SAE International Journal of Passenger Vehicle Systems最新文献

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Torque Converter Dynamic Characterization Using Torque Transmissibility Frequency Response Functions: Locked Clutch Operation 利用扭矩传递频率响应函数确定变矩器的动态特性:锁定离合器操作
SAE International Journal of Passenger Vehicle Systems Pub Date : 2024-01-10 DOI: 10.4271/15-17-02-0010
Luke Jurmu, D. Robinette, Jason Blough, Craig Reynolds
{"title":"Torque Converter Dynamic Characterization Using Torque\u0000 Transmissibility Frequency Response Functions: Locked Clutch\u0000 Operation","authors":"Luke Jurmu, D. Robinette, Jason Blough, Craig Reynolds","doi":"10.4271/15-17-02-0010","DOIUrl":"https://doi.org/10.4271/15-17-02-0010","url":null,"abstract":"A unique torque converter test setup was used to measure the torque\u0000 transmissibility frequency response function of four torque converter clutch\u0000 dampers using a stepped, multi-sine-tone, excitation technique. The four torque\u0000 converter clutch dampers were modeled using a lumped parameter technique, and\u0000 the damper parameters of stiffness, damping, and friction were estimated using a\u0000 manual, iterative parameter estimation process. The final damper parameters were\u0000 selected such that the natural frequency and damping ratio of the simulated\u0000 torque transmissibility frequency response functions were within 10% and 20%\u0000 error, respectively, of the experimental modal parameters. This target was\u0000 achieved for all but one of the tested dampers. The damper models include\u0000 stiffness nonlinearities, and a speed-dependent friction torque due to\u0000 centrifugal loading of the damper springs. Recommendations include further\u0000 testing to separate the coulomb friction mechanism from the viscous damping\u0000 mechanism, testing with the torque converter operating in open mode, and tests\u0000 on a series of customized dampers with centrifugal pendulum absorber\u0000 hardware.","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"12 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139439795","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: 0
Bi-stability of the Wake Flow of a Hatchback Car under Zero Yaw Angle Condition 零偏航角条件下掀背式汽车尾流的双稳态性
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-12-09 DOI: 10.4271/15-17-02-0007
Haidong Yuan, Haiyang Wang, Guangjun Fan
{"title":"Bi-stability of the Wake Flow of a Hatchback Car under Zero Yaw Angle\u0000 Condition","authors":"Haidong Yuan, Haiyang Wang, Guangjun Fan","doi":"10.4271/15-17-02-0007","DOIUrl":"https://doi.org/10.4271/15-17-02-0007","url":null,"abstract":"The aerodynamic performance of automobile especially drag and lift was largely\u0000 determined by the wake flow, which is three-dimensional, unsteady, and\u0000 turbulent. The styling of the rear back of the vehicle body has much influence\u0000 on the wake flow structure, typically including squareback, notchback, and\u0000 hatchback. Bi-stability of the wake flow of vehicle body makes the aerodynamic\u0000 force oscillating, which affects the energy consumption and driving stability.\u0000 This article investigates the bi-stability of wake flow of a hatchback SUV in\u0000 full-scale automotive wind tunnel. Both aerodynamic force and surface pressure\u0000 on the rear back of the vehicle were measured. Time series of aerodynamic force\u0000 and pressure footprint are used to confirm the existence of bi-stability. The\u0000 effects of some sensitive factors on the bi-stability have been analyzed. The\u0000 results show that for the given condition with bi-stability phenomenon existing,\u0000 the change of drag and lift can be 6.36% and 111%, respectively. The\u0000 bi-stability of wake of the tested hatchback SUV is related to the change of\u0000 flow structure in the wake of the vehicle, which can be explained by the drag\u0000 crisis of hatchback vehicle under critical slant angle.","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"91 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139010705","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: 0
Nonreciprocal Elasticity and Nonuniform Thickness of Curved Spokes on the Top-Loading Ratio, Vertical Stiffness, and Local Stress of Nonpneumatic Wheels 弧形轮辐的非互易弹性和非均匀厚度对非气动车轮的顶部装载率、垂直刚度和局部应力的影响
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-12-05 DOI: 10.4271/15-17-02-0008
Zhipeng Liu, Zhiming Cui, Wonhyck Lee, Jeongmu Heo, Jihun Park, Jaehyung Ju
