Research on Neural Network PID Quadratic Optimal Controller in Active Magnetic Levitation

نویسندگان

  • Zhongqiao Zheng
  • Xiaojing Wang
  • Yanhong Zhang
  • Jiangsheng Zhang
چکیده

In response to the uncertainty, nonlinearity and open-loop instability of active magnetic levitation control system, and neural network PID quadratic optimal controller are designed using optimum control theory. Introducing supervised Hebb learning rule, constraint control for positioning errors and control increment weighting are realized by adjusting weighting coefficients, using weighed sum-squared of the control increment and the deviation between actual position and equilibrium position of the roter in active magnetic levitation system as objective function. The simulation results show that neural network PID quadratic optimal controller can maintain the stable levitation of rotor by effectively improve static and dynamic performances of the system, so as to maintain the stable levitation of rotor in active magnetic levitation system which has stronger anti-jamming capacity and robustness.

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تاریخ انتشار 2014