Reliability-based robust design of smart sensing systems for failure diagnostics using piezoelectric materials

被引:11
|
作者
Wang, Pingfeng [1 ]
Wang, Zequn [1 ]
Youn, Byeng D. [2 ]
Lee, Soobum [3 ]
机构
[1] Wichita State Univ, Dept Ind & Mfg Engn, Wichita, KS 67260 USA
[2] Seoul Natl Univ, Sch Mech Engn, Seoul, South Korea
[3] Univ Maryland Baltimore Cty, Dept Mech Engn, Baltimore, MD 21250 USA
基金
美国国家科学基金会;
关键词
Design; Fault diagnosis; Structure sensing; Piezoelectric material; Detectability; Robustness; ARTIFICIAL NEURAL-NETWORKS; SELF-ORGANIZING MAP; COMPOSITE STRUCTURES; SENSOR PLACEMENT; DAMAGE DETECTION; FAULT-DIAGNOSIS; OPTIMIZATION; CLASSIFICATION; IDENTIFICATION; VIBRATION;
D O I
10.1016/j.compstruc.2015.04.012
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a reliability-based robust design approach to develop piezoelectric materials based structural sensing systems for failure diagnostics and prognostics. A detectability measure is defined to evaluate the performance of any given sensing system, and the sensing system design problem can be formulated to maximize detectability for different failure modes by optimally allocating piezoelectric materials into a target structure. This formulation can be conveniently solved within a reliability-based robust design framework to ensure design robustness while considering the uncertainties such as those from structure properties and operation conditions. Two case studies, that design sensor networks for an aircraft wing panel and a power transformer structure, are employed to demonstrate the effectiveness of the proposed methodology in developing multifunctional material sensing systems. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:110 / 121
页数:12
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