{"title":"Nonreciprocal Elasticity and Nonuniform Thickness of Curved Spokes on\u0000 the Top-Loading Ratio, Vertical Stiffness, and Local Stress of Nonpneumatic\u0000 Wheels","authors":"Zhipeng Liu, Zhiming Cui, Wonhyck Lee, Jeongmu Heo, Jihun Park, Jaehyung Ju","doi":"10.4271/15-17-02-0008","DOIUrl":"https://doi.org/10.4271/15-17-02-0008","url":null,"abstract":"The nonreciprocal elastic behavior of flexible spokes is essential for designing\u0000 a top-loading condition of nonpneumatic wheels to distribute the vehicle load\u0000 throughout the upper circumferential region of a wheel to replicate the loading\u0000 mode of their pneumatic counterparts. However, most ad hoc spoke designs had\u0000 been conducted without considering the top-loading mechanics. Moreover,\u0000 minimizing the stress concentration on the spokes is also significant for\u0000 preventing potential failures; however, modification of the geometry to reduce\u0000 the local stress on the spokes has not yet been studied. In this work, we\u0000 investigate the effect of nonreciprocal elastic behaviors of curved spokes on\u0000 the top-loading distribution of nonpneumatic wheels. We also study the geometric\u0000 effect of nonuniform curved spokes on reducing the local stress concentration.\u0000 Curved beam spokes with greater curvature can contribute to a high top-loading\u0000 ratio of nonpneumatic wheels. The nonuniform thickness of curved spokes with the\u0000 spoke’s ends and center regions can reduce the local stress level by up to 24%.\u0000 Our design method with varying curvature and nonuniformity of the curved spokes\u0000 can provide significant design guidelines for nonpneumatic wheels for\u0000 determining the top-loading ratio, tuning the vertical stiffness, and minimizing\u0000 local stress on the spokes.","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"16 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138598451","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: 0
Design and Failure Analysis of Motorbike Sub-frame Using Finite Element Analysis 利用有限元分析进行摩托车副车架的设计和故障分析
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-12-05 DOI: 10.4271/15-17-02-0006
Ashish Sharma, Saharash Khare
{"title":"Design and Failure Analysis of Motorbike Sub-frame Using Finite\u0000 Element Analysis","authors":"Ashish Sharma, Saharash Khare","doi":"10.4271/15-17-02-0006","DOIUrl":"https://doi.org/10.4271/15-17-02-0006","url":null,"abstract":"All two-wheeler industries validate their product’s fatigue life on proving track\u0000 before heading for mass production. Proving test tracks are made to simulate the\u0000 end-user environment in order to find out the possible fatigue failures during\u0000 each development stage of vehicle design, which in turn helps the CAE analysts\u0000 to verify the design before it goes to the end-user hands. In this article we\u0000 present the design and failure analysis of sub-frame assembly of motorbike\u0000 observed during the accelerated fatigue test on proving track. Sub-frame main\u0000 rod was found broken exactly between two weld endings during fatigue test before\u0000 reaching 6% of the target fatigue life. Possible causes of sub-frame failures\u0000 have been identified/analyzed in detail using fish bone diagram. A finite\u0000 element analysis (FEA) model of sub-frame assembly was developed and a random\u0000 response analysis was carried out on initial design. Acceleration input loads\u0000 measured from test track have been given at the sub-frame mounting points to\u0000 calculate output responses. Output responses show a high magnitude of amplitude\u0000 stresses on the sub-frame main rod exactly where track test failure occurred.\u0000 Fishbone diagram analysis indicates that the improper design of the stay\u0000 bracket, stress concentrations regions in the design, improper weld/tool\u0000 fixture, and method of welding could be reasons for failure. FEA on the final\u0000 design concept shows a reduction of amplitude stress to 49% and an increase of\u0000 fatigue life to an infinite limit as compared to initial design.","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"1 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138601062","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: 0
Stochastic Noise Sources for Computational Aeroacoustics of a Vehicle Side Mirror 汽车侧视镜计算气动声学随机噪声源
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-11-09 DOI: 10.4271/15-17-01-0005
Philipp Uhl, Alexander Schell, Roland Ewert, Jan Delfs
