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DOI10.1109/JSEN.2021.3066844
Integrated Bionic Polarized Vision/VINS for Goal-Directed Navigation and Homing in Unmanned Ground Vehicle
Zhou, Wenzhou; Fan, Chen; He, Xiaofeng; Hu, Xiaoping; Fan, Ying; Wu, Xuesong; Shang, Hang
通讯作者Fan, C (corresponding author), Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410073, Peoples R China.
来源期刊IEEE SENSORS JOURNAL
ISSN1530-437X
EISSN1558-1748
出版年2021
卷号21期号:10页码:11232-11241
英文摘要In this paper we present a bionic multi-sensor anavigation and control system for unmanned ground vehicles to complete the homing task. The system consists of the pixelated polarized sensor, a Micro Inertial Measurement Unit (MIMU), and a monocular camera. To compensate for the installation error, we provide a joint calibration method for multiple sensors. Utilizing the measurements of pixelated polarized vision sensor, we firstly propose an adaptive integrated method with the Visual-Inertial System. The integrated algorithm can not only solve the ambiguity problem of polarized orientation and reduce the cumulative error of the system, but also increase the navigation output rate and enhance the robustness of the system. We present a homevector-based strategy for the goal-directed navigation and control of the unmanned ground vehicles. When the external data link is interrupted, the unmanned vehicles can return to the starting point autonomously, which benefits for improving the survivability of the system. Finally, we design various experiments to verify the algorithm proposed in this paper. The experimental results of the calibration demonstrate that the RMSE of the orientation after calibration is only 0.014 degrees. In the navigation and homing experiment, the RMSE of the position error is 0.64m, and the minimum homing error is only 0.49m (1.09% of the travelled distance). Finally, we discuss interesting insights gained with respect to future work in multi-sensor integration and robot control strategies.
英文关键词Robots Sensors Navigation Calibration Compass Cameras Robot vision systems Multi-sensor navigation system pixelated polarized vision sensor adaptive Kalman filter robot autonomous navigation
类型Article
语种英语
开放获取类型Bronze
收录类别SCI-E
WOS记录号WOS:000642012400001
WOS关键词VECTOR NAVIGATION ; DESERT ANTS ; SKYLIGHT
WOS类目Engineering, Electrical & Electronic ; Instruments & Instrumentation ; Physics, Applied
WOS研究方向Engineering ; Instruments & Instrumentation ; Physics
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/350532
作者单位[Zhou, Wenzhou; Fan, Chen; He, Xiaofeng; Hu, Xiaoping; Fan, Ying; Wu, Xuesong; Shang, Hang] Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410073, Peoples R China
推荐引用方式
GB/T 7714
Zhou, Wenzhou,Fan, Chen,He, Xiaofeng,et al. Integrated Bionic Polarized Vision/VINS for Goal-Directed Navigation and Homing in Unmanned Ground Vehicle[J],2021,21(10):11232-11241.
APA Zhou, Wenzhou.,Fan, Chen.,He, Xiaofeng.,Hu, Xiaoping.,Fan, Ying.,...&Shang, Hang.(2021).Integrated Bionic Polarized Vision/VINS for Goal-Directed Navigation and Homing in Unmanned Ground Vehicle.IEEE SENSORS JOURNAL,21(10),11232-11241.
MLA Zhou, Wenzhou,et al."Integrated Bionic Polarized Vision/VINS for Goal-Directed Navigation and Homing in Unmanned Ground Vehicle".IEEE SENSORS JOURNAL 21.10(2021):11232-11241.
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