Driving-behavior-aware stochastic model predictive control for plug-in hybrid electric buses
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- 作者：Liang Lia ; ; Sixiong Youa ; Chao Yanga ; Bingjie Yana ; Jian Songa ; Zheng Chenb
- 关键词：Driver behavior ; Vehicle control system ; Markov chains ; Modified stochastic model predictive control ; Plug-in hybrid electric bus ; Energy management strategy
- 刊名：Applied Energy
- 出版年：2016
- 出版时间：15 January 2016
- 年：2016
- 卷：162
- 期：Complete
- 页码：868-879
- 全文大小：4524 K
文摘
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The novel approximated global optimal energy management strategy has been proposed for hybrid powertrains.
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Eight typical driving behaviors have been classified with K-means to deal with the multiplicative traffic conditions.
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The stochastic driver models of different driving behaviors were established based on the Markov chains.
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ECMS was used to modify the SMPC-based energy management strategy to improve its fuel economy.
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The approximated global optimal energy management strategy for plug-in hybrid electric buses has been verified and analyzed.