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Frontiers of Information Technology & Electronic Engineering

ISSN 2095-9184 (print), ISSN 2095-9230 (online)

Modeling of a dynamic dual-input dual-output fast steering mirror system

Abstract: A modeling method is proposed for a dynamic fast steering mirror (FSM) system with dual inputs and dual outputs. A physical model of the FSM system is derived based on first principles, describing the dynamics and coupling between the inputs and outputs of the FSM system. The physical model is then represented in a state-space form. Unknown parameters in the state-space model are identified by the subspace identification algorithm, based on the measured input-output data of the FSM system. The accuracy of the state-space model is evaluated by comparing the model estimates with measurements. The variance-accounted-for value of the state-space model is better than 97%, not only for the modeling data but also for the validation data set, indicating high accuracy of the model. Comparison is also made between the proposed dynamic model and the conventional static model, where improvement in model accuracy is clearly observed. The model identified by the proposed method can be used for optimal controller design for closed-loop FSM systems. The modeling method is also applicable to FSM systems with similar structures.

Key words: Fast steering mirror, Dynamic system, Input-output coupling, Physical modeling, Subspace identification

Chinese Summary  <18> 动态双输入双输出的倾斜镜系统建模

概要:本文主要探究了在传感器采样频率较高(如高速相机、位置传感器中)、倾斜镜动态特性不可忽略的情况下,如何基于实验数据建立开环倾斜镜系统的动态耦合数学模型的问题。分析了系统的动态特性以及输入与输出之间的耦合,提出了基于倾斜镜系统的输入输出数据、采用子空间辨识算法建立倾斜镜系统动态耦合数学模型的方法,并通过实验评估了模型的准确性和建模方法的可行性。实验结果显示,通过该方法所建立的倾斜镜动态耦合模型的VAF(variance-accounted-for)值达到了97%,其准确性相比传统的静态模型有了很大提高,验证了建模方法的可行性。研究成果可用于闭环倾斜镜系统优化反馈控制器的设计,提高系统对于光束偏移矫正的性能。

关键词组:倾斜镜;动态系统;输出输出耦合;物理建模;子空间辨识


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DOI:

10.1631/FITEE.1601221

CLC number:

TP273

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On-line Access:

2017-12-04

Received:

2016-05-01

Revision Accepted:

2016-08-15

Crosschecked:

2017-10-18

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