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A neuro-adaptive inverse speed control mechanism for separately excited DC motor with nonlinearities

机译:具有非线性单独激发直流电动机的神经自适应逆速度控制机构

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DC motors represent a large family of electromechanical actuators for rotary and rectilinear motion control applications. In this paper, we investigate the dynamic behavior of separately excited dc motor with Coulomb friction and dead-zone characteristics. A neuro-adaptive inverse controller is proposed to achieve smooth speed control by minimizing the effect of nonlinearities. The suggested neuro-controller has unique weight update mechanism that guarantees closed-loop system stability on the basis of Lyapunov stability theory. Computer simulations are performed to test the controller efficiency, and the results are compared with a conventional neuro-inverse controller for the sake of validation. The simulation results indeed demonstrate a superior speed control achieved by the proposed controller.
机译:直流电机代表旋转和直线运动控制应用的大型机电致动器系列。在本文中,我们研究了与库仑摩擦和死区特性单独激发直流电动机的动态行为。提出了一种神经自适应逆控制器,通过最小化非线性的效果来实现平滑的速度控制。建议的神经控制器具有独特的重量更新机制,可根据Lyapunov稳定性理论保证闭环系统稳定性。执行计算机仿真以测试控制器效率,并将结果与​​传统的神经反转控制器进行比较,以验证。仿真结果确实证明了所提出的控制器实现的卓越速度控制。

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