Control Strategy for PHEB Based on Actual Driving Cycle with Driving Style Characteristic
Joint Authors
Gao, Jianping
Xu, Zhenhai
Gao, Xiaojie
Source
Journal of Control Science and Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-05-02
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Electronic engineering
Information Technology and Computer Science
Abstract EN
To exert fully the energy economy performance of plug-in hybrid electric buses (PHEBs) and enhance the adaptability to different drivers and driving cycles, a control strategy for PHEB based on actual driving cycle with driving style characteristic is proposed in this paper.
Through the actual city bus driving data, collected in real time, 6 actual driving cycles with driving style characteristic are fitted by using Principal Component Analysis (PCA) and Cluster Analysis (CA).
Based on the 6 driving cycles, the key parameters of rule-based control strategy are optimized and established by a combinatorial optimization algorithm in Isight.
Then, an identification model to recognize the current condition based on the Learning Vector Quantization (LVQ) neural network has been built and trained offline, which is integrated in the control strategy for PHEB to invoke the corresponding optimized key control parameters in real time.
A hardware-in-the-loop (HIL) test is conducted, and the result shows that the proposed strategy could improve the energy consumption by 4.94%, compared with the original rule-based control strategy, and its validity and practicability are fully verified.
American Psychological Association (APA)
Gao, Jianping& Xu, Zhenhai& Gao, Xiaojie. 2019. Control Strategy for PHEB Based on Actual Driving Cycle with Driving Style Characteristic. Journal of Control Science and Engineering،Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1172441
Modern Language Association (MLA)
Gao, Jianping…[et al.]. Control Strategy for PHEB Based on Actual Driving Cycle with Driving Style Characteristic. Journal of Control Science and Engineering No. 2019 (2019), pp.1-14.
https://search.emarefa.net/detail/BIM-1172441
American Medical Association (AMA)
Gao, Jianping& Xu, Zhenhai& Gao, Xiaojie. Control Strategy for PHEB Based on Actual Driving Cycle with Driving Style Characteristic. Journal of Control Science and Engineering. 2019. Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1172441
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1172441