International Conference on Gears 2019最新文献

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Japanese standardization for gear steel qualification via evaluation of HV-scattering 日本齿轮钢高压散射评定合格标准
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-893
A. Kubo, M. Nagae, K. Kawasaki
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引用次数: 0
Improvement of the noise and vibration behavior of an electromechanical brake booster – An integral approach 机电制动助力器噪声和振动性能的改进——一种集成方法
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-1431
J. Fechler, S. Oberle, M. Knopfle, V. Merz
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引用次数: 0
Analysis on the efficiency of HypoGear hypgear的效率分析
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-127
F. Eigner, R. Michel, M. Berger
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引用次数: 0
Investigation of the potential of using surrogate models in the gear design process 在齿轮设计过程中使用替代模型的可能性的调查
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-727
J. Brimmers, M. Willecke, C. Lopenhaus, C. Brecher
{"title":"Investigation of the potential of using surrogate models in the gear design process","authors":"J. Brimmers, M. Willecke, C. Lopenhaus, C. Brecher","doi":"10.51202/9783181023556-727","DOIUrl":"https://doi.org/10.51202/9783181023556-727","url":null,"abstract":"State of the Art Surrogate models, also known as response surface models or metamodels, are approximation models, which are based on mathematical functions (Ref.1). In engineering, surrogate models are used to correlate the input and output variables of experiments and simulations (Refs. 2–10). This is especially true for very time-consuming, costly or high number of experiments/ simulations. In this case, the surrogate model can be evaluated much faster in comparison to the experiment or complex simulation. This is most important for design space exploration or optimization where a high number of experiments of simulations is necessary (Ref. 5). In order to reduce the time effort, the extensive simulation is only performed for a reduced number of parameter sets. These initial parameter sets are defined by means of methods of design of experiment (DOE), e.g., fullfactorial sampling or latin hypercube sampling (Ref. 11). For computational problems a latin hypercube sampling or the Monte-Carlo approach (random sampling) is often used to identify the initial parameter sets. Once the initial parameter sets are identified, the simulation is performed at these given points. The results of the simulation are used to fit a surrogate model to the given input variables in order to approximate the system behavior of the engineering system. Possible approximation types for surrogate models are shown in Figure 1. The most common modeling types are models based on radial basis functions (RBF), kriging models, also known as Gaussian process models, and models based on multivariate adaptive regression splines (MARS). RBFs are functions whose value only depends on the Euclidian distance from the origin (Ref. 12). An approximation model consists of a number of different radial basis functions, which are weighted accordingly. The weights of each basis functions are tuned in order to improve the quality of the approximation for the given number of data points. In the example in Figure 1 the function f(x) = 1 + sin(x2) was evaluated at six test data points and approximated by the usage of an RBF surrogate model consisting of Gaussian basis functions, as a type of RBF. The approximation follows the trend of the sine function but is not able to predict any of the test data points in high accordance. Kriging or Gaussian process models originate from geosciences and are usually used to predict the location of certain commodities like oil or gold for which only a finite number of boreholes exists (Ref. 13). The Gaussian process consists of two parts, one global and one local part. The global part can be","PeriodicalId":260409,"journal":{"name":"International Conference on Gears 2019","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125302902","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
Analysis of manufacturing variability on the transmission error of an internal gear pair using a multibody framework 多体框架内齿轮副传动误差的制造变异性分析
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-1099
C. Natali, A. Rezayat, D. Park, P. Jiránek, T. Tamarozzi
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引用次数: 1
DIN Q6 meets DIN Q10 – Need for modern internal gear production DIN Q6满足DIN Q10 -现代化内齿轮生产的需要
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-415
T. Kleiber
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引用次数: 1
Design and rating by means of loaded TCA of straight bevel differential gears 用负载TCA法设计直齿锥齿轮差动齿轮
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-493
J. Thomas, C. Gosselin, P. Eng.
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引用次数: 0
Influence of tooth profile modification on planetary gear sets dynamic 齿形修形对行星齿轮组动力学的影响
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-777
D. Kalinin, J. Y. Temis
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引用次数: 2
Transfer of the tooth flank stress into an analogy test concept to provoke the damage pattern tooth flank fracture (TFF) 将齿面应力转化为模拟试验概念,引发齿面断裂损伤模式
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-25
C. Brecher, C. Lopenhaus, F. Goergen
{"title":"Transfer of the tooth flank stress into an analogy test concept to provoke the damage pattern tooth flank fracture (TFF)","authors":"C. Brecher, C. Lopenhaus, F. Goergen","doi":"10.51202/9783181023556-25","DOIUrl":"https://doi.org/10.51202/9783181023556-25","url":null,"abstract":"","PeriodicalId":260409,"journal":{"name":"International Conference on Gears 2019","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128308294","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: 1
Investigation on dynamic behavior of differential gearing with herringbone teeth 人字齿差动齿轮传动动力学特性研究
International Conference on Gears 2019 Pub Date : 1900-01-01 DOI: 10.51202/9783181023556-1215
K. Liu, H. Liu, W. Shi
{"title":"Investigation on dynamic behavior of differential gearing with herringbone teeth","authors":"K. Liu, H. Liu, W. Shi","doi":"10.51202/9783181023556-1215","DOIUrl":"https://doi.org/10.51202/9783181023556-1215","url":null,"abstract":"","PeriodicalId":260409,"journal":{"name":"International Conference on Gears 2019","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123784837","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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