Random Noise Suppression of Magnetic Resonance Sounding Oscillating Signal by Combining Empirical Mode Decomposition and Time-Frequency Peak Filtering

dc.bibliographicCitation.firstPage79917eng
dc.bibliographicCitation.journalTitleIEEE access : practical research, open solutionseng
dc.bibliographicCitation.lastPage79926eng
dc.bibliographicCitation.volume7eng
dc.contributor.authorLin, Tingting
dc.contributor.authorZhang, Yang
dc.contributor.authorMuller-Petke, Mike
dc.date.accessioned2022-03-03T10:33:50Z
dc.date.available2022-03-03T10:33:50Z
dc.date.issued2019
dc.description.abstractMagnetic resonance sounding (MRS) signals are always corrupted by random noise. Although time-frequency peak filtering (TFPF) has been proven to be an effective method to suppress the random noise, it shows shortcomings when processing the oscillating high-frequency MRS signal at about 2 kHz. In this study, a new method combining empirical mode decomposition (EMD) and TFPF is proposed to overcome the TFPF limitation when processing the MRS oscillating signal. With the help of EMD decomposition characteristics, the random-noise-corrupted MRS oscillating signal is first decomposed into several different components which contain frequencies ranging from the highest to the lowest ones. Then, the components which do not have signal frequency are discarded to bring down the level of random noise. The residual components are further processed by TFPF, respectively, based on the theory of instantaneous frequency estimation and the property of noise accumulation. Finally, the de-noised result is obtained by reconstructing the processed components. The numerical simulations on synthetic signals embedded in both artificial noise and real noise show the combined method can improve the signal-to-noise ratios and reduce the uncertainties of signal parameters. In addition, the combined method is applied following a standard processing scheme in field data, and better results are also obtained.eng
dc.description.versionpublishedVersioneng
dc.identifier.urihttps://oa.tib.eu/renate/handle/123456789/8121
dc.identifier.urihttps://doi.org/10.34657/7161
dc.language.isoengeng
dc.publisherNew York, NY : IEEEeng
dc.relation.doihttps://doi.org/10.1109/ACCESS.2019.2923689
dc.relation.essn2169-3536
dc.rights.licenseCC BY 4.0 Unportedeng
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/eng
dc.subject.ddc004eng
dc.subject.ddc621.3eng
dc.subject.otherHydrogeophysicseng
dc.subject.othermagnetic resonance soundingeng
dc.subject.otherrandom noiseeng
dc.subject.othertime-frequency filteringeng
dc.titleRandom Noise Suppression of Magnetic Resonance Sounding Oscillating Signal by Combining Empirical Mode Decomposition and Time-Frequency Peak Filteringeng
dc.typeArticleeng
dc.typeTexteng
tib.accessRightsopenAccesseng
wgl.contributorLIAGeng
wgl.subjectInformatikeng
wgl.typeZeitschriftenartikeleng
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