Development of Structural Identification Accuracy Indicators Using Fuzzy Logic

Author:

Woodard Stanley E.1,Pappa Richard S.1

Affiliation:

1. NASA Langley Research Center

Abstract

Abstract A fuzzy expert system was developed for autonomous in-space identification of spacecraft modal parameters. The in-space identification can be used to validate analytical predictions, detect structural damage, or tune automatic control systems as required. A fuzzy expert system determines accuracy of vibration data analysis performed autonomously using the Eigensystem Realization Algorithm. Evaluation of the data analysis output is imprecise and somewhat subjective. The expert system was developed using the knowledge provided the co-developer of the Eigensystem Realization Algorithm. The accuracy indicator represents the analyst’s degree of confidence in the analysis results. The fuzzy membership functions of the expert system were parameterized and tuned using numerical optimization.

Publisher

American Society of Mechanical Engineers

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Autonomous Modal Parameter Estimation: Methodology;Conference Proceedings of the Society for Experimental Mechanics Series;2011

2. An automatic frequency domain modal parameter estimation algorithm;Journal of Sound and Vibration;2003-08

3. AUTONOMOUS STRUCTURAL HEALTH MONITORING—PART I: MODAL PARAMETER ESTIMATION AND TRACKING;Mechanical Systems and Signal Processing;2002-07

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