A New Method for the Development of the Driving Cycle for Light-Duty Vehicles

被引:0
|
作者
Chen J. [1 ]
Chen B. [1 ]
Li S. [1 ,2 ]
机构
[1] Guangdong Ocean University, Zhanjiang
[2] Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Zhanjiang
关键词
Driving cycle; Light-duty vehicle; Silhouette equation; T-sne;
D O I
10.23940/ijpe.20.10.p9.15791587
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
To construct a representative driving cycle for light-duty vehicle, a new method has been proposed based on the PCA and t-SNE algorithm and K-means clustering algorithm in this paper. This method not only greatly reduces the computational pressure, but also retains more useful nonlinear characteristic information. It shows that the speed-acceleration frequency distribution of the driving cycle is basically consistent with the sample data with a relative error within ±4%, and the average relative error of the overall characteristic parameters is about 3.21%. These indicate the effectiveness and accuracy of our new method. © 2020 Totem Publishers Ltd. All rights reserved.
引用
收藏
页码:1579 / 1587
页数:8
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