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Uncertain reduced-order modeling via balanced truncation for structural dynamic systems with interval parameters

机译:具有间隔参数的结构动力系统的平衡截断不确定降阶建模

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To well retain the uncertainty characteristics of the original complex system during the model reduction process, a balanced truncation-based model reduction method for uncertain structural dynamic systems with interval parameters is proposed in this paper. Three different interval propagation analysis approaches, i.e., the first-order interval Taylor series expansion method, the interval vertex approach and the interval collocation method are employed to approximately estimate the lower and upper bounds of the system matrices, the Hankel singular values and the responses of the original system as well as the reduced-order model. The major characteristic of the proposed model reduction method is that the reduced-order model obtained in this way is also as uncertain as the original model. The proposed methods are applied in the reduced-order modeling of a fourth-order single-input-single-output linear time-invariant system and a mass-spring-damper vibration system with interval parameters, and the applicability and accuracy of the methods are demonstrated by considering different uncertainty levels. Results also indicate that the proposed method can provide a more robust and reasonable approximation of the original uncertain system compared with conventional deterministic model reduction approaches. model reduction; interval uncertainties; interval collocation method; interval vertex theorem; first-order interval Taylor series expansion.
机译:为了在模型简化过程中很好地保留原始复杂系统的不确定性特征,提出了一种基于平衡截断的具有区间参数的不确定结构动力系统模型简化方法。三种不同的区间传播分析方法,即一阶区间泰勒级数展开法,区间顶点法和区间配置法,用于近似估计系统矩阵的上下界,汉克奇异值和响应原始系统以及降阶模型。所提出的模型约简方法的主要特征在于,以这种方式获得的降阶模型与原始模型一样具有不确定性。该方法被应用于四阶单输入单输出线性时不变系统和具有间隔参数的质量弹簧-阻尼器振动系统的降阶建模,该方法的适用性和准确性是:通过考虑不同的不确定性水平来证明。结果还表明,与传统的确定性模型约简方法相比,该方法可以为原始不确定系统提供更鲁棒和合理的近似值。模型简化;区间不确定性;区间搭配法区间顶点定理一阶区间泰勒级数展开。

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