• DocumentCode
    708565
  • Title

    Health-assessment methodology research for SMPS based on simulation

  • Author

    Xuerong Ye ; Cen Chen ; Yixing Wang ; Yuege Zhou ; Vachtsevanos, George

  • Author_Institution
    Sch. of Electr. Eng. & Autom., Harbin Inst. of Technol., Harbin, China
  • fYear
    2015
  • fDate
    26-29 Jan. 2015
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    As the idea of “all-electric” has been proposed and gradually realized in recent years, the power consumption of the system increases substantially, this demands the power supply with better properties and higher reliability. Currently, the prognostics and health management research of the power electronic system, including switch mode power supply (SMPS), are based primarily on field data with specified usage stress. The usage stress (including input voltage, temperature, load, etc.) is specific, therefore, it is difficult to adapt to the measurement in other stress conditions. The tolerance of the system is rarely considered. In addition, the basis of the health-assessment is the database containing degradation features of multi-component degradation. However, the degradation degree of components can rarely be controlled by experiment. By injecting degradation parameters of components into the high fidelity SMPS model, a health-assessment methodology for SMPS based on simulation is proposed. Firstly, SMPS with multi-component degradation in various tolerance and stress conditions is simulated by using the design of experiment (DOE) method; Secondly, the testable signals in the system such as output signals and gate-source voltage of MOSFET are pre-treated to reduce dimensionality and to eliminate redundant information, and the database containing degradation characteristics is created. Then, based on the database, the degradation status of SMPS is identified by Mahalanobis Distance (MD) calculation. The methodology proposed in this paper provides a general platform for prognostics and health-management research of SMPS. A flyback SMPS is studied to prove the effectiveness and accuracy of proposed methodology.
  • Keywords
    MOSFET; design of experiments; switched mode power supplies; DOE method; MOSFET; Mahalanobis Distance calculation; degradation degree; degradation parameters; design of experiment method; flyback SMPS; gate-source voltage; health management research; health-assessment; multicomponent degradation; power consumption; power electronic system; prognostics; switch mode power supply; usage stress; Analytical models; Databases; Degradation; Feature extraction; Monitoring; Stress; Switched-mode power supply; Mahalanobis distance; SMPS; degradation feature database; health-assessment; simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Reliability and Maintainability Symposium (RAMS), 2015 Annual
  • Conference_Location
    Palm Harbor, FL
  • Print_ISBN
    978-1-4799-6702-5
  • Type

    conf

  • DOI
    10.1109/RAMS.2015.7105130
  • Filename
    7105130