brake shoe with a lower carbon footprint is essential for achieving the goals related to decarbonizing the operation, as it is a wear item. For this purpose, a carbon footprint measurement methodology was applied to the development of a friction material for railway brake shoes in order to reduce the carbon footprint generated in the production of the material, combining a sustainable material with greater durability in operation, thus reducing the total cost of ownership. In order to assess the advantages of the new product, a comparative analysis was carried out of the carbon footprint of the conventional shoe and the new railway shoe proposal, both used in the same application, considering the performance and environmental impact of each raw material and stage of the production process. This assessment was carried out by compiling and analyzing greenhouse gas emissions throughout the entire life cycle, from the extraction of raw materials, through all the links in its production chain to the gate, in accordance with ABNT ISO/TS 14067:2018. Performance was also assessed based on the AAR M-926 standard using a 1:1 scale inertial dynamometer capable of simulating the various operating conditions following the specifications of the Brazilian market. The comparative analysis showed that the new railway shoe is a more sustainable option, as it emits 43% less greenhouse gases than the conventional shoe (avoiding 4.7 kg of CO2e in the environment). The performance results also indicated a durability gain of 20% compared to conventional brake shoes.
铁路被认为是最环保的运输方式之一,铁路行业正处于一个令人兴奋的阶段,正在推行几项关键举措,以实现其运营、资产和供应链的去碳化。因此,由于制动蹄属于易损件,碳足迹较低的制动蹄对于实现运营脱碳目标至关重要。为此,在开发铁路制动蹄摩擦材料时采用了碳足迹测量方法,以减少材料生产过程中产生的碳足迹,将可持续材料与更高的运行耐用性相结合,从而降低总拥有成本。为了评估新产品的优势,我们对传统制动蹄铁和新铁路制动蹄铁提案的碳足迹进行了比较分析,这两种材料都用于相同的用途,并考虑到了每种原材料和生产过程各阶段的性能和对环境的影响。这项评估是根据 ABNT ISO/TS 14067:2018 标准,通过汇编和分析整个生命周期的温室气体排放量进行的,包括从原材料的提取、生产链的所有环节到出厂。此外,还根据 AAR M-926 标准,使用能够按照巴西市场规格模拟各种运行条件的 1:1 比例惯性测功机进行了性能评估。对比分析表明,新型铁路鞋的温室气体排放量比传统鞋少 43%(避免向环境排放 4.7 千克 CO2e),是一种更具可持续性的选择。性能结果还表明,与传统制动蹄相比,耐用性提高了 20%。
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引用次数: 0
Lateral Platooning Control with Precise Path Tracking and Strong Disturbance Suppression Performance 具有精确路径跟踪和强大干扰抑制性能的横向排布控制
Pub Date : 2024-07-24 DOI: 10.4271/2024-01-5074
Masahiko Kurishige
There have been numerous studies on stable platooning, but almost all of them have been on the longitudinal stability problem, wherein, without sufficient longitudinal stability, traffic congestion might occur more frequently than in traffic consisting of manually driven vehicles. Failure to solve this problem would reduce the value of autonomous driving. Recently, some researchers have begun to tackle the lateral stability problem, anticipating shortened intervehicle distances in the future. Here, the intervehicle distance in a platoon should be shortened to improve transportation efficiency. However, if an obstacle to be avoided exists, the following vehicles might have difficulty finding it quickly enough if the preceding vehicle occludes it from their sensors. Also, longer platoons improve transportation efficiency because the number of gaps between platoons is reduced. Hence, in this study, the lateral stability of platoons consisting of autonomous vehicles was analyzed for not only determining how to track the preceding vehicle when there are lateral movements but also suppressing unintentional lateral movement caused by disturbances affecting the vehicles in the platoon. The analytical results indicate that it is not realistic to expect that a single gain controller can both track the reference path to avoid an obstacle and suppress the lateral movement caused by a disturbance to long platoons of 10 vehicles or more. On the basis of these results, a new lateral control strategy was developed that has both good tracking performance for avoiding obstacles and a capability of suppressing harmful movements of vehicles following the one affected by the disturbance. This strategy works by varying the gain depending on the estimated disturbance. A simulation was conducted to examine its effect on platoons consisting of 10 vehicles.
