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Model order reduction of dynamical systems: An approach to investigate real and complex poles

机译:动力学系统模型降阶:研究真实极点和复杂极点的方法

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The process of model order reduction facilitates analysis and realization of complex systems while marinating the essential properties of the system and input/output behavior. This research proposes a novel method for model order reduction. The novelty of the proposed method lies in addressing the limitations of dimensionless representation and pole-zero dominance. Both real and complex poles are treated for order reduction. The reduction of dimensionless systems, which considers real poles only, in the field of controls has not been considerably investigated. Even MATLAB has not completely exploited it. This work also investigates the augmentation of dimensionless systems and singular values based order reduction technique. For systems with complex poles, pole-to-pole and pole-to-zero ratios are considered for the reduction. The performance of the proposed method is demonstrated with simulated examples of multiple systems. The results indicate that the error between the unit step responses of the reduced and the high order model is less than 5%. This research may find potential in various applications involving model order reduction including but not limited to; circuit simulation, micro-electromechanical systems, avionics and structural dynamics.
机译:模型阶数减少的过程有助于分析和实现复杂的系统,同时保留系统的基本属性和输入/输出行为。这项研究提出了一种新的模型降阶方法。该方法的新颖之处在于解决了无量纲表示和零极点占优的局限性。实数极点和复数极点都经过处理以减少阶数。在控制领域中,仅考虑实数极点的无量纲系统的减少尚未得到大量研究。甚至MATLAB都没有完全利用它。这项工作还研究了基于量纲减少技术的无量纲系统和奇异值的扩充。对于具有复数极点的系统,考虑将极点比和极点零比用于减小。通过多个系统的仿真实例证明了该方法的性能。结果表明,降阶模型和高阶模型的单位阶跃响应之间的误差小于5%。这项研究可能会在涉及模型降阶的各种应用中找到潜力,包括但不限于;电路仿真,微机电系统,航空电子和结构动力学。

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