Kalman Filter for Angle Estimation using Dual Inertial Measurement Units on Unicycle Robot

被引:0
|
作者
Charel, Ekti Radin S. [1 ]
Binugroho, Eko Henfri [1 ]
Rosyidi, M. Anfa'ur [1 ]
Dewanto, R. Sanggar [1 ]
Pramadihanto, Dadet [2 ]
机构
[1] Elect Engn Polytech Inst Surabaya, Mech & Energy Engn Dept, Mech Engn, Surabaya, Indonesia
[2] Elect Engn Polytech Inst Surabaya, Informat & Comp Engn Dept, Comp Engn, Surabaya, Indonesia
关键词
Inertial Measurement Unit; Kalman Filter; Unicycle Robot; Placement sensor;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Inverted pendulum platform is an example of classic unstable control system. Even though the system has been fairly tested and documented, it still draws attention of many researchers due to its application in unicycle robot. In the unicycle robot, there are problems that arise control strategy in the reading position of the robot tilt. This paper proposes to use the Kalman Filter Estimation angle for data processing Inertial Measurement Unit (IMU) to obtain estimates of the robot tilt position. In the previous study also found problems when using only one relatively low speed IMU sensor obstacles that the response given by the sensor. This paper uses two IMU sensor readings to speedup the response of the sensor and get accurate data during a shorter period. The proposed algorithm uses a new sensor placement strategy on a rigid body robot, with a reading sensor in interleaved mode. Kalman Filter algorithm incorporating placement constraints to achieve the estimated position of the robot tilt angle accurately. The results show synchronization time sampling of the two Inertial Measurement Unit (IMU) sensor improves the response and a twice faster in estimating the position of the robot tilt compared to the use of one sensor. Merging time sampling 2 sensors can be applied on a unicycle robot in order to have a quick response to the reading of the tilt position of the robot.
引用
收藏
页码:256 / 261
页数:6
相关论文
共 50 条
  • [21] A New Application of the Extended Kalman Filter to the Estimation of Roll Angles of a Motorcycle with Inertial Measurement Unit
    Romualdi, Lorenzo
    Mancinelli, Nicolo
    De Felice, Alessandro
    Sorrentino, Silvio
    FME TRANSACTIONS, 2020, 48 (02): : 255 - 265
  • [22] An Effective Unscented Kalman Filter for State Estimation of a Gyro-Free Inertial Measurement Unit
    Liu, Chaojun
    Yu, Shuai
    Zhang, Shengzhi
    Yuan, Xuebing
    Liu, Sheng
    2014 IEEE/ION POSITION, LOCATION AND NAVIGATION SYMPOSIUM - PLANS 2014, 2014, : 230 - 235
  • [23] Motion Artifact Reduction in Ambulatory Electrocardiography using Inertial Measurement Units and Kalman Filtering
    Hostettler, Roland
    Lumikari, Tuomas
    Palva, Lauri
    Nieminen, Tuomo
    Sarkka, Simo
    2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2018, : 780 - 787
  • [24] A Markerless Human-Robot Interface Using Particle Filter and Kalman Filter for Dual Robots
    Du, Guanglong
    Zhang, Ping
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 62 (04) : 2257 - 2264
  • [25] Musculoskeletal Estimation Using Inertial Measurement Units and Single Video Image
    Samy, Vincent
    Ayusawa, Ko
    Yoshiyasu, Yusuke
    Sagawa, Ryusuke
    Yoshida, Eiichi
    2019 IEEE INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND ITS SOCIAL IMPACTS (ARSO), 2019, : 39 - 44
  • [26] Synchronous Generator Dual Estimation Using Sigma Points Kalman Filter
    Zoghi, M.
    Yaghobi, H.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2024, 37 (07): : 1239 - 1251
  • [27] Extended Kalman Filter for Spacecraft Pose Estimation Using Dual Quaternions
    Filipe, Nuno
    Kontitsis, Michail
    Tsiotras, Panagiotis
    2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 3187 - 3192
  • [28] Estimation of wheelset equivalent conicity using the dual extended Kalman filter
    Prapanpong Damsongsaeng
    Rickard Persson
    Sebastian Stichel
    Carlos Casanueva
    Multibody System Dynamics, 2024, 60 : 563 - 579
  • [29] Estimation of wheelset equivalent conicity using the dual extended Kalman filter
    Damsongsaeng, Prapanpong
    Persson, Rickard
    Stichel, Sebastian
    Casanueva, Carlos
    MULTIBODY SYSTEM DYNAMICS, 2024, 60 (04) : 563 - 579
  • [30] Extended Kalman Filter for Spacecraft Pose Estimation Using Dual Quaternions
    Filipe, Nuno
    Kontitsis, Michail
    Tsiotras, Panagiotis
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2015, 38 (09) : 1625 - 1641