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A unified method and its application to brake instability analysis involving different types of epistemic uncertainties

机译:统一的方法及其在涉及不同类型不确定性的制动器失稳分析中的应用

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HighlightsA unified method is proposed for epistemic uncertainty analysis.Different types of epistemic uncertainties are considered.Seven uncertainty cases of brake instability analysis are well processed.The method presents good computational accuracy and efficiency compared with MCM.AbstractThe key idea of the proposed method is the use of the equivalent variables named as evidence-based fuzzy variables, which are special evidence variables with fuzzy focal elements. On the basis of the equivalent variables, an uncertainty quantification model is established, in which the unified probabilistic information related to the uncertain responses of engineering systems can be computed with the aid of the fuzziness discretization and reconstruction, the belief and plausibility measures analysis, and the interval response analysis. Monte Carlo simulation is presented as a reference method to validate the accuracy of the proposed method. The proposed method then is extended to perform squeal instability analysis involving different types of epistemic uncertainties. To illustrate the feasibility and effectiveness of the proposed method, seven numerical examples of disc brake instability analysis involving different epistemic uncertainties are provided and analyzed. By conducting appropriate comparisons with reference results, the high accuracy and efficiency of the proposed method on quantifying the effects of different epistemic uncertainties on brake instability are demonstrated.
机译: 突出显示 提出了一种用于认知不确定性分析的统一方法。 考虑了不同类型的认知不确定性。 已成功处理了七个制动不稳定分析的不确定性案例。 该方法具有良好的计算能力与MCM相比具有更高的准确性和效率。 < ce:abstract xmlns:ce =“ http://www.elsevier.com/xml/common/dtd” xmlns =“ http://www.elsevier.com/xml/ja/dtd” id =“ abs0002”视图= “ all” class =“ author”> 摘要 该方法的关键思想是使用名为基于证据的模糊变量的等效变量,这些变量是具有模糊焦点元素的特殊证据变量。在等效变量的基础上,建立了不确定性量化模型,该模型可以通过模糊离散化和重建,信念和合理性分析以及与工程系统不确定性响应相关的统一概率信息来计算。间隔响应分析。提出了蒙特卡罗模拟作为参考方法,以验证所提出方法的准确性。然后将提出的方法扩展到执行涉及不同类型的认知不确定性的尖叫不稳定性分析。为了说明该方法的可行性和有效性,提供并分析了涉及不同认知不确定性的盘式制动器不稳定性分析的七个数值示例。通过与参考结果进行适当的比较,证明了该方法在量化不同认知不确定性对制动不稳定性影响方面的高精度和高效率。

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