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On non-gaussian noise in diagnosis and prognosis: Source, Solutions and Open problem, Detection of Hidden periodicity in vibration signal with non-gaussian characteristics

May 14, 2024

讲座人 Radoslaw Zimroz,Agniezka Wylomanska 讲座时间 May 15th 9:00-11:00
讲座地点 LEE SHAU KEE BUILDING , A407

Date:May 15th 9:00~11:00

Address:LEE SHAU KEE BUILDING,A407

Reporter:Radoslaw Zimroz, Agniezka Wylomanska


Introduction:Radoslaw Zimroz and Agniezka Wylomanska are professors at the Wroclaw University of Science and Technology in Poland, in the departments of

Mechanical Engineering and Applied Mathematics, respectively. They are co-founders of the International Conference on Condition Monitoring and Machinery in Non-stationary operation (CMMNO). Their research mainly focuses on mathematical analysis and mathematical representation in mechanical fault diagnosis.

Professor Radoslaw Zimroz's presentation will focus on the application, solutions, and unresolved issues of non-Gaussian noise in mechanical fault diagnosis and

prognosis. Professor Agniezka Wylomanska will present, from a mathematical perspective, how to extract hidden periodic components from mechanical vibration signals with non-Gaussian characteristics.


Abstract:In many condition monitoring problems the informative component in the signal or extracted feature used for damage detection or future condition forecasting is associated with a noise. Most cases considered in research papers assume Gaussian distribution of mentioned noise. Unfortunately, if this assumption is not fulfilled many classical methods may not provide proper results. In the presentation we introduce the problem, we explain what could be a source of such noise from mechanical perspective, we propose some tools to understand (quantify) the scale of the problem (can methods be used or not?) and finally we discuss some future challenges.

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