A volume-ratio index for sensitivity analysis of time-dependent models with interval uncertainty inputs

IF 6.4 1区 工程技术 Q1 ENGINEERING, AEROSPACE Aerospace Science and Technology Pub Date : 2025-05-01 Epub Date: 2025-02-17 DOI:10.1016/j.ast.2025.110077
Rongyao Song , Changcong Zhou , Jing Rui , Hanghang Li , Jialu Li
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Abstract

In practical engineering, owing to the presence of physical imperfections, model inaccuracies, and structural complexities, almost all time-dependent systems have physical and geometrical uncertainties to some degree. Analyzing the effects of input uncertainties on the output of time-dependent systems is important. In this paper, we focus on sensitivity analysis for the time-dependent output with interval uncertainties. First, the interval process model is introduced to characterize the uncertainty of the time-dependent output under interval inputs. We develop an interval field model on the basis of an analysis of the interval process model. This model allows visualization of the uncertainty effect of the interval input within its interval range on the time-dependent output. Furthermore, we propose a novel sensitivity index defined by the volume ratio of the interval field model, which is designated the “volume-ratio index”. This index quantifies the contribution of interval variables to the uncertainty in the time-dependent output. Two computational strategies are developed to calculate the proposed index. At last, three examples are presented to show the validity and applicability of the developed method.
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具有区间不确定性输入的时变模型灵敏度分析的体积比指标
在实际工程中,由于物理缺陷、模型不精确和结构复杂性的存在,几乎所有依赖时间的系统都有一定程度的物理和几何不确定性。分析输入不确定性对时变系统输出的影响是很重要的。本文主要研究具有区间不确定性的时变输出的灵敏度分析。首先,引入区间过程模型来表征区间输入条件下时变输出的不确定性。在分析区间过程模型的基础上,建立了区间场模型。该模型允许在区间范围内的区间输入对依赖时间的输出的不确定性影响的可视化。在此基础上,提出了一种新的由区间场模型的体积比定义的灵敏度指标,称为“体积比指数”。该指标量化了区间变量对时变输出中不确定性的贡献。提出了两种计算策略来计算所提出的指数。最后给出了三个算例,验证了该方法的有效性和适用性。
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来源期刊
Aerospace Science and Technology
Aerospace Science and Technology 工程技术-工程:宇航
CiteScore
10.30
自引率
28.60%
发文量
654
审稿时长
54 days
期刊介绍: Aerospace Science and Technology publishes articles of outstanding scientific quality. Each article is reviewed by two referees. The journal welcomes papers from a wide range of countries. This journal publishes original papers, review articles and short communications related to all fields of aerospace research, fundamental and applied, potential applications of which are clearly related to: • The design and the manufacture of aircraft, helicopters, missiles, launchers and satellites • The control of their environment • The study of various systems they are involved in, as supports or as targets. Authors are invited to submit papers on new advances in the following topics to aerospace applications: • Fluid dynamics • Energetics and propulsion • Materials and structures • Flight mechanics • Navigation, guidance and control • Acoustics • Optics • Electromagnetism and radar • Signal and image processing • Information processing • Data fusion • Decision aid • Human behaviour • Robotics and intelligent systems • Complex system engineering. Etc.
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