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Nonlinear Model Predictive Controller for the Real-Time control of Fast Dynamic System

机译:快速动态系统实时控制的非线性模型预测控制器

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The computational complexity due to the system's non-linearity and non-convexity, restricts the use of nonlinear model predictive control (NMPC) for fast dynamic real time systems. This paper presents the real time development of the NMPC to control the highly nonlinear fast dynamic single rotary inverted pendulum (SRIP) system in inverted position with 20 millisecond sampling period which corresponds to nonlinear nonconvex optimization problem. This challenging problem is solved with online successive linearization and optimization on the compact reconfigurable input/output (cRIO) (field programmable gate array (FPGA)) hardware platform from National Instruments. The effectiveness of the control algorithm with the rapid disturbance rejection capability is validated using experimental results.
机译:由于系统的非线性和非凸性,计算复杂性限制了非线性模型预测控制(NMPC)在快速动态实时系统中的使用。本文介绍了实时控制系统的发展,该控制系统将高度非线性的快速动态单旋转倒立摆系统(SRIP)控制在倒立位置,采样周期为20毫秒,这对应于非线性非凸优化问题。通过在National Instruments的紧凑型可重新配置输入/输出(cRIO)(现场可编程门阵列(FPGA))硬件平台上进行在线连续线性化和优化,解决了这一具有挑战性的问题。实验结果验证了具有快速抗干扰能力的控制算法的有效性。

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