Global sensitivity analysis of design variables for porous hydrostatic gas bearings considering uncertainty

IF 3.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Probabilistic Engineering Mechanics Pub Date : 2025-01-01 Epub Date: 2024-12-18 DOI:10.1016/j.probengmech.2024.103722
Yihua Wu , Lixiong Cao , Jiachang Tang , Mingqi Tian
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Abstract

Porous hydrostatic gas bearing (PHGB) utilizes porous materials as restrictors and is widely recognized in mechanical equipment and scientific instruments due to their exceptional stability and load capacity. At present, the design of PHGB relies on deterministic models to calculate bearing capacity and stiffness, and the adjustment of parameters such as air supply pressure and bearing clearance mainly depends on experience. However, uncertainties related to compressor performance, material properties, and manufacturing errors are inevitably introduced in the practical applications, which can significantly affect the design performance of PHGBs. To address these challenges, this paper presents a global sensitivity analysis to identify the sensitive factors causing variations in the mechanical properties of PHGBs. First, a PHGB model is developed based on the Darcy and continuity equations, and its predictive accuracy for bearing characteristics is validated. Subsequently, a global sensitivity analysis method employing sparse polynomial chaos expansion is introduced to quantitatively assess the impact of uncertainties such as supply pressure, bearing length, diameter, clearance, and eccentricity on load capacity and mass flow rate. This analysis identifies the most critical uncertain parameters influencing the mechanical performance of PHGBs. The insights gained from this study will enable designers to comprehensively understand the mechanical performance of bearings under uncertainty while reducing computational costs, thus providing a valuable theoretical foundation for PHGB analysis and design.
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考虑不确定性的多孔静压气体轴承设计变量全局敏感性分析
多孔静压气体轴承(PHGB)利用多孔材料作为节流材料,由于其优异的稳定性和承载能力,在机械设备和科学仪器中得到了广泛的认可。目前,PHGB的设计依赖于确定性模型来计算承载力和刚度,供气压力和轴承间隙等参数的调整主要依靠经验。然而,在实际应用中,不可避免地会引入与压缩机性能、材料性能和制造误差有关的不确定性,这些不确定性会对phgb的设计性能产生重大影响。为了解决这些问题,本文提出了一种全局敏感性分析方法,以确定导致phgb力学性能变化的敏感因素。首先,建立了基于Darcy方程和连续性方程的PHGB模型,并验证了其对轴承特性的预测精度。随后,引入稀疏多项式混沌展开的全局灵敏度分析方法,定量评估了供应压力、轴承长度、直径、间隙和偏心等不确定性因素对承载能力和质量流量的影响。该分析确定了影响phgb力学性能的最关键的不确定参数。从本研究中获得的见解将使设计人员能够全面了解不确定条件下轴承的力学性能,同时降低计算成本,从而为PHGB分析和设计提供有价值的理论基础。
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来源期刊
Probabilistic Engineering Mechanics
Probabilistic Engineering Mechanics 工程技术-工程:机械
CiteScore
3.80
自引率
15.40%
发文量
98
审稿时长
13.5 months
期刊介绍: This journal provides a forum for scholarly work dealing primarily with probabilistic and statistical approaches to contemporary solid/structural and fluid mechanics problems encountered in diverse technical disciplines such as aerospace, civil, marine, mechanical, and nuclear engineering. The journal aims to maintain a healthy balance between general solution techniques and problem-specific results, encouraging a fruitful exchange of ideas among disparate engineering specialities.
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