AN IMPROVED COMPLEMENTARY FILTER ALGORITHM IN THE APPLICATION OF THE MOBILE ROBOT ATTITUDE ESTIMATION

被引:3
|
作者
Zhou, Zhaihe [1 ]
Fu, Jiajie [1 ]
Lv, Jianxin [1 ]
Zhang, Qianyun [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Automat Engn, Nanjing, Jiangsu, Peoples R China
来源
MECHATRONIC SYSTEMS AND CONTROL | 2018年 / 46卷 / 04期
基金
中国国家自然科学基金;
关键词
MEMS; mobile robot; attitude estimation; complementary filter;
D O I
10.2316/Journal.201.2018.4.201-2899
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the embedded mobile robot attitude estimation system, the convergence speed of the general algorithm is too slow to get the stable data when starting. This paper proposes an improved complementary filter algorithm based on low-cost microeElectro-mechanical system (MEMS) inertial sensors. According to the output of inertial sensors and the motional characteristics of the mobile robot, we establish a time-correlated parameter equation. The algorithm can adjust the filter parameters in real time and choose the cut-off frequency adaptively. Therefore, convergence speed is increased and the accuracy of the attitude estimation is improved, which makes the mobile robot start smoothly and stably. The experiment results show that the convergence time of the attitude estimation is about 97.4 ms that is 49% lower than that of the general complementary filter.
引用
收藏
页码:163 / 169
页数:7
相关论文
共 50 条
  • [41] Research of Attitude Estimation of UAV Based on Information Fusion of Complementary Filter
    Cao Dong
    Qu Qiang
    Li Chuntao
    He Chenglong
    ICCIT: 2009 FOURTH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND CONVERGENCE INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2009, : 1290 - 1293
  • [42] A Nonlinear Complementary Filter for Attitude Estimation with Dynamics Compensation of MARG Sensor
    Masuya, Ken
    Sugihara, Tomomichi
    2016 IEEE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2016, : 976 - 981
  • [43] Attitude Solving Algorithm and FPGA Implementation of Four-Rotor UAV Based on Improved Mahony Complementary Filter
    Zhu, Yanping
    Liu, Jing
    Yu, Ran
    Mu, Zijian
    Huang, Lei
    Chen, Jinli
    Chen, Jianan
    SENSORS, 2022, 22 (17)
  • [44] Real-Time Nonlinear Complementary Filter on SO(3) for Attitude Estimation of Small-Scale Aerial Robot
    Saealal, Muhammad Salihin
    Derawi, Dafizal
    Salim, Nurul Dayana
    Tumari, Mohd Zaidi Mohd
    2017 INTERNATIONAL CONFERENCE ON VISION, IMAGE AND SIGNAL PROCESSING (ICVISP), 2017, : 109 - 113
  • [45] Nonlinear Complementary Filter for Attitude Estimation by Fusing Inertial Sensors and a Camera
    Zheng, Lingxiao
    Zhan, Xingqun
    Zhang, Xin
    SENSORS, 2020, 20 (23) : 1 - 19
  • [46] Attitude Estimation by Using MEMS IMU with Fuzzy Tuned Complementary Filter
    Duong, Dung Quoc
    Sun, Jinwei
    Nguyen, Tuan Phong
    Luo, Lei
    2016 IEEE INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION AND COMMUNICATION TECHNOLOGY ICEICT 2016 PROCEEDINGS, 2016, : 372 - 378
  • [47] Author Correction to: PSO Aided Adaptive Complementary Filter for Attitude Estimation
    Shashi Poddar
    Parag Narkhede
    Vipan Kumar
    Amod Kumar
    Journal of Intelligent & Robotic Systems, 2018, 91 : 797 - 797
  • [48] Application of Improved K-medoids Algorithm in Charging Station Planning for Mobile Robot
    Yuan, Qingdan
    Liu, Jun
    PROCEEDINGS OF 2017 IEEE 7TH INTERNATIONAL CONFERENCE ON ELECTRONICS INFORMATION AND EMERGENCY COMMUNICATION (ICEIEC), 2017, : 322 - 325
  • [49] Invariant Unscented Kalman Filter with application to attitude estimation
    Condomines, Jean-Philippe
    Seren, Cedric
    Hattenberger, Gautier
    2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2017,
  • [50] Improved Ant Colony Optimization Algorithm and Its Application on Path Planning of Mobile Robot
    Zhao, Juanping
    Fu, Xiuhui
    JOURNAL OF COMPUTERS, 2012, 7 (08) : 2055 - 2062