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author:

Peng Yuhui (Peng Yuhui.) [1] (Scholars:彭育辉) | Zhuang Yuan (Zhuang Yuan.) [2] | Yang Huibao (Yang Huibao.) [3]

Indexed by:

EI Scopus SCIE

Abstract:

To establish a representative driving cycle for public urban buses in Fuzhou city, real-world driving data of 18 buses' routes was gathered. Based on acquisition of the real operational data, about 2.2 million seconds of valid data was divided into 8262 micro trips and an evaluation metric comprised of 15 characteristic parameters was established. Next, principal component analysis was applied for dimensionality reduction of the characteristic parameters and all micro trips were classified into different clusters by K-means clustering. Subsequently, the Silhouette equation was introduced as part of the cluster selection procedure. Finally, the target driving cycle, containing a 1227 second speed-time series, was developed according to a comprehensive estimation of six characteristic parameters and a maximum of the speed-acceleration frequency distribution. The experimental results verified the effectiveness and accuracy of the proposed method.

Keyword:

Driving cycle K-means clustering Micro trip Principal component analysis Silhouette equation

Community:

  • [ 1 ] [Peng Yuhui]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Fujian, Peoples R China
  • [ 2 ] [Zhuang Yuan]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Fujian, Peoples R China
  • [ 3 ] [Yang Huibao]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Fujian, Peoples R China
  • [ 4 ] [Peng Yuhui]Xiamen Univ Technol, Collaborat Innovat Ctr R&D Coach & Special Vehicl, Xiamen 361024, Fujian, Peoples R China

Reprint 's Address:

  • 彭育辉

    [Peng Yuhui]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350116, Fujian, Peoples R China;;[Peng Yuhui]Xiamen Univ Technol, Collaborat Innovat Ctr R&D Coach & Special Vehicl, Xiamen 361024, Fujian, Peoples R China

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Source :

CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS

ISSN: 1386-7857

Year: 2019

Volume: 22

Page: S6871-S6880

3 . 4 5 8

JCR@2019

3 . 6 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:162

JCR Journal Grade:1

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 35

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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