The use of correlation dimension in condition monitoring of systems with clearance

Citation
C. Craig et al., The use of correlation dimension in condition monitoring of systems with clearance, J SOUND VIB, 231(1), 2000, pp. 1-17
Citations number
18
Categorie Soggetti
Mechanical Engineering
Journal title
JOURNAL OF SOUND AND VIBRATION
ISSN journal
0022460X → ACNP
Volume
231
Issue
1
Year of publication
2000
Pages
1 - 17
Database
ISI
SICI code
0022-460X(20000316)231:1<1:TUOCDI>2.0.ZU;2-U
Abstract
In this paper the application of embedding space and fractal dimension esti mation to monitor the condition of a system with clearance is considered by examining the effect on the correlation dimension of variations of the gap clearance in a bearing system. The model analysed represents an elasticall y supported rotor and stator, subject to excitation by an imbalance, which is restricted to two-dimensional linear movement perpendicular to the axis of rotation. From full-phase space calculations it is found that as the cle arance between the rotor and stator is increased, there is a discernible de crease in the value of the correlation dimension. Thus, it may be feasible to determine changing events such as gap clearance by monitoring the correl ation dimension of the system. Employing the conventional method of delays results in substandard estimates for the correlation dimension. However, mo difying the method of delays by incorporating values from an additional obs ervable into the vectors used for reconstructing the phase space produce re sults in accordance with those from the full-phase space. (C) 2000 Academic Press.