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Preserving signal during random noise attenuation through migration enhancement and local orthogonalization

Li Chao and Zhang Jinhai
Preserving signal during random noise attenuation through migration enhancement and local orthogonalization
Geophysics (October 2022) 87 (5): V451-V466

Abstract

Denoising methods are usually imperfect, causing some signal leakage in the residual data. The local orthogonalization method is powerful for retrieving the leaked signal; however, its original implementation could not effectively retrieve weak residual because the residual data have weak similarity. We develop a process for extracting weak signal by the local orthogonalization method in the migrated domain and then eliminating artifacts and compensating amplitude with two more rounds of local orthogonalization in the original domain. In the migrated domain, the weak signal can be enhanced by energy focusing, but the random noise cannot be systematically enhanced, which allows us to retrieve most of the residual signal using local orthogonalization. After demigrating the retrieved weak signal back to the original domain, we may encounter artifacts caused by the false focus of random noise in the migrated domain. Therefore, we perform the second round of local orthogonalization between the current and initial denoised results to eliminate these artifacts. We further compensate for the amplitude loss caused by migration and demigration using the third round of local orthogonalization between the updated signal and noise sections. Numerical experiments illustrate the superiority of our method over existing methods for retrieving the weak signal for pre- and poststack seismic profiles and ground-penetrating radar data.


ISSN: 0016-8033
EISSN: 1942-2156
Coden: GPYSA7
Serial Title: Geophysics
Serial Volume: 87
Serial Issue: 5
Title: Preserving signal during random noise attenuation through migration enhancement and local orthogonalization
Author(s): Li ChaoZhang Jinhai
Affiliation: Chinese Academy of Sciences, Institute of Geology and Geophysics, Beijing, China
Pages: V451-V466
Published: 202210
Text Language: English
Publisher: Society of Exploration Geophysicists, Tulsa, OK, United States
References: 59
Accession Number: 2023-001395
Categories: Applied geophysics
Document Type: Serial
Bibliographic Level: Analytic
Illustration Description: illus. incl. 1 table
Country of Publication: United States
Secondary Affiliation: GeoRef, Copyright 2023, American Geosciences Institute. Reference includes data from GeoScienceWorld, Alexandria, VA, United States. Reference includes data supplied by Society of Exploration Geophysicists, Tulsa, OK, United States
Update Code: 2023
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