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Efficient Reduced-Order System Identification for Linear Systems with Multiple Inputs

机译:具有多个输入的线性系统的有效降阶系统辨识

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摘要

A new, efficient discrete-time-domain system identification and model reduction method for a large-scaled linear dynamic system with multiple inputs is presented. The method is based on a modification of the classical eigensystem realization algorithm and a simultaneous injection of multiple inputs, so called the single-composite-input method. Because the system response is sampled almost exclusively for the single representative input, this technique can significantly reduce the model construction time as well as the amount of the sampled data. For derivation of the new algorithm, the singular value decomposition is performed using output measurements that are not necessarily attributed to pulse inputs. Application to general computational-fluid-dynamic systems and formulation of reduced-order aeroelastic models are also presented. The efficiency and accuracy of the method is demonstrated via a simple aeroelastic system, which is modeled by the three-dimensional vortex lattice and a six-degrees-of-freedom plate-like structure.
机译:提出了一种用于多输入大规模线性动态系统的高效离散时间域系统辨识和模型简化方法。该方法基于经典本征系统实现算法的修改和多个输入的同时注入,即所谓的单复合输入法。由于系统响应几乎是针对单个代表性输入进行采样的,因此该技术可以显着减少模型构建时间以及采样数据量。为了推导新算法,使用不一定归因于脉冲输入的输出测量值执行奇异值分解。还介绍了在一般计算流体动力学系统中的应用以及降阶气动弹性模型的制定。通过一个简单的气动弹性系统证明了该方法的效率和准确性,该系统由三维涡流格子和六自由度板状结构建模。

著录项

  • 来源
    《AIAA Journal》 |2005年第7期|p.1455-1464|共10页
  • 作者

    Taehyoun Kim;

  • 作者单位

    Boeing Commercial Airplane Group, Seattle, Washington 98124-2207;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 航空、航天;航空;
  • 关键词

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