{"title":"Stochastic Noise Sources for Computational Aeroacoustics of a Vehicle Side Mirror","authors":"Philipp Uhl, Alexander Schell, Roland Ewert, Jan Delfs","doi":"10.4271/15-17-01-0005","DOIUrl":"https://doi.org/10.4271/15-17-01-0005","url":null,"abstract":"<div>The broadband aeroacoustics of a side mirror is investigated with a stochastic noise source method and compared to scale-resolving simulations. The setup based on an already existing work includes two geometrical variants with a plain series side mirror and a modified mirror with a forward-facing step mounted on the inner side. The aeroacoustic near- and farfield is computed by a hydrodynamic–acoustic splitting approach by means of a perturbed convective wave equation. Aeroacoustic source terms are computed by the Fast Random Particle-Mesh method, a stochastic noise source method modeling velocity fluctuations in time domain based on time-averaged turbulence statistics. Three RANS models are used to provide input data for the Fast Random Particle-Mesh method with fundamental differences in local flow phenomena. Results of aeroacoustics simulations excited by the Fast Random Particle-Mesh method based on well-matching RANS data are in good agreement to the scale-resolving simulations in the integral acoustic Delta on the side window induced by the different side mirror geometries. For relative levels in between the variations, the robustness of the Fast Random Particle-Mesh method can be shown with secondary influences on the choice of the integral length scale. Absolute levels are only achieved with an adaptation of the length scale from literature. Two different RANS models with a missing separation bubble on the mirror or an overestimated wake flow show a good agreement with the plain series side mirror. However, they fail at computing the Delta to the step variant due to the missing amplification of the local turbulent kinetic energy interacting with the step and downstream mirror surfaces. Computational aeroacoustics simulations excited by the Fast Random Particle-Mesh method method based on RANS data only needs 14% of the computational effort compared to the conventional hybrid RANS-LES approach. This reveals its enormous potential for aeroacoustic broadband noise optimization purposes.</div>","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":" 14","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135290523","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: 0
Enhancing Autonomous Vehicle Safety in Cold Climates by Using a Road Weather Model: Safely Avoiding Unnecessary Operational Design Domain Exits 通过使用道路天气模型提高寒冷气候下自动驾驶汽车的安全性:安全地避免不必要的操作设计域出口
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-10-28 DOI: 10.4271/15-17-01-0004
Esben Almkvist, Mariana Alves David, Jesper Landmér Pedersen, Rebecca Lewis-Lück, Yumei Hu
{"title":"Enhancing Autonomous Vehicle Safety in Cold Climates by Using a Road Weather Model: Safely Avoiding Unnecessary Operational Design Domain Exits","authors":"Esben Almkvist, Mariana Alves David, Jesper Landmér Pedersen, Rebecca Lewis-Lück, Yumei Hu","doi":"10.4271/15-17-01-0004","DOIUrl":"https://doi.org/10.4271/15-17-01-0004","url":null,"abstract":"<div>This study investigates the use of a road weather model (RWM) as a virtual sensing technique to assist autonomous vehicles (AVs) in driving safely, even in challenging winter weather conditions. In particular, we investigate how the AVs can remain within their operational design domain (ODD) for a greater duration and minimize unnecessary exits. As the road surface temperature (RST) is one of the most critical variables for driving safety in winter weather, we explore the use of the vehicle’s air temperature (AT) sensor as an indicator of RST. Data from both Road Weather Information System (RWIS) stations and vehicles measuring AT and road conditions were used. Results showed that using only the AT sensor as an indicator of RST could result in a high number of false warnings, but the accuracy improved significantly with the use of an RWM to model the RST. ROC-curve analysis resulted in an AUC value of 0.917 with the AT sensor and 0.985 with the RWM, while the true positive rate increased from 67% to 94%. The study also highlights the limitations of relying on dashboard cameras to detect slippery driving conditions, as it may not be accurate enough to distinguish between, for example, wet and icy road conditions. As winter maintenance often prevents slippery roads, the vehicles often measured wet or moist roads, despite RST &amp;lt; 0°C. Our calculations indicate that the vehicle should be able to detect 93% of slippery occasions but the rate of false warnings will be as high as 73%, if using a dashboard camera along with the AT sensor. There are clear benefits of using a RWM to improve road safety and reduce the risk of accidents due to slippery conditions, allowing AVs to safely extend their time within their ODD. The findings of this study provide valuable insights for the development of AVs and their response to slippery road conditions.