关于稳定排车的研究不胜枚举,但几乎所有研究都是针对纵向稳定性问题的,即如果没有足够的纵向稳定性,交通拥堵可能会比由人工驾驶车辆组成的交通更频繁地发生。如果不能解决这个问题,自动驾驶的价值就会大打折扣。最近,一些研究人员开始着手解决横向稳定性问题,预计未来车辆间距离会缩短。在这里,排成一排的车辆间距应该缩短,以提高运输效率。但是,如果存在需要避开的障碍物,如果前一辆车的传感器将其遮挡住,后一辆车可能就很难迅速找到该障碍物。此外,排距加长还能提高运输效率,因为排距之间的间隙数量会减少。因此,在本研究中,分析了由自动驾驶车辆组成的排的横向稳定性,不仅确定了在发生横向移动时如何跟踪前车,还抑制了因干扰影响排中车辆而导致的无意横向移动。分析结果表明,对于由 10 辆或更多车辆组成的长排,期望单个增益控制器既能跟踪参考路径以避开障碍物,又能抑制干扰引起的横向移动是不现实的。在这些结果的基础上,我们开发出了一种新的横向控制策略,它既能很好地跟踪避开障碍物,又能抑制受干扰影响的后面车辆的有害运动。该策略的工作原理是根据估计的干扰改变增益。我们进行了模拟,以检查其对由 10 辆车组成的排的影响。
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引用次数: 0
Investigation on Mechanical Properties of Hemp Fiber-Reinforced in Cellulose Acetate Composite Compared with Other Fiber Composites 麻纤维增强醋酸纤维素复合材料与其他纤维复合材料力学性能对比研究
Pub Date : 2024-07-19 DOI: 10.4271/2024-01-5073
K. Vinoth Kumar, K. Karthick, M. Balasubramanian, R.S. Chidhamparam, S. Jones
Despite their many similarities, natural fibers have superior mechanical properties to synthetic fibers, including higher ultimate strength, greater elongation, resistance to ethering, biodegradability, lightweight, and fewer toxications. The mechanical characteristics of several matrices reinforced with synthetic and hemp fibers were examined in the current paper. We made the various hemp composites using vinyl ester, cellulose acetate (CA), treated CA, and GFRP (glass fiber-reinforced polymer) with CA. Composites were examined for mechanical characteristics such as tensile, flexural, impact, and hardness. Composites have a density of 1.19 g/cm3. Hemp with vinyl ester has higher tensile strength and flexural properties than other composites, but in impact, GFRP with CA has more impact strength of nearly 400 J/m, so for making eco-friendly biocomposite for lightweight structural applications.
尽管天然纤维与合成纤维有许多相似之处,但天然纤维的机械特性却优于合成纤维,包括更高的极限强度、更大的伸长率、抗醚化能力、生物降解性、轻质和较少的毒性。本文研究了几种用合成纤维和麻纤维增强的基材的机械特性。我们使用乙烯基酯、醋酸纤维素(CA)、处理过的 CA 和带有 CA 的 GFRP(玻璃纤维增强聚合物)制作了各种麻复合材料。对复合材料的拉伸、弯曲、冲击和硬度等机械特性进行了检测。复合材料的密度为 1.19 克/立方厘米。含乙烯基酯的大麻比其他复合材料具有更高的拉伸强度和弯曲性能,但在冲击方面,含 CA 的玻璃纤维增强聚合物具有更高的冲击强度,接近 400 J/m,因此可用于制造环保型生物复合材料,用于轻质结构应用。
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引用次数: 0
Prediction and Improvement of Structure-Borne and Airborne Whines of an Electric Vehicle for Virtual Development 预测和改进电动汽车的结构传播和空气传播啸叫,实现虚拟开发
Pub Date : 2024-07-18 DOI: 10.4271/2024-01-5072
Ji Woo Yoo, Ki-Sang Chae, JaeHyuk Choi, Myunggyu Kim, Seunghyeon Cho, Christophe Coster, Anneleen Van Gils
Many sources and paths cause interior cabin noise. Some noise from an electric vehicle is unique and different from a vehicle with an internal combustion engine. Especially, whine noise occurs due to the particular orders of the electromagnetic force of an electric motor and transmission gears, which is tonal and usually reaches high frequencies. This paper covers structure-borne (SB) and airborne (AB) aspects to estimate whine, and the difference between the two characteristics is distinguished. The focus lies mainly on the process of virtual vehicle development and application for performance improvement. First, to predict SB whine, an e-powertrain is modeled as a finite element model (FEM), and electromagnetic (EM) forces are calculated. A vehicle model is also modeled as an FEM, in which interior sound packages are carefully modeled as they play an important role in the medium-frequency region. The e-powertrain and vehicle models (being simulated separately) are combined to obtain cabin noise up to 1.5 kHz. Design studies show that the stiffness of mount insulators and the panel stiffness of the vehicle can be substantial design variables to reduce the SB whine. Second, the study highlights a simulation method to predict interior airborne whine up to 8 kHz by combining the FEMs of the e-powertrain and the vehicle’s exterior cavity with a statistical energy analysis (SEA) model of a vehicle. Path contribution can be identified by defining source strength and acoustic transfer function of airborne paths. Design modifications, including encapsulation of the e-powertrain, show this simulation process could be practically useful to reduce the airborne whine at high frequencies.
造成车内噪音的来源和途径很多。电动汽车产生的一些噪声与内燃机汽车的噪声不同,具有独特性。特别是由于电机和变速箱齿轮电磁力的特殊顺序而产生的啸叫噪声,这种噪声是音调性的,通常达到很高的频率。本文从结构传播(SB)和空气传播(AB)两个方面来估算啸叫,并区分了两种特性之间的差异。重点主要在于虚拟车辆的开发和应用过程,以提高性能。首先,为了预测 SB啸叫,电子动力总成被建模为有限元模型(FEM),并计算电磁(EM)力。汽车模型也被建模为有限元模型,其中对车内声音包进行了仔细建模,因为它们在中频区域起着重要作用。将电动动力总成和车辆模型(分别模拟)结合起来,可获得高达 1.5 kHz 的车厢噪声。设计研究表明,安装绝缘体的刚度和车辆面板的刚度是降低 SB 噪音的重要设计变量。其次,该研究强调了一种模拟方法,通过将电动动力总成和车辆外腔的有限元模型与车辆的统计能量分析 (SEA) 模型相结合,预测高达 8 kHz 的车内空气啸叫。通过定义声源强度和空气传播路径的声传递函数,可以确定路径贡献。设计修改(包括电子动力总成的封装)表明,该模拟过程可用于减少高频率的空气啸叫。
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