LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data

In the evaluation of magnetic field data, edge enhancement and detection techniques are important treatments for the interpretation of geological structures. In general geological sense, contiguity of deep and shallow magnetic sources leads to weak and intense anomalies that complicates the interpre...

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Main Authors: Luan Thanh PHAM, Erdinc OKSUM, Thanh Duc DO, Minh LE-HUY, Minh Duc VU, Vinh Duc NGUYEN
Format: Article
Language:English
Published: Earth Science Institute, Slovak Academy of Sciences, Slovakia 2019-12-01
Series:Contributions to Geophysics and Geodesy
Subjects:
Online Access:https://journal.geo.sav.sk/cgg/article/view/214
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spelling doaj-cd760e21dbde427799e3e3d2855b07c22020-11-25T03:38:31ZengEarth Science Institute, Slovak Academy of Sciences, SlovakiaContributions to Geophysics and Geodesy1338-05402019-12-0149442544010.2478/congeo-2019-0022214LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic dataLuan Thanh PHAM0Erdinc OKSUM1Thanh Duc DO2Minh LE-HUY3Minh Duc VU4Vinh Duc NGUYEN5Faculty of Physics, VNU University of Science, Vietnam National University, Hanoi, VietnamS¨uleyman Demirel University, Engineering Faculty, Department of Geophysical Engineering, Isparta, TurkeyFaculty of Physics, VNU University of Science, Vietnam National University, Hanoi, VietnamInstitute of Geophysics, Vietnam Academy of Science and TechnologyFaculty of Physics, VNU University of Science, Vietnam National University, Hanoi, VietnamFaculty of Physics, VNU University of Science, Vietnam National University, Hanoi, VietnamIn the evaluation of magnetic field data, edge enhancement and detection techniques are important treatments for the interpretation of geological structures. In general geological sense, contiguity of deep and shallow magnetic sources leads to weak and intense anomalies that complicates the interpretation to disclose adjacent anomalous sources. Many of the existing filters for edge detection in magnetics mostly have the disadvantage that they require a reduction to pole transformation as the pre-process of the data or they cannot balance weak and intense anomalies and therefore fail in detecting edges of deep and shallow sources simultaneously. This study presents an improved edge detection filter LAS (logistic function of the analytical signal), based on the generalised logistic function configured by the ratio of derivatives of the analytical signal. This novel approach has the capability of reducing the dependence on the direction of the magnetization and also balancing anomalies of sources at different levels of depth. The feasibility of the method is examined on both theoretical and real data cases comparatively with some other methods that utilize the analytical signal in their basis. In comparison, the results demonstrate that the LAS method provides more accurate estimation of edge localization.https://journal.geo.sav.sk/cgg/article/view/214generalised logistic function, analytic signal amplitude, edge detection
collection DOAJ
language English
format Article
sources DOAJ
author Luan Thanh PHAM
Erdinc OKSUM
Thanh Duc DO
Minh LE-HUY
Minh Duc VU
Vinh Duc NGUYEN
spellingShingle Luan Thanh PHAM
Erdinc OKSUM
Thanh Duc DO
Minh LE-HUY
Minh Duc VU
Vinh Duc NGUYEN
LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
Contributions to Geophysics and Geodesy
generalised logistic function, analytic signal amplitude, edge detection
author_facet Luan Thanh PHAM
Erdinc OKSUM
Thanh Duc DO
Minh LE-HUY
Minh Duc VU
Vinh Duc NGUYEN
author_sort Luan Thanh PHAM
title LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
title_short LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
title_full LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
title_fullStr LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
title_full_unstemmed LAS: A combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
title_sort las: a combination of the analytic signal amplitude and the generalised logistic function as a novel edge enhancement of magnetic data
publisher Earth Science Institute, Slovak Academy of Sciences, Slovakia
series Contributions to Geophysics and Geodesy
issn 1338-0540
publishDate 2019-12-01
description In the evaluation of magnetic field data, edge enhancement and detection techniques are important treatments for the interpretation of geological structures. In general geological sense, contiguity of deep and shallow magnetic sources leads to weak and intense anomalies that complicates the interpretation to disclose adjacent anomalