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Output Feedback Controller Sparsification via H 2-Approximation ?

机译:通过 H 2 -输出近似值

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The problem of optimal sparse output feedback control design for continuous linear time invariant systems is considered. This work adopts the concept of %p-approximation to develop an optimization algorithm capable of synthesizing a structured sparse static controller gain for which the overall closed loop system exhibits empirical frequency characteristics resembling that of the system controlled with a pre-designed centralized controller. We, moreover, modify our optimization problem so that the control signal generated by the sparse controller falls into the vicinity of the centralized control input, in the sense of L norm. Furthermore, we show that our optimization problem can be equivalently reformulated into a rank constrained problem for which we propose to use a tailored version of Alternating Direction Method of Multipliers (ADMM) as a computationally efficient algorithm to sub-optimally solve it. Finally, we illuminate the effectiveness of our proposed method by testing it on randomly generated sample network models.
机译:研究了连续线性时不变系统的最优稀疏输出反馈控制设计问题。这项工作采用%p-逼近的概念来开发一种能够合成结构化的稀疏静态控制器增益的优化算法,该算法的整体闭环系统具有与预先设计的集中控制器控制的系统相似的经验频率特性。此外,我们修改了优化问题,以使稀疏控制器生成的控制信号落入L范数的集中控制输入附近。此外,我们表明,我们的优化问题可以等价地重构为秩约束问题,对于该问题,我们建议使用量身定制的乘数交替方向方法(ADMM)作为计算效率高的算法来次优求解。最后,我们通过在随机生成的样本网络模型上进行测试来阐明所提出方法的有效性。

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