Design and experiment of an integrated navigation system for a paddy field scouting robot

被引:7
|
作者
Tian, Yuyuan [1 ]
Mai, Zhenpeng [1 ]
Zeng, Zhiwei [3 ]
Cai, Yinghu [1 ]
Yang, Jinpeng [1 ]
Zhao, Bo [4 ]
Zhu, Xuhua [5 ]
Qi, Long [1 ,2 ]
机构
[1] South China Agr Univ, Coll Engn, Guangzhou 510642, Guangdong, Peoples R China
[2] Guangdong Lab Lingnan Modern Agr, Guangzhou 510642, Guangdong, Peoples R China
[3] Univ Wisconsin River Falls, Dept Agr Engn Technol, River Falls, WI 54022 USA
[4] Chinese Acad Agr Mechanizat Sci Grp Co Ltd, Beijing 100083, Peoples R China
[5] Zhejiang Top Cloud Agri Technol Co Ltd, Hangzhou 310011, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Paddy field; Scouting robot; Navigation system; Kalman filter; AGRICULTURAL ROBOTS; LOCALIZATION; QUALITY;
D O I
10.1016/j.compag.2023.108336
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The navigation system is a crucial part of a paddy field scouting robot, which directly affects the working performance of the robot. The navigation error of the robot was enlarged by the inclination of the robot, which was caused by the uneven surface of the paddy fields. In this study, a map-based navigation system was proposed. The robot navigation map was derived from the planting map of a transplanter. An IMU was integrated with the GNSS to correct the navigation error using the inclination data of the robot through the Kalman filtering technique. A series of simulations and tests were performed to evaluate the performance of the integrated navigation system, including a line following test, a rough road simulation and test, and a row tracking test, as well as a field validation test. The lateral position offset and bearing angle deviation were measured and analyzed to assess the performance. The test results showed that the integrated navigation system significantly reduced the lateral position offset and bearing angle variation by 38.3 % and 26.7 % respectively as compared to the control group without the IMU correction. In the field validation test, the average lateral position offset was 5.93 cm, which was deemed acceptable for paddy field scouting operation in terms of navigation accuracy. In conclusion, the proposed integrated navigation system could be readily applied to the paddy field scouting robot to minimize navigation errors due to uneven ground and random inclination.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] A Design of MIMU/GPS Integrated Navigation System
    Zhang, Xiaoyu
    Song, Chunlei
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3, 2013, 278-280 : 1719 - +
  • [22] Design and experiment of the fertilizer centrifugal broadcaster with guiding chute for paddy field
    Xin M.
    Jiang Z.
    Chen T.
    Song Y.
    Wang Y.
    Huang W.
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2023, 39 (15): : 67 - 75
  • [23] The Design of Integrated Navigation System Based on MBSE
    Yang, Leibin
    Cheng, Nong
    Li, Qing
    2018 IEEE CSAA GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2018,
  • [24] Integrated heterogeneous multi-robot system for collaborative navigation
    Wang, Qining
    Xie, Guangming
    Wang, Long
    Wuj, Ming
    PROCEEDINGS OF THE FRONTIERS IN THE CONVERGENCE OF BIOSCIENCE AND INFORMATION TECHNOLOGIES, 2007, : 651 - 656
  • [25] Design of a Laser Navigation System for Substation Inspection Robot
    Xiao, Peng
    Guo, Rui
    Luan, Yiqing
    Wang, Haipeng
    Li, Li
    Zhang, Feng
    Pang, Dongzhe
    2013 10TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2013, : 739 - 743
  • [26] Design and Experiment of an Autonomous Navigation System for a Cattle Barn Feed-Pushing Robot Based on UWB Positioning
    Chen, Zejin
    Wang, Haifeng
    Zhou, Mengchuang
    Zhu, Jun
    Chen, Jiahui
    Li, Bin
    AGRICULTURE-BASEL, 2024, 14 (05):
  • [27] Deep Neural Network-Based System for Autonomous Navigation in Paddy Field
    Adhikari, Shyam P.
    Kim, Gookhwan
    Kim, Hyongsuk
    IEEE ACCESS, 2020, 8 : 71272 - 71278
  • [28] Multiphase Scouting Control of an Agricultural Field Robot With Reachability Analyses
    Freese, Douglas J.
    Xu, Yunjun
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2019, 141 (05):
  • [29] Potential field navigation system for pioneer 2 mobile robot
    Robotin, R.
    Lazea, G.
    Herle, S.
    Annals of DAAAM for 2003 & Proceedings of the 14th International DAAAM Symposium: INTELLIGENT MANUFACTURING & AUTOMATION: FOCUS ON RECONSTRUCTION AND DEVELOPMENT, 2003, : 389 - 390
  • [30] Design and experiment of an inter-row weeding equipment applied in paddy field
    Jiao J.
    Hu L.
    Chen G.
    Tu T.
    Wang Z.
    Zang Y.
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2023, 39 (24): : 11 - 22