Magnetic Locating AGV Navigation Based on Kalman Filter and PID Control

被引:0
|
作者
Xu, BoYang [1 ]
Wang, Dongqing [1 ]
机构
[1] Qingdao Univ, Coll Automat & Elect Engn, Qingdao, Peoples R China
基金
中国国家自然科学基金;
关键词
Kalman filter; magnetic mail positioning; AGV navigation; PID;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to achieve precise navigation of AGV (Automatic Guided Vehicle), In this paper, we proposes a AGV navigation with magnetic nail positioning method based on Kalman filtering (Kt) and PID (Proportion-integral-derivative) control The magnetic nail is placed in the area where the AGV travels, and the current pose information of the AGV is obtained according to the magnetic sensor, and compared with the predetermined path to obtain the current heading deviation. As the input of the PID controller, the position adjustment amount of the AGV is taken as the output. At the same time, the Kalman filtering (Kt) algorithm is used to estimate the state with noise interference, which further improves the positioning accuracy of AGV and simulation is carried out by Matlab software The simulation results show that the proposed Kalman filtering and PID control are effective for magnetic nail positioning AGV navigation. This research has broad application prospects.
引用
收藏
页码:2509 / 2512
页数:4
相关论文
共 50 条
  • [1] A new method of AGV navigation based on Kalman Filter and a magnetic nail localization
    Song, Zhi
    Wu, Xinyu
    Xu, Tiantian
    Sun, Jianquan
    Gao, Qinshi
    He, Yong
    2016 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2016, : 952 - 957
  • [2] Cascade tracking control for AGV based on Kalman filter
    Yin X.
    Zhao H.
    Wu Y.
    Xiong D.
    Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery, 2010, 41 (02): : 180 - 184
  • [3] Based on Kalman Filter Fuzzy PID Control Yuntai
    Lai, Youqiang
    He, Jingfeng
    Yang, Xiaoping
    Ji, Min
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, COMPUTER AND SOCIETY, 2016, 37 : 1866 - 1869
  • [4] PID Control Based on Kalman Filter for DC Motor
    Chen, Kan
    ADVANCES IN APPLIED SCIENCES AND MANUFACTURING, PTS 1 AND 2, 2014, 850-851 : 612 - 615
  • [5] Locating Precision Analysis for the Airborne and Passive Region Navigation System Based on the Kalman Filter
    Chen Yufeng
    Yang Zeyun
    Zuo Jizhang
    Wang Guoding
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 1048 - +
  • [6] Trajectory Tracking of Differential Driven AGV Based on Kalman Filter and Model Predictive Control
    Ku, Zhihao
    Jiang, Yue
    Peng, Kai
    Wang, Hongxia
    2024 3RD CONFERENCE ON FULLY ACTUATED SYSTEM THEORY AND APPLICATIONS, FASTA 2024, 2024, : 1247 - 1252
  • [8] Study on a Kalman Filter based PID Controller
    Wakitani, Shin
    Nakanishi, Hiroki
    Ashida, Yoichiro
    Yamamoto, Toru
    IFAC PAPERSONLINE, 2018, 51 (04): : 422 - 425
  • [9] Fuzzy PID Control based on Kalman Filter in the Stabilized Platform for Stratospheric Airship
    Sun Jietao
    Shen Shaoping
    Xu Guangyu
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 3335 - 3339
  • [10] Developing a Control System by Integrating the Kalman Filter and the PID Control Loop
    Etigunta, Suhas
    Malhotra, Raj
    Carlos, Samuel
    2017 IEEE INTERNATIONAL CONFERENCE ON POWER, CONTROL, SIGNALS AND INSTRUMENTATION ENGINEERING (ICPCSI), 2017, : 338 - 341