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International Journal of Mechanical Engineering and Technology (IJMET)
Volume 9, Issue 7, July 2018, pp. 198–208, Article ID: IJMET_09_07_023
Available online at http://www.iaeme.com/ijmet/issues.asp?JType=IJMET&VType=9&IType=7
ISSN Print: 0976-6340 and ISSN Online: 0976-6359
© IAEME Publication Scopus Indexed
SHANNON ENTROPY A BETTER INDICES FOR
LOCAL DEFECT DETECTION AND TO STUDY
THE EFFECT OF VARIABLE LOADING
CONDITIONS FOR TAPER ROLLER BEARING
Manpreet Singh
Department of Mechanical Engineering, Lovely Professional University, Phagwara, India
Sumit Shoor
Research Scholar, Lovely Professional University, Phagwara, India
Harpreet Singh
Department of Planning and Quality, Nettbuss, AS, Oslo, Norway
ABSTRACT
Statistical parameters are having great significance in bearing condition
monitoring where characteristic signature localization is not possible in time,
frequency or time-frequency domain. In this paper, the presence of local defect is
analyzed by carrying out statistical analysis on Acoustic and Vibration signal. The
variation of statistical parameters for the defective bearing in comparison to healthy
bearing at particular loading condition is presented for the purpose of analysis.
Among all the parameters Shannon entropy (SE) is exhibiting better variations for
defective bearing compared to the healthy bearing for both the signals. It has also
been observed that with increase in loading only standard deviation (
σ
) and SE have
shown downward trend. This might be because of change in characteristics of
signature with loading, the main reason is still underlying. To check the sensitive
parameter for loading among the responded parameters simple sensitivity index (SSI)
is calculated. From the results it has been observed that SE is having better sensitivity
for the loading than
σ
because of its calculation capability in logarithmic scale.
Keywords: Condiition Monitoring, Statistical Analsis, Shanon entropy, local defect,
Taper roller bearing.
Cite this Article: Manpreet Singh, Sumit Shoor and Harpreet Singh, Shannon
Entropy A Better Indices for Local Defect Detection and to Study the Effect of
Variable Loading Conditions for Taper Roller Bearing, International Journal of
Mechanical Engineering and Technology, 9(7), 2018, pp. 198–208
http://www.iaeme.com/IJMET/issues.asp?JType=IJMET&VType=9&IType=7