The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance

Xiaowen Bi; Jing V. Wang; Chi-Tsun Cheng; Edward Chung

doi:10.1109/ISPCE-ASIA60405.2023.10365906

The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance

Xiaowen Bi
, Jing V. Wang
, Chi-Tsun Cheng
, Edward Chung

Department of Electrical Engineering

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

1 Citation (Scopus)

Abstract

Regenerative braking has been demonstrated as an effective way in prolonging the mileages of electric vehicle (EV). In this paper, we aim to examine a generic research problem on how to better utilise the regenerative braking for energy efficiency when routing EV. To this end, we consider a Markov decision process (MDP) based model with 4 distinct reward functions to plan the paths for the EV to traverse a hilly landscape. The results show that by using net energy used as the reward function, the most energy-efficient path can be found. In addition, taking proactive detours can be an energy-efficient way to either avoid excessive energy consumption or prompt energy regeneration. © 2023 IEEE.

Original language	English
Title of host publication	IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023
Publisher	IEEE
Number of pages	5
ISBN (Electronic)	9798350361209
ISBN (Print)	9798350361216
DOIs	https://doi.org/10.1109/ISPCE-ASIA60405.2023.10365906
Publication status	Published - 2023
Event	2023 IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-ASIA 2023): Product Safety for Smart City - Shanghai, China Duration: 3 Nov 2023 → 5 Nov 2023 https://dl2link.com/ISPCE

Publication series

Name	ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia
ISSN (Print)	2831-3402
ISSN (Electronic)	2831-3410

Conference

Conference	2023 IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-ASIA 2023)
Abbreviated title	IEEE ISPCE-AS 2023
Place	China
City	Shanghai
Period	3/11/23 → 5/11/23
Internet address	https://dl2link.com/ISPCE

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Research Keywords

electric vehicle
path planning
regenerative braking
road inclination
value iteration

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10.1109/ISPCE-ASIA60405.2023.10365906

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Cite this

Bi, X., Wang, J. V., Cheng, C.-T., & Chung, E. (2023). The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance. In IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia). IEEE. https://doi.org/10.1109/ISPCE-ASIA60405.2023.10365906

@inproceedings{5b3872e47cf94db5b753ab80e5c8fa24,

title = "The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance",

abstract = "Regenerative braking has been demonstrated as an effective way in prolonging the mileages of electric vehicle (EV). In this paper, we aim to examine a generic research problem on how to better utilise the regenerative braking for energy efficiency when routing EV. To this end, we consider a Markov decision process (MDP) based model with 4 distinct reward functions to plan the paths for the EV to traverse a hilly landscape. The results show that by using net energy used as the reward function, the most energy-efficient path can be found. In addition, taking proactive detours can be an energy-efficient way to either avoid excessive energy consumption or prompt energy regeneration. {\textcopyright} 2023 IEEE.",

keywords = "electric vehicle, path planning, regenerative braking, road inclination, value iteration",

author = "Xiaowen Bi and Wang, \{Jing V.\} and Chi-Tsun Cheng and Edward Chung",

year = "2023",

doi = "10.1109/ISPCE-ASIA60405.2023.10365906",

language = "English",

isbn = "9798350361216",

series = "ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia",

publisher = "IEEE",

booktitle = "IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023",

address = "United States",

note = "2023 IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-ASIA 2023) : Product Safety for Smart City, IEEE ISPCE-AS 2023 ; Conference date: 03-11-2023 Through 05-11-2023",

url = "https://dl2link.com/ISPCE",

}

Bi, X, Wang, JV, Cheng, C-T & Chung, E 2023, The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance. in IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023. ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia, IEEE, 2023 IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-ASIA 2023), Shanghai, China, 3/11/23. https://doi.org/10.1109/ISPCE-ASIA60405.2023.10365906

The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance. / Bi, Xiaowen; Wang, Jing V.; Cheng, Chi-Tsun et al.
IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023. IEEE, 2023. (ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

TY - GEN

T1 - The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance

AU - Bi, Xiaowen

AU - Wang, Jing V.

AU - Cheng, Chi-Tsun

AU - Chung, Edward

PY - 2023

Y1 - 2023

N2 - Regenerative braking has been demonstrated as an effective way in prolonging the mileages of electric vehicle (EV). In this paper, we aim to examine a generic research problem on how to better utilise the regenerative braking for energy efficiency when routing EV. To this end, we consider a Markov decision process (MDP) based model with 4 distinct reward functions to plan the paths for the EV to traverse a hilly landscape. The results show that by using net energy used as the reward function, the most energy-efficient path can be found. In addition, taking proactive detours can be an energy-efficient way to either avoid excessive energy consumption or prompt energy regeneration. © 2023 IEEE.

AB - Regenerative braking has been demonstrated as an effective way in prolonging the mileages of electric vehicle (EV). In this paper, we aim to examine a generic research problem on how to better utilise the regenerative braking for energy efficiency when routing EV. To this end, we consider a Markov decision process (MDP) based model with 4 distinct reward functions to plan the paths for the EV to traverse a hilly landscape. The results show that by using net energy used as the reward function, the most energy-efficient path can be found. In addition, taking proactive detours can be an energy-efficient way to either avoid excessive energy consumption or prompt energy regeneration. © 2023 IEEE.

KW - electric vehicle

KW - path planning

KW - regenerative braking

KW - road inclination

KW - value iteration

UR - https://www.scopus.com/pages/publications/85182953981

UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85182953981&origin=recordpage

U2 - 10.1109/ISPCE-ASIA60405.2023.10365906

DO - 10.1109/ISPCE-ASIA60405.2023.10365906

M3 - RGC 32 - Refereed conference paper (with host publication)

SN - 9798350361216

T3 - ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia

BT - IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023

PB - IEEE

T2 - 2023 IEEE International Symposium on Product Compliance Engineering-Asia 2023 (ISPCE-ASIA 2023)

Y2 - 3 November 2023 through 5 November 2023

ER -

Bi X, Wang JV, Cheng CT, Chung E. The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance. In IEEE ISPCE-AS 2023 - IEEE International Symposium on Product Compliance Engineering-Asia 2023. IEEE. 2023. (ISPCE-AS - IEEE International Symposium on Product Compliance Engineering - Asia). Epub 2023 Dec 28. doi: 10.1109/ISPCE-ASIA60405.2023.10365906

The Impact of Regenerative Braking in Electric Vehicles to Energy-efficient Routing Performance

Abstract

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UN SDGs

Research Keywords

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