Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components
The energy saving of Plug-in hybrid electric bus (PHEB) can be maximized by co-design method (integrated design of topology, component sizing and energy management). In many cases, the components have been manufactured, so it is a shortcut to realize the co-design with existing components. Motivated...
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doaj-aaad66df94a6466ca5d175d47e1edf772021-05-19T23:03:17ZengIEEEIEEE Access2169-35362020-01-01822201322202410.1109/ACCESS.2020.30439719290040Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing ComponentsNing Yan0https://orcid.org/0000-0002-9468-2887Yan Zhu1https://orcid.org/0000-0001-5718-8225Jian Wu2https://orcid.org/0000-0002-1761-5189Yujie Liu3https://orcid.org/0000-0002-9719-6964Erlei Du4https://orcid.org/0000-0003-4150-8620Xinghua Luo5https://orcid.org/0000-0001-6597-4760School of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaSchool of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaSchool of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaSchool of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaSchool of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaSchool of Mechanical and Automotive Engineering, Liaocheng University, Liaocheng, ChinaThe energy saving of Plug-in hybrid electric bus (PHEB) can be maximized by co-design method (integrated design of topology, component sizing and energy management). In many cases, the components have been manufactured, so it is a shortcut to realize the co-design with existing components. Motivated by this, a Taguchi robust design (TRD) method is proposed for the robust co-design of the PHEB. The main innovation is that the noises of driving cycles and stochastic vehicle mass are considered in the TRD, and the TRD is formulated as a smaller-the-better (STB) problem. Moreover, the signal-to-noise ratio (SNR) is taken as the analysis index, where the fuel economy together with its robustness can be simultaneously enhanced. In specific, the dynamic programming (DP) is firstly taking as the fuel consumption calculation module of the TRD. Then, a series of historical driving cycles and the stochastic vehicle mass are designed as noise factors; the components are designed as control factors. Finally, a receding horizon control (RHC) strategy is deployed to realize adaptive energy management control using the robust component match and the same DP. The TRD results demonstrate that the proposed co-design method is applicable and reasonable; the simulation results show that the RHC strategy can realize adaptive control, and averagely improve the fuel economy by 10.85% compared to a rule-based control strategy.https://ieeexplore.ieee.org/document/9290040/Plug-in hybrid electric busco-designTaguchi robust designreceding horizon controlenergy management |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ning Yan Yan Zhu Jian Wu Yujie Liu Erlei Du Xinghua Luo |
spellingShingle |
Ning Yan Yan Zhu Jian Wu Yujie Liu Erlei Du Xinghua Luo Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components IEEE Access Plug-in hybrid electric bus co-design Taguchi robust design receding horizon control energy management |
author_facet |
Ning Yan Yan Zhu Jian Wu Yujie Liu Erlei Du Xinghua Luo |
author_sort |
Ning Yan |
title |
Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components |
title_short |
Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components |
title_full |
Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components |
title_fullStr |
Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components |
title_full_unstemmed |
Robust Co-Design for Energy Saving of Plug-in Hybrid Electric Bus With Existing Components |
title_sort |
robust co-design for energy saving of plug-in hybrid electric bus with existing components |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
The energy saving of Plug-in hybrid electric bus (PHEB) can be maximized by co-design method (integrated design of topology, component sizing and energy management). In many cases, the components have been manufactured, so it is a shortcut to realize the co-design with existing components. Motivated by this, a Taguchi robust design (TRD) method is proposed for the robust co-design of the PHEB. The main innovation is that the noises of driving cycles and stochastic vehicle mass are considered in the TRD, and the TRD is formulated as a smaller-the-better (STB) problem. Moreover, the signal-to-noise ratio (SNR) is taken as the analysis index, where the fuel economy together with its robustness can be simultaneously enhanced. In specific, the dynamic programming (DP) is firstly taking as the fuel consumption calculation module of the TRD. Then, a series of historical driving cycles and the stochastic vehicle mass are designed as noise factors; the components are designed as control factors. Finally, a receding horizon control (RHC) strategy is deployed to realize adaptive energy management control using the robust component match and the same DP. The TRD results demonstrate that the proposed co-design method is applicable and reasonable; the simulation results show that the RHC strategy can realize adaptive control, and averagely improve the fuel economy by 10.85% compared to a rule-based control strategy. |
topic |
Plug-in hybrid electric bus co-design Taguchi robust design receding horizon control energy management |
url |
https://ieeexplore.ieee.org/document/9290040/ |
work_keys_str_mv |
AT ningyan robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents AT yanzhu robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents AT jianwu robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents AT yujieliu robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents AT erleidu robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents AT xinghualuo robustcodesignforenergysavingofpluginhybridelectricbuswithexistingcomponents |
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1721436150455861248 |