2023
DOI: 10.3390/app13169140
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Noise Reduction Based on Improved Variational Mode Decomposition for Acoustic Emission Signal of Coal Failure

Abstract: Acoustic emission (AE) signal processing and interpretation are essential in mining engineering to acquire source information about AE events. However, AE signals obtained from coal mine monitoring systems often contain nonlinear noise, limiting the effectiveness of conventional analysis methods. To address this issue, a novel denoising approach using enhanced variational mode decomposition (VMD) and fuzzy entropy is proposed in this study. The denoised AE signal’s spectral multifractal features are analyzed. … Show more

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Cited by 4 publications
(4 citation statements)
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“…AE not only encompasses spatial information regarding internal fractures in complex materials but also conveys the temporal and frequency information associated with the evolution of material fracture. The temporal patterns and frequency characteristics of AE time-frequency feature parameters have been extensively studied and reported [10][11][12][13].…”
Section: Introductionmentioning
confidence: 99%
“…AE not only encompasses spatial information regarding internal fractures in complex materials but also conveys the temporal and frequency information associated with the evolution of material fracture. The temporal patterns and frequency characteristics of AE time-frequency feature parameters have been extensively studied and reported [10][11][12][13].…”
Section: Introductionmentioning
confidence: 99%
“…Now more and more experts apply the b-value of AE to geotechnical engineering and have achieved fruitful results 40 . Uniaxial compression tests were carried out to investigate the b-value characteristics and the denoised AE signal’s spectral multifractal features are analyzed 41 , 42 . The characteristics of AE b-value and material fracture evolution of backfills with different ratios of cement and tailings under compression were studied through uniaxial compression AE tests 43 .…”
Section: Introductionmentioning
confidence: 99%
“…Wu 28 carried out a uniaxial compression test on the masonry specimens and investigated the relationship between the acoustic emission parameters and the damage. Jing 29 has proposed a new noise cancellation method to analyse the acoustic emission signal after noise cancellation, which avoids modal mixing and improves efficiency. Zhang 30 found that coal rocks of different burial depths exhibited different mechanical properties and damage patterns when subjected to triaxial cyclic loading.…”
Section: Introductionmentioning
confidence: 99%