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GPS와 차량용 센서의 오차와 지연을 고려한 차량용 자세 및 위치 추정 시스템 개발open accessDevelopment of a pose and position estimation algorithm with considering the error and latency from the GPS and in-vehicle sensors

Other Titles
Development of a pose and position estimation algorithm with considering the error and latency from the GPS and in-vehicle sensors
Authors
Kim, ChangsebHuh, Kunsoo
Issue Date
Sep-2018
Publisher
Korean Society of Automotive Engineers
Keywords
Estimation; GPS; In-vehicle sensor; Latency; Localization
Citation
Transactions of the Korean Society of Automotive Engineers, v.26, no.5, pp.620 - 629
Indexed
SCOPUS
KCI
Journal Title
Transactions of the Korean Society of Automotive Engineers
Volume
26
Number
5
Start Page
620
End Page
629
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/4676
DOI
10.7467/KSAE.2018.26.5.620
ISSN
1225-6382
Abstract
In recent years, a high-level driver safety system, such as an autonomous driving system, has been gradually introduced to production vehicles, leading to increasing research on using GPS to control the motion of a vehicle. On the other hand, GPS modules used in production vehicles have a long output period, unlike expensive GPS receivers. Also, precision is relatively low due to the absence of separate devices for correcting errors. To solve these problems, an estimation algorithm was proposed to reduce uncertainty in the location information from GPS, and to obtain a high frequency data rate that would be suitable to control the vehicle. Unlike existing position estimation methods, the proposed algorithm considered both the error in the in-vehicle sensor and the delay in the output signal of the GPS to improve accuracy while still using a simple and effective tracking algorithm. This was verified through a real car experiment with in-vehicle sensor signals and a low-cost GPS receiver.
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COLLEGE OF ENGINEERING (DEPARTMENT OF AUTOMOTIVE ENGINEERING)
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