Attitude Estimation of Quadrotor UAV Based on QUKF

被引:7
作者
Liang, Tao [1 ]
Yang, Kailai [2 ]
Han, Qiang [1 ,3 ]
Li, Chenjie [1 ]
Li, Junlin [1 ]
Deng, Qingwen [1 ]
Chen, Shidong [1 ,3 ]
Tuo, Xianguo [1 ,3 ]
机构
[1] Sichuan Univ Sci & Engn, Sch Automat & Informat Engn, Yibin 644005, Peoples R China
[2] Sichuan Univ Sci & Engn, Sch Mech Engn, Yibin 644005, Peoples R China
[3] Sichuan Univ Sci & Engn, Artificial Intelligence Key Lab Sichuan Prov, Yibin 644005, Peoples R China
关键词
Unscented Kalman filter; quaternion; quadrotor UAV; attitude estimation; data fusion;
D O I
10.1109/ACCESS.2023.3320707
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Toward the quadcopter unmanned aerial vehicle (UAV) attitude measurement problem, to improve the accuracy of acquisition of vehicle attitude parameters, and ensure accuracy of subsequent attitude control, the Quaternion-based Unscented Kalman filter (QUKF) data fusion method is presented. This attitude measurement system uses STM32F103 as the central controller, MPU6050 with integrated accelerometer and gyroscope, and magnetometer HMC5883l as the measurement sensor. Coordinate Rotation Relationships for the Attitude Heading Reference System (AHRS) in Quaternions, combining Unscented Kalman Filter (UKF) to Fuse Low-Cost Attitude Measurement Systems, tracking estimation of the genuine attitude of the vehicle. High-precision sensor measurements as real values, by comparing with Extended Kalman Filter (EKF), Complementary Filter (CF), and genuine values to validate and analyze the effectiveness of the algorithm applied to the low-cost attitude measurement system. Experimental results show that the low-cost attitude measurement system using quaternions as state variables combined with UKF can accurately estimate attitude information, providing precise attitude information for subsequent attitude control of UAVs.
引用
收藏
页码:111133 / 111141
页数:9
相关论文
共 50 条
  • [21] Sliding mode control design for the attitude and altitude of the quadrotor UAV
    Eltayeb, Ahmed
    Rahmat, Mohd Fua'ad
    Basri, Mohd Ariffanan Mohd
    INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2020, 13 (01):
  • [22] A cascaded approach for quadrotor's attitude estimation
    Emran, Bara J.
    Al-Omari, Muhannad
    Abdel-Hafez, Mamoun F.
    Jaradat, Mohammad A.
    2ND INTERNATIONAL CONFERENCE ON SYSTEM-INTEGRATED INTELLIGENCE: CHALLENGES FOR PRODUCT AND PRODUCTION ENGINEERING, 2014, 15 : 268 - 277
  • [23] Adaptive Dynamic Programming-based Fault Tolerant Control for a Quadrotor UAV Attitude Stabilization
    Yang, Shaoyu
    Li, Bo
    Liu, Hui
    Zhang, Haichao
    2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 2612 - 2617
  • [24] Optimal Kalman Filter for state estimation of a quadrotor UAV
    Xiong, Jing-Jing
    Zheng, En-Hui
    OPTIK, 2015, 126 (21): : 2862 - 2868
  • [25] Robust Attitude Control for Quadrotor UAV System with Two Kinds of Disturbances
    Cao, Ning
    Zhou, Yingjiang
    Jiang, Guoping
    Zhou, Fan
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 4431 - 4436
  • [26] Adaptive Linear Quadratic Attitude Tracking Control of a Quadrotor UAV Based on IMU Sensor Data Fusion
    Koksal, N.
    Jalalmaab, M.
    Fidan, B.
    SENSORS, 2019, 19 (01)
  • [27] 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
  • [28] Kalman-based attitude estimation for an UAV via an antenna array
    Cordeiro, Thiago Felippe K.
    da Costa, Joao Paulo L. C.
    Liu, Kefei
    Borges, Geovany A.
    2014 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ICSPCS), 2014,
  • [29] UAV attitude estimation based on MARG and optical flow sensors using gated recurrent unit
    Liu, Xiaoqin
    Li, Xiang
    Shi, Qi
    Xu, Chuanpei
    Tang, Yanmei
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2021, 17 (04)
  • [30] Fractional Order Sliding Mode Control for Attitude and Altitude Stabilization of a Quadrotor UAV
    Cheng, Zhihao
    Ma, Zhiqiang
    Sun, Guanghui
    Dong, Hanlin
    2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 2651 - 2656