The Free Response of an Identified Model of a Linear System with a Completely Unknown Harmonic Disturbance Exactly Forcasts the Free-Plus-Forced Response of the True System Thereby Enabling Adaptive MPC for Harmonic Disturbance Rejection

Syed Aseem Ul Islam, Khaled F. Aljanaideh, T. Nguyen, I. Kolmanovsky, D. Bernstein
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引用次数: 2

Abstract

This paper considers system identification in the presence of an unmeasured, unknown, and unmatched multitone harmonic disturbance with completely unknown spectrum. It is shown that the identified model possesses spurious poles at the disturbance frequencies that are cancelled by coincident, spurious zeros. Although the presence of the spurious poles is expected, this paper shows that the free response of the identified model is identical—in frequencies, amplitudes, and phases—to the free-plus-forced response of the true system. Consequently, by retaining—rather than cancelling—the coincident, spurious poles and zeros, the identified model has the ability to forecast the future response to an unknown harmonic input over a prediction horizon during which the harmonic disturbance persists. A numerical example illustrates the usefulness of this property to model predictive control with concurrent system identification for rejecting unmeasured, unknown, and unmatched harmonic disturbances with completely unknown spectrum.
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具有完全未知谐波干扰的线性系统的辨识模型的自由响应准确地预测了真系统的自由+强迫响应,从而实现了自适应MPC对谐波干扰的抑制
本文研究了在频谱完全未知的多音谐波干扰下的系统辨识问题。结果表明,所识别的模型在干扰频率处具有伪极点,这些伪极点被重合的伪零所抵消。虽然假极点的存在是预料之中的,但本文表明,识别模型的自由响应在频率、幅度和相位上与真实系统的自由加强迫响应是相同的。因此,通过保留(而不是消除)重合、伪极点和零点,确定的模型有能力在谐波干扰持续存在的预测范围内预测未知谐波输入的未来响应。一个数值例子说明了这一性质对具有并发系统识别的预测控制建模的有用性,以抑制具有完全未知频谱的未测量的、未知的和不匹配的谐波干扰。
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