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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Main Authors: Ning Yan, Yan Zhu, Jian Wu, Yujie Liu, Erlei Du, Xinghua Luo
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9290040/
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spelling 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/
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