Development of a Representative EV Urban Driving Cycle Based on a k-Means and SVM Hybrid Clustering Algorithm
Joint Authors
Yu, Qiang
Zhao, Xuan
Ma, Jian
Wu, Yan
Yu, Man
Ye, Yiming
Source
Journal of Advanced Transportation
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-18, 18 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-11-05
Country of Publication
Egypt
No. of Pages
18
Main Subjects
Abstract EN
This paper proposes a scientific and systematic methodology for the development of a representative electric vehicle (EV) urban driving cycle.
The methodology mainly includes three tasks: test route selection and data collection, data processing, and driving cycle construction.
A test route is designed according to the overall topological structure of the urban roads and traffic flow survey results.
The driving pattern data are collected using a hybrid method of on-board measurement method and chase car method.
Principal component analysis (PCA) is used to reduce the dimensionality of the characteristic parameters.
The driving segments are classified using a hybrid k-means and support vector machine (SVM) clustering algorithm.
Scientific assessment criteria are studied to select the most representative driving cycle from multiple candidate driving cycles.
Finally, the characteristic parameters of the Xi’an EV urban driving cycle, international standard driving cycles, and other city driving cycles are compared and analyzed.
The results indicate that the Xi’an EV urban driving cycle reflects more aggressive driving characteristics than the other cycles.
American Psychological Association (APA)
Zhao, Xuan& Yu, Qiang& Ma, Jian& Wu, Yan& Yu, Man& Ye, Yiming. 2018. Development of a Representative EV Urban Driving Cycle Based on a k-Means and SVM Hybrid Clustering Algorithm. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-18.
https://search.emarefa.net/detail/BIM-1180993
Modern Language Association (MLA)
Zhao, Xuan…[et al.]. Development of a Representative EV Urban Driving Cycle Based on a k-Means and SVM Hybrid Clustering Algorithm. Journal of Advanced Transportation No. 2018 (2018), pp.1-18.
https://search.emarefa.net/detail/BIM-1180993
American Medical Association (AMA)
Zhao, Xuan& Yu, Qiang& Ma, Jian& Wu, Yan& Yu, Man& Ye, Yiming. Development of a Representative EV Urban Driving Cycle Based on a k-Means and SVM Hybrid Clustering Algorithm. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-18.
https://search.emarefa.net/detail/BIM-1180993
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1180993