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An Efficient Inexact NMPC Scheme with Stability and Feasibility Guarantees

机译:具有稳定性和可行性保证的高效不精确NMPC方案

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Abstract: In this paper, an inexact nonlinear model predictive control scheme with reduced computational complexity is proposed. The presented approach exploits fixed sensitivity information precomputed offline at a reference value. This allows one to avoid the online computational effort resulting from the propagation of sensitivities and possibly the corresponding condensing routine when solving the optimal control problem with a sequential quadratic programming method. By performing a numerical simulation of the nonlinear dynamics online, feasibility of the closed-loop trajectories can be preserved in contrast to linear model predictive control schemes. Nominal stability guarantees of the approach are derived and the effectiveness of the scheme is demonstrated on a non-trivial example.
机译:摘要:本文提出了一种降低计算复杂度的不精确非线性模型预测控制方案。所提出的方法利用了在参考值下离线预先计算的固定灵敏度信息。当用顺序二次编程方法解决最优控制问题时,这可以避免由于敏感度的传播以及可能的相应冷凝程序而导致的在线计算工作。通过在线进行非线性动力学的数值模拟,与线性模型预测控制方案相比,可以保持闭环轨迹的可行性。得出了该方法的名义稳定性保证,并在一个非平凡的例子中证明了该方案的有效性。

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