Vision-Based Basic Safety Message (BSM) Broadcasting System

Tai You Lin; Cheng Wei Peng; Chen Chien Hsu

doi:10.1109/ICCE56470.2023.10043461

Vision-Based Basic Safety Message (BSM) Broadcasting System

Tai You Lin
, Cheng Wei Peng
, Chen Chien Hsu

電機工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章

8 引文斯高帕斯（Scopus）

摘要

With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.

原文	英語
主出版物標題	2023 IEEE International Conference on Consumer Electronics, ICCE 2023
發行者	Institute of Electrical and Electronics Engineers Inc.
ISBN（電子）	9781665491303
DOIs	https://doi.org/10.1109/ICCE56470.2023.10043461
出版狀態	已發佈 - 2023
事件	2023 IEEE International Conference on Consumer Electronics, ICCE 2023 - Las Vegas, 美国持續時間: 2023 1月 6 → 2023 1月 8

出版系列

名字	Digest of Technical Papers - IEEE International Conference on Consumer Electronics
卷	2023-January
ISSN（列印）	0747-668X
ISSN（電子）	2159-1423

會議

會議	2023 IEEE International Conference on Consumer Electronics, ICCE 2023
國家/地區	美国
城市	Las Vegas
期間	2023/01/06 → 2023/01/08

UN SDG

此研究成果有助於以下永續發展目標

SDG 11 永續城鄉

ASJC Scopus subject areas

工業與製造工程
電氣與電子工程

存取文件

10.1109/ICCE56470.2023.10043461

其它文件與鏈接

Link to publication in Scopus

引用此

Lin, T. Y., Peng, C. W., & Hsu, C. C. (2023). Vision-Based Basic Safety Message (BSM) Broadcasting System. 於 2023 IEEE International Conference on Consumer Electronics, ICCE 2023 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; 卷 2023-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE56470.2023.10043461

Vision-Based Basic Safety Message (BSM) Broadcasting System. / Lin, Tai You; Peng, Cheng Wei; Hsu, Chen Chien.
2023 IEEE International Conference on Consumer Electronics, ICCE 2023. Institute of Electrical and Electronics Engineers Inc., 2023. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics; 卷 2023-January).

研究成果: 書貢獻/報告類型 › 會議論文篇章

Lin, TY, Peng, CW & Hsu, CC 2023, Vision-Based Basic Safety Message (BSM) Broadcasting System. 於 2023 IEEE International Conference on Consumer Electronics, ICCE 2023. Digest of Technical Papers - IEEE International Conference on Consumer Electronics, 卷 2023-January, Institute of Electrical and Electronics Engineers Inc., 2023 IEEE International Conference on Consumer Electronics, ICCE 2023, Las Vegas, 美国, 2023/01/06. https://doi.org/10.1109/ICCE56470.2023.10043461

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title = "Vision-Based Basic Safety Message (BSM) Broadcasting System",

abstract = "With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.",

keywords = "Basic Safety Message, CNN, ITS, eMBMS",

author = "Lin, \{Tai You\} and Peng, \{Cheng Wei\} and Hsu, \{Chen Chien\}",

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N2 - With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.

AB - With the growing demands from smart city services, development of intelligent transportation systems has become a popular research field. In this work, we proposed a vision-based basic safety message (BSM) broadcasting system based on SAE J2735 through 3GPP 4G-LTE eMBMS broadcasting technique. Publicly available open government CCTV video data were firstly adopted as the detection source. Through a designed workflow, detection and tracking of the vehicles in the videos can be obtained by YOLOv5x and DeepSORT, respectively. Hence, the speed, location, and ID of each vehicle can be calculated by a BSM generation algorithm to obtain the content elements in SAE J2735 basic safety message. According to the experimental result, the speed and location information can be well transmitted and displayed on the mobile edge device. We expect that the proposed work can be widely applied in ITS applications, benefiting future smart city implementations.

KW - Basic Safety Message

KW - CNN

KW - ITS

KW - eMBMS

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ER -

Vision-Based Basic Safety Message (BSM) Broadcasting System

摘要

出版系列

會議

UN SDG

ASJC Scopus subject areas

存取文件

其它文件與鏈接

指紋

引用此