TY - JOUR
T1 - Application of angularoral spectrum to exploratory analysis of generalized angularoral deterministic signals
AU - Urbanek, Jacek
AU - Barszcz, Tomasz
AU - Jablonski, Adam
N1 - Funding Information:
This work is supported by Polish Ministry of Science and Higher Education under research grant No. IP2012 061572 .
Publisher Copyright:
© 2016 Elsevier Ltd. All rights reserved.
PY - 2016/8/1
Y1 - 2016/8/1
N2 - Vibration-based condition monitoring of rotary machinery develops toward application for highly non-stationary operational conditions, mainly rotational speed and load. If speed and load vary during the acquisition of vibration signal, both, instantaneous amplitudes and instantaneous frequencies of signal components vary accordingly. This scenario causes a strong demand for novel signal processing approach suitable for analysis of such processes. In this paper, angularoral spectrum is introduced as a novel and practical solution for analysis of such signals. The tool is based on well-established principles of angularoral determinism, and allows for representation of energy of analyzed signal on bi-frequency plane related to angular and temporal properties of the signal. Additionally, proposed approach includes amplitude normalization technique in order to give more interpretable measures of amplitude related to varying speed and load. The paper gives overall description of the proposed tool as well as its intuitive explanation from the perspective of signal generation mechanism. The outcome of the angularoral spectrum is presented using generated signal, vibration signal measured on lab test-rig operating with damaged bearing during run-up process, and finally on industrial data from a wind turbine.
AB - Vibration-based condition monitoring of rotary machinery develops toward application for highly non-stationary operational conditions, mainly rotational speed and load. If speed and load vary during the acquisition of vibration signal, both, instantaneous amplitudes and instantaneous frequencies of signal components vary accordingly. This scenario causes a strong demand for novel signal processing approach suitable for analysis of such processes. In this paper, angularoral spectrum is introduced as a novel and practical solution for analysis of such signals. The tool is based on well-established principles of angularoral determinism, and allows for representation of energy of analyzed signal on bi-frequency plane related to angular and temporal properties of the signal. Additionally, proposed approach includes amplitude normalization technique in order to give more interpretable measures of amplitude related to varying speed and load. The paper gives overall description of the proposed tool as well as its intuitive explanation from the perspective of signal generation mechanism. The outcome of the angularoral spectrum is presented using generated signal, vibration signal measured on lab test-rig operating with damaged bearing during run-up process, and finally on industrial data from a wind turbine.
KW - Angularoral spectrum
KW - Generalized angularoral determinism
KW - Rolling element bearings
KW - Varying operational conditions
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U2 - 10.1016/j.apacoust.2016.03.004
DO - 10.1016/j.apacoust.2016.03.004
M3 - Article
AN - SCOPUS:84960459430
SN - 0003-682X
VL - 109
SP - 27
EP - 36
JO - Applied Acoustics
JF - Applied Acoustics
ER -