An alternative 2D ICEEMDAN-based denoising method and its application in processing magnetic anomaly dataOAEI
An alternative 2D ICEEMDAN-based denoising method and its application in processing magnetic anomaly data
Due to environmental noise and human factors,magnetic data collected in the field often contain various noises and interferences that significantly affect the subsequent data processing and inter-pretation.Empirical Mode Decomposition(EMD),an adaptive multiscale analysis method for nonlinear and non-stationary signals,is widely used in geophysical and geodetic data processing.Compared with traditional EMD,Improved Complete Ensemble EMD with Adaptive Noise(ICEEMDAN)is more effective in addressing the problem of mode mixing.Based on the principles of ID ICEEMDAN,this paper presents an alternative algorithm for 2D ICEEMDAN,extending its application to two-dimensional scenarios.The effectiveness of the proposed approach is demonstrated through syn-thetic signal experiments,which show that the 2D ICEEMDAN exhibits a weaker mode mixing effect compared to the traditional bidimensional EMD(BEMD)method.Furthermore,to improve the per-formance of the denoising method based on 2D ICEEMDAN and preserve useful signals in high-frequency components,an improved soft thresholding technique is introduced.Synthetic magnetic anomaly data testing indicates that our denoising method effectively preserves signal continuity and outperforms traditional soft thresholding methods.To validate the practical application of this improved threshold denoising method based on 2D ICEEMDAN,it is applied to ground magnetic survey data in the Yandun area of Xinjiang.The results demonstrate the effectiveness of the method in removing noise while retaining essential information from practical magnetic anomaly data.In particular,practical applications suggest that 2D ICEEMDAN can extract trend signals more accurately than the BEMD.In conclusion,as a potential tool for multi-scale decomposition,the 2D ICEEMDAN is versatile in processing and analyzing 2D geophysical and geodetic data.
Jun Xu;Jinsong Du;Changqing Yuan
School of Geophysics and Geomatics,China University of Geosciences,Wuhan 430074,ChinaSchool of Geophysics and Geomatics,China University of Geosciences,Wuhan 430074,China||Hubei Subsurface Multi-scale Imaging Key Laboratory,China University of Geosciences,Wuhan 430074,China||State Key Laboratory of Geological Processes and Mineral Resources,China University of Geosciences,Wuhan 430074,China||Key Laboratory of Geological Survey and Evaluation of Ministry of Education,China University of Geosciences,Wuhan 430074,China
2D ICEEMDANMode mixing effectMagnetic anomalyDenoisingImproved soft thresholding
《大地测量与地球动力学(英文版)》 2024 (005)
465-476 / 12
This work is supported by the National Natural Science Foun-dation of China(No.42174090 and No.42250103),the MOST Spe-cial Fund from the State Key Laboratory of Geological Processes and Mineral Resources(No.MSFGPMR2022-4),the Opening Fund of Key Laboratory of Geological Survey and Evaluation of Ministry of Education(No.GLAB2023ZR02)and the Fundamental Research Funds for the Central Universities.
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