TY - JOUR
T1 - Assessment for INS/GNSS/Odometer/Barometer Integration in Loosely-Coupled and Tightly-Coupled Scheme in a GNSS-Degraded Environment
AU - Chiang, Kai Wei
AU - Chang, Hsiu Wen
AU - Li, Yu Hua
AU - Tsai, Guang Je
AU - Tseng, Chung Lin
AU - Tien, Yu Chi
AU - Hsu, Pei Ching
N1 - Funding Information:
This work was supported in part by the Department of Land Administration, Ministry of Interior, Executive Yuan, Taiwan (ROC).
Funding Information:
Manuscript received October 13, 2019; revised November 17, 2019; accepted November 17, 2019. Date of publication November 20, 2019; date of current version February 14, 2020. This work was supported in part by the Department of Land Administration, Ministry of Interior, Executive Yuan, Taiwan (ROC). The associate editor coordinating the review of this article and approving it for publication was Dr. You Li. (Corresponding author: Yu-Hua Li.) K.-W. Chiang, Y.-H. Li, G.-J. Tsai, C.-L. Tseng, Y.-C. Tien, and P.-C. Hsu are with the Department of Geomatics, National Cheng Kung University, Tainan 701, Taiwan (e-mail: [email protected]).
Publisher Copyright:
© 2001-2012 IEEE.
PY - 2020/3/15
Y1 - 2020/3/15
N2 - With the increasing demands for seamless landvehicle navigation, systems with robust performance are required in highly urbanized areas. The traditional INS/GNSS integration is widely applied to solve this issue. However, the system still suffers from bad GNSS signal reception and INS time accumulated errors that seamlessness and stability are difficult to maintain. In this study, the performance of the low cost INS/GNSS with aiding sensors, such as an odometer and barometer, was evaluated for both the loosely-coupled (LC) scheme and tightly-coupled (TC) scheme. Moreover, considering barometric error accumulation, a vehicle-behavior based drift control method has been proposed. An experiment was conducted under harsh GNSS-degraded scenarios to assess the characteristics and performance for different sensor combinations, using single constellation (GPS) with single-frequency (L1 band) measurement. Overall, the TC scheme without additional strategies in detecting abnormal measurement encounters more challenges to achieve stable performance. In an INS/GNSS/barometer system with the proposed drift control method, error accumulation under unpredictable environmental changes was successfully mitigated in both schemes. The proposed method can maintain a height accuracy of 2-meter level root mean square even after a long term operation. In an INS/GNSS/odometer combination, improvements were observed in the horizontal and vertical direction for both schemes. According to statistical analysis, an INS/GNSS/odometer/barometercombination shows 16.57% and 6.11% in the horizontal, and 30.71% and 71.28% in the vertical for the LC scheme and TC scheme, compared with an INS/GNSS combination.
AB - With the increasing demands for seamless landvehicle navigation, systems with robust performance are required in highly urbanized areas. The traditional INS/GNSS integration is widely applied to solve this issue. However, the system still suffers from bad GNSS signal reception and INS time accumulated errors that seamlessness and stability are difficult to maintain. In this study, the performance of the low cost INS/GNSS with aiding sensors, such as an odometer and barometer, was evaluated for both the loosely-coupled (LC) scheme and tightly-coupled (TC) scheme. Moreover, considering barometric error accumulation, a vehicle-behavior based drift control method has been proposed. An experiment was conducted under harsh GNSS-degraded scenarios to assess the characteristics and performance for different sensor combinations, using single constellation (GPS) with single-frequency (L1 band) measurement. Overall, the TC scheme without additional strategies in detecting abnormal measurement encounters more challenges to achieve stable performance. In an INS/GNSS/barometer system with the proposed drift control method, error accumulation under unpredictable environmental changes was successfully mitigated in both schemes. The proposed method can maintain a height accuracy of 2-meter level root mean square even after a long term operation. In an INS/GNSS/odometer combination, improvements were observed in the horizontal and vertical direction for both schemes. According to statistical analysis, an INS/GNSS/odometer/barometercombination shows 16.57% and 6.11% in the horizontal, and 30.71% and 71.28% in the vertical for the LC scheme and TC scheme, compared with an INS/GNSS combination.
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U2 - 10.1109/JSEN.2019.2954532
DO - 10.1109/JSEN.2019.2954532
M3 - Article
AN - SCOPUS:85079737533
SN - 1530-437X
VL - 20
SP - 3057
EP - 3069
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 6
M1 - 8907859
ER -