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Cascaded Nonlinear MPC for Realtime Quadrotor Position Tracking ?

机译:级联非线性MPC用于实时四电阻器位置跟踪

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摘要

In this paper we present a cascaded control approach using nonlinear model-predictive controllers for both stages. Using a quadrotor platform as an exemplary target plant with fast nonlinear dynamics, a realtime capable design is proposed that does not require the plant dynamics to exhibit clearly separable time constants as in classical cascaded control. In contrast to similar work we employ NMPC for the inner control loop instead of classical control approaches such as PID control, allowing to keep predictive properties as well as explicit constraint handling. We demonstrate via Monte-Carlo simulations that our design is able to achieve a significantly better position tracking performance of the quadrotor while being equally computationally expensive compared to monolithic position tracking NMPC.
机译:在本文中,我们对两个阶段的非线性模型预测控制器提供了一种级联控制方法。使用四轮压力机平台作为具有快速非线性动力学的示例性目标工厂,提出了一种实时设计的设计,这不需要植物动力学在经典级联控制中表现出明显可分离的时间常数。与类似的工作相比,我们使用NMPC为内部控制回路而不是经典控制方法,例如PID控制,允许保持预测性的属性以及显式约束处理。我们通过Monte-Carlo模拟展示了我们的设计能够在与单片位置跟踪NMPC相比的同时计算Quadrotor的显着更好的位置跟踪性能。

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