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Steady Modeling for an Ammonia Synthesis Reactor Based on a Novel CDEAS-LS-SVM Model

Author

Listed:
  • Zhuoqian Liu
  • Lingbo Zhang
  • Wei Xu
  • Xingsheng Gu

Abstract

A steady-state mathematical model is built in order to represent plant behavior under stationary operating conditions. A novel modeling using LS-SVR based on Cultural Differential Evolution with Ant Search is proposed. LS-SVM is adopted to establish the model of the net value of ammonia. The modeling method has fast convergence speed and good global adaptability for identification of the ammonia synthesis process. The LS-SVR model was established using the above-mentioned method. Simulation results verify the validity of the method.

Suggested Citation

  • Zhuoqian Liu & Lingbo Zhang & Wei Xu & Xingsheng Gu, 2014. "Steady Modeling for an Ammonia Synthesis Reactor Based on a Novel CDEAS-LS-SVM Model," Mathematical Problems in Engineering, Hindawi, vol. 2014, pages 1-18, March.
    • Handle: RePEc:hin:jnlmpe:168371
    DOI: 10.1155/2014/168371
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