The covariance analysis of the periodically non-stationary random signal with narrow-band modulation of carrier harmonics

The periodically non-stationary random signals (PNRSs), whose carrier harmonics are mo-dulated by jointly stationary high-frequency random processes are analyzed. A representation of the signal in the form of a superposition of high-frequency components is obtained and it is shown that these components are jointly periodically non-stationary random processes. The random process is periodically non-stationary of the second order only in the case when some of the cross-covariance functions of its modulation processes are not equal to zero. The correlations of the PNRP spectral harmonics and the correlations of the modulating processes in series representation are equivalent. Evaluating the specific features of the auto- and cross-covariances for modulating processes as well as contribution of each pair to the covariance component values allows us to detect defects at early stages.

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Publication Details

Journal
Vìdbìr ì obrobka ìnformacìï.
Published
2024-11-18
DOI
https://doi.org/10.15407/vidbir2024.52.019
Primary Topic
Machine Fault Diagnosis Techniques
Type
article
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article

The covariance analysis of the periodically non-stationary random signal with narrow-band modulation of carrier harmonics

Roman Yuzefovych, Oleh Lychak, Роман Хміль, Ihor Javorskyj
Vìdbìr ì obrobka ìnformacìï.
Machine Fault Diagnosis Techniques
article

The covariance analysis of the periodically non-stationary random signal with narrow-band modulation of carrier harmonics

Roman Yuzefovych, Oleh Lychak, Роман Хміль, Ihor Javorskyj
article en

Abstract

The periodically non-stationary random signals (PNRSs), whose carrier harmonics are mo-dulated by jointly stationary high-frequency random processes are analyzed. A representation of the signal in the form of a superposition of high-frequency components is obtained and it is shown that these components are jointly periodically non-stationary random processes. The random process is periodically non-stationary of the second order only in the case when some of the cross-covariance functions of its modulation processes are not equal to zero. The correlations of the PNRP spectral harmonics and the correlations of the modulating processes in series representation are equivalent. Evaluating the specific features of the auto- and cross-covariances for modulating processes as well as contribution of each pair to the covariance component values allows us to detect defects at early stages.

Vìdbìr ì obrobka ìnformacìï.Vol. 2024(52)
Openalex Percentile: Top 76%
Machine Fault Diagnosis Techniques
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