• DocumentCode
    2209599
  • Title

    A Comparison of Multi-Transducer Arrays and Single-Transducer Arrays for the Determination of Multi-Vapor Mixtures

  • Author

    Jin, Chunguang ; Zellers, Edward T. ; Kurzawski, Petra ; Hierlemann, Andreas

  • Author_Institution
    Univ. of Michigan, Ann Arbor
  • fYear
    2007
  • fDate
    28-31 Oct. 2007
  • Firstpage
    1217
  • Lastpage
    1220
  • Abstract
    This study provides a comprehensive analysis of multi-transducer (MT) array performance, illustrating quantitatively the advantages of such arrays over their single-transducer (ST) counterparts. Calibrations were performed for 11 vapors with five cantilevers, five capacitive, and five calorimetric sensors coated with five different polymers. Using these data in Monte Carlo simulations coupled with a disjoint principal component regression pattern recognition algorithm we examine the predicted rates of recognition achievable for analyses of individual vapors and their binary and ternary mixtures. Optimal MT arrays consistently outperform optimal ST arrays of similar dimension, and a number of ternary mixtures could be reliably analyzed with MT arrays that could not be analyzed with any ST arrays. Recognition rates did not increase significantly by including > 5 or 6 sensors in the array.
  • Keywords
    Monte Carlo methods; cantilevers; capacitive sensors; pattern recognition; transducers; Monte Carlo simulations; calibrations; calorimetric sensors; cantilever sensor; capacitive sensor; disjoint principal component regression; multitransducer arrays; multivapor mixtures; pattern recognition algorithm; polymer coating; single-transducer arrays; Calibration; Capacitive sensors; Capacitors; Coatings; Microsensors; Pattern recognition; Performance analysis; Resonance; Sensor arrays; Transducers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensors, 2007 IEEE
  • Conference_Location
    Atlanta, GA
  • ISSN
    1930-0395
  • Print_ISBN
    978-1-4244-1261-7
  • Electronic_ISBN
    1930-0395
  • Type

    conf

  • DOI
    10.1109/ICSENS.2007.4388628
  • Filename
    4388628