• DocumentCode
    1413938
  • Title

    Smart Soft-Sensing for the Feedwater Flowrate at PWRs Using a GMDH Algorithm

  • Author

    Lim, Dong Hyuk ; Lee, Sung Han ; Na, Man Gyun

  • Author_Institution
    Dept. of Nucl. Eng., Chosun Univ., Gwangju, South Korea
  • Volume
    57
  • Issue
    1
  • fYear
    2010
  • Firstpage
    340
  • Lastpage
    347
  • Abstract
    The thermal reactor power in pressurized water reactors (PWRs) is typically assessed using secondary system calorimetric calculations based on accurate measurements of the feedwater flowrate. Therefore, precise measurements of the feedwater flowrate are essential. In most PWRs, Venturi meters are used to measure the feedwater flowrate. However, the fouling phenomena of the Venturi meter deteriorate the accuracy of the existing hardware sensors. Consequently, it is essential to resolve the inaccurate measurements of the feedwater flowrate. In this study, in order to estimate the feedwater flowrate online with high precision, a smart soft sensing model for monitoring the feedwater flowrate was developed using a group method of data handling (GMDH) algorithm combined with a sequential probability ratio test (SPRT). The uncertainty of the GMDH model was also analyzed. The proposed sensing and monitoring algorithm was verified using the acquired real plant data from Yonggwang Nuclear Power Plant Unit 3.
  • Keywords
    fission reactor instrumentation; fission reactor monitoring; flow measurement; light water reactors; neural nets; physics computing; probability; statistical analysis; GMDH algorithm; GMDH model uncertainty; PWR; SPRT; Yonggwang Nuclear Power Plant Unit 3; feedwater flowrate; group method of data handling algorithm; pressurized water reactors; secondary system calorimetric calculations; sequential probability ratio test; smart soft sensing model; thermal reactor power; Data handling; Hardware; Inductors; Instruments; Monitoring; Nuclear measurements; Orifices; Power engineering and energy; Power generation; Power measurement; Feedwater flowrate; Venturi meter; fouling phenomena; group method of data handling (GMDH); soft sensing;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/TNS.2009.2035121
  • Filename
    5410002