• DocumentCode
    133476
  • Title

    Earth pressure multipoint forecasts and optimal control for EPB shield

  • Author

    Kairu Li ; Yan Zhang ; Cheng Shao

  • Author_Institution
    Sch. of Control Sci. & Eng., Dalian Univ. of Technol., Dalian, China
  • fYear
    2014
  • fDate
    12-13 Sept. 2014
  • Firstpage
    272
  • Lastpage
    276
  • Abstract
    This article discusses multipoint earth pressure prediction issue for EPB (Earth Pressure Balance) shield chamber´s pressure field. Based on advance rate, rotating speed of the cutter head, screw conveyor speed, and the earth pressure measurements, four forecasting models are established for shield chamber pressure points with the adaptive neuro-fuzzy(ANFIS) by minimizing deviation between the corresponding point´s predicted pressures and the settings. Then, use the genetic algorithm to get the optimal screw conveyor speed to control the earth pressure balance tunneling process. Simulation results show that the proposed prediction and the optimal control method give better performance with small tracking error and fast tracking speed.
  • Keywords
    construction equipment; control engineering computing; cutting tools; fuzzy reasoning; genetic algorithms; geotechnical engineering; optimal control; structural engineering computing; ANFIS; EPB shield chamber pressure field; adaptive neuro-fuzzy; cutter head rotating speed; earth pressure balance; earth pressure multipoint forecasts; genetic algorithm; multipoint earth pressure prediction issue; optimal control method; optimal screw conveyor speed; Earth; Fasteners; Genetic algorithms; Mathematical model; Optimization; Predictive models; Tunneling; adaptive neuro-fuzzy; earth pressure balance; genetic algorithm; shield; tunneling parameters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automation and Computing (ICAC), 2014 20th International Conference on
  • Conference_Location
    Cranfield
  • Type

    conf

  • DOI
    10.1109/IConAC.2014.6935499
  • Filename
    6935499