</div>","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"203 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136160709","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: 0
Reviewers 评论家
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-10-26 DOI: 10.4271/15-16-03-0017
Mohamed El-Sayed
{"title":"Reviewers","authors":"Mohamed El-Sayed","doi":"10.4271/15-16-03-0017","DOIUrl":"https://doi.org/10.4271/15-16-03-0017","url":null,"abstract":"<div>Reviewers</div>","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"67 4","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134909506","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: 0
Recurrent Neural Network Model for On-Board Estimation of the Side-Slip Angle in a Four-Wheel Drive and Steering Vehicle 基于递归神经网络的四驱转向车辆侧偏角估计
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-09-23 DOI: 10.4271/15-17-01-0003
Tiziano Alberto Giuliacci, Stefano Ballesio, Marco Fainello, Ulrich Mair, Julian King
{"title":"Recurrent Neural Network Model for On-Board Estimation of the Side-Slip Angle in a Four-Wheel Drive and Steering Vehicle","authors":"Tiziano Alberto Giuliacci, Stefano Ballesio, Marco Fainello, Ulrich Mair, Julian King","doi":"10.4271/15-17-01-0003","DOIUrl":"https://doi.org/10.4271/15-17-01-0003","url":null,"abstract":"<div>A valuable quantity for analyzing the lateral dynamics of road vehicles is the side-slip angle, that is, the angle between the vehicle’s longitudinal axis and its speed direction. A reliable real-time side-slip angle value enables several features, such as stability controls, identification of understeer and oversteer conditions, estimation of lateral forces during cornering, or tire grip and wear estimation. Since the direct measurement of this variable can only be done with complex and expensive devices, it is worth trying to estimate it through virtual sensors based on mathematical models. This article illustrates a methodology for real-time on-board estimation of the side-slip angle through a machine learning model (SSE—side-slip estimator). It exploits a recurrent neural network trained and tested via on-road experimental data acquisition. In particular, the machine learning model only uses input signals from a standard road car sensor configuration. The model adaptability to different road conditions and tire wear levels has been verified through a sensitivity analysis and model testing on real-world data proves the robustness and accuracy of the proposed solution achieving a root mean square error (RMSE) of 0.18 deg and a maximum absolute error of 1.52 deg on the test dataset. The proposed model can be considered as a reliable and cheap potential solution for the real-time on-board side-slip angle estimation in serial cars.</div>","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136011449","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: 0
Applications of Neural Networks to Metallic Flexor Geometry Optimization of Flat Wipers 神经网络在雨刷金属挠性几何优化中的应用
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-09-09 DOI: 10.4271/15-17-01-0002
Yi-Tzu Chu, Ting-Chuan Huang, Kuo-Chi Liao
{"title":"Applications of Neural Networks to Metallic Flexor Geometry Optimization of Flat Wipers","authors":"Yi-Tzu Chu, Ting-Chuan Huang, Kuo-Chi Liao","doi":"10.4271/15-17-01-0002","DOIUrl":"https://doi.org/10.4271/15-17-01-0002","url":null,"abstract":"<div>In recent years, demands of flat wipers have rapidly increased in the vehicle industry due to their simpler structure compared to the conventional wipers. Procedures for evaluating the appropriate metallic flexor geometry, which is one of the major components of the flat wiper, were proposed in the authors’ previous study. However, the computational cost of the aforementioned procedures seems to be unaffordable to the industry. The discrete Winkler model regarding the flexor as the Euler–Bernoulli beam is established as the mathematical model in this study to simulate a flexor compressed against a surface at various wiping angles. The