• DocumentCode
    963201
  • Title

    Application of an ANFIS Algorithm to Sensor Data Processing

  • Author

    Depari, Alessandro ; Flammini, Alessandra ; Marioli, Daniele ; Taroni, Andrea

  • Author_Institution
    Dipt. di Elettronica per l´´Automazione, Brescia Univ.
  • Volume
    56
  • Issue
    1
  • fYear
    2007
  • Firstpage
    75
  • Lastpage
    79
  • Abstract
    Some sensors require frequent recalibrations; therefore, calibration cost must be limited. In this paper, a new calibration technique is presented. It is a two-phase method which is based on adaptive neuro-fuzzy networks, and it shows superior performances with respect to traditional algorithms, requiring fewer calibration points and less computational power in the recalibration phase. Feasibility has been demonstrated with a pyroelectric biaxial positioning system, reaching performance to the limit of the adopted test bench, on the order of 20 mum with respect to a whole sensible area of 7 mm times 7 mm
  • Keywords
    calibration; data handling; fuzzy neural nets; sensors; ANFIS algorithm; adaptive network-based fuzzy inference system; adaptive neuro-fuzzy networks; calibration technique; pyroelectric biaxial positioning system; sensor array; sensor calibration; sensor data processing; sensor linearity; two-phase method; Adaptive systems; Calibration; Computer networks; Costs; Data processing; Fuzzy neural networks; Fuzzy systems; Sensor arrays; Sensor phenomena and characterization; Sensor systems; Adaptive network-based fuzzy inference system (ANFIS); neuro-fuzzy; sensor array; sensor calibration; sensor linearity;
  • fLanguage
    English
  • Journal_Title
    Instrumentation and Measurement, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9456
  • Type

    jour

  • DOI
    10.1109/TIM.2006.887321
  • Filename
    4061079