非线性系统的二阶锥规划约束与量化控制技术

Olli Jansson, Matthew Harris
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摘要

本文提出了一种具有有界非线性、凸状态约束和控制约束的系统控制新技术。该技术对于控制约束可以写成凸集或凸集并的问题特别有用。该问题被简化为寻找与线性系统相关的边界解,并表明这可以用有效的二阶锥规划求解器来完成。然后可以从边界解中插值非线性控制。解决了三个工程问题。这些是有界控制和量子化控制的范德波尔振荡器,有界电压控制的直流电动机驱动的钟摆,有界旋转控制加速度的变道机动。对于每个问题,产生的二阶锥程序在大约0.1秒或更短的时间内解决。结果表明,该技术为解决某些具有控制约束的控制问题提供了一种有效的方法。
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A Technique for Constrained and Quantized Control of Nonlinear Systems using Second-order Cone Programming
This paper presents a novel technique for control of systems with bounded nonlinearity, convex state constraints, and control constraints. The technique is particularly useful for problems whose control constraints may be written as convex sets or the union of convex sets. The problem is reduced to finding bounding solutions associated with linear systems, and it is shown that this can be done with efficient second-order cone program solvers. The nonlinear control may then be interpolated from the bounding solutions. Three engineering problems are solved. These are the Van der Pol oscillator with bounded control and with quantized control, a pendulum driven by a DC motor with bounded voltage control, and a lane change maneuver with bounded rotational control acceleration. For each problem, the resulting second-order cone program solves in approximately 0.1 seconds or less. It is concluded that the technique provides an efficient means of solving certain control problems with control constraints.
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