deflection of the beam is solved using a finite difference method, and the calculated contact pressure distributions agree fairly with those based on the corresponding finite element model. Flexor designs are paired with various windshield surfaces to accumulate a sufficiently large simulation database based on the mathematical model. An artificial neural network (ANN) approach is developed to predict contact pressure distributions of the flexor much faster than the mathematical model. Geometry of the curved surface is represented by a shape code obtained via a principal component analysis (PCA) and used in the ANN model. The ANN algorithm is also applied to efficiently evaluate the wiping patterns according to the simulated contact pressure distributions. These patterns are then classified by using a convolutional neural network (CNN) to identify several suitable flexor designs for the specific windshield. The flat wiper suggested by the current procedures is experimentally validated to justify its qualified wiping performances.</div>","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":"2016 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136193746","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: 0
Enhancing Simulation Efficiency and Quality of Transient Conjugate Thermal Problems by Using an Advanced Meta-modeling Approach 利用先进的元建模方法提高瞬态共轭热问题的仿真效率和质量
SAE International Journal of Passenger Vehicle Systems Pub Date : 2023-06-15 DOI: 10.4271/15-16-03-0016
Simon Peissner, B. Weigand
{"title":"Enhancing Simulation Efficiency and Quality of Transient Conjugate\u0000 Thermal Problems by Using an Advanced Meta-modeling Approach","authors":"Simon Peissner, B. Weigand","doi":"10.4271/15-16-03-0016","DOIUrl":"https://doi.org/10.4271/15-16-03-0016","url":null,"abstract":"In the field of thermal protection, detailed three-dimensional computational\u0000 fluid dynamics (3D-CFD) simulations are widely used to analyze the thermal\u0000 behavior on a full vehicle level. One target is to identify potential violations\u0000 of component temperature limits at an early stage of the development process. In\u0000 battery electric vehicles (BEVs), transient load cases play an increasing role\u0000 in evaluating components and vehicle systems close to real-world vehicle\u0000 operation. The state-of-the-art 3D simulation methodologies require significant\u0000 time and computational effort when running transient load scenarios. One main\u0000 reason is the conjugate characteristic of the problem, meaning that conduction\u0000 within the component and convection into the surrounding air occur\u0000 simultaneously. This requires a detailed consideration of both the fluid and\u0000 structural domains.\u0000\u0000 \u0000Therefore, this article derives a time-efficient simulation methodology for\u0000 transient component temperatures in electric vehicles. The approach is to\u0000 extract heat transfer coefficients and reference temperatures from sample flow\u0000 simulations and to construct convective meta-models. Solid component\u0000 temperatures are then transiently computed whereby the low-dimensional\u0000 meta-models provide the convective heat transfer. Dimensional analysis\u0000 determines the smallest possible parameter space for the meta-modeling. Two\u0000 different types of meta-models, a scalar regression model and a vector proper\u0000 orthogonal decomposition (POD) approach, are tested and compared.\u0000\u0000 \u0000The study examines at first the applicability of the heat transfer formulation\u0000 under different flow and component temperature conditions using a generic flat\u0000 plate test case. A low Biot number (Bi) is crucial to receive accurate\u0000 temperature predictions as heat transfer coefficients are derived on uniform\u0000 temperature walls. The methodology is subsequently applied to a sample component\u0000 in the motor compartment. Measurements on a test rig and a transient load case\u0000 comparison with a coupled simulation prove the validity of the numerical\u0000 procedure. Scaling to full-vehicle applications is feasible. The new methodology\u0000 delivers a highly accurate temperature prediction and increases computation\u0000 efficiency, especially for sensitivity studies.","PeriodicalId":29661,"journal":{"name":"SAE International Journal of Passenger Vehicle Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43216852","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: 0
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