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Development of a Representative EV Urban Driving Cycle Based on a k-Means and SVM Hybrid Clustering Algorithm
المؤلفون المشاركون
Yu, Qiang
Zhao, Xuan
Ma, Jian
Wu, Yan
Yu, Man
Ye, Yiming
المصدر
Journal of Advanced Transportation
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-18، 18ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-11-05
دولة النشر
مصر
عدد الصفحات
18
التخصصات الرئيسية
الملخص 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.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1180993
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر
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