• DocumentCode
    2437993
  • Title

    Fuzzy logic based 2D position estimation for small robotic fish using low cost MEMS accelerometer

  • Author

    Yoo, Taesuk ; Hong, Sung Kyung ; Ryuh, Youngsun

  • Author_Institution
    Dept. of Aerosp. Eng., Sejong Univ., Seoul, South Korea
  • fYear
    2011
  • fDate
    20-23 June 2011
  • Firstpage
    175
  • Lastpage
    179
  • Abstract
    This paper presents an effective calibration method and a fuzzy logic based smart signal-processing algorithm in order to accurately estimate a 2D position for small robotic fish with MEMS accelerometers. For position estimation, it is easy to be influenced by errors which come from MEMS accelerometer. The sources of error can be categorized into two groups, deterministic type and stochastic type. The former primarily includes bias, scale factor error and non-orthogonality; the latter contains signal drifting. Subsequently, the least squares algorithm is used to modify the deterministic error and the fuzzy filter can suppress the stochastic noise. Therefore, the proposed method integrated of least squares algorithm and fuzzy signal processing is utilized to enhance the accuracy and performance of MEMS accelerometer. The experimental results show the efficiency of this algorithm.
  • Keywords
    accelerometers; autonomous underwater vehicles; calibration; fuzzy logic; micromechanical devices; mobile robots; 2D position estimation; MEMS accelerometer; calibration method; deterministic error; fuzzy filter; fuzzy logic; fuzzy signal processing; least squares algorithm; nonorthogonality; signal drifting; small robotic fish; smart signal processing algorithm; stochastic noise; Accelerometers; Calibration; Detectors; Micromechanical devices; Navigation; Robot sensing systems; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Robotics (ICAR), 2011 15th International Conference on
  • Conference_Location
    Tallinn
  • Print_ISBN
    978-1-4577-1158-9
  • Type

    conf

  • DOI
    10.1109/ICAR.2011.6088593
  • Filename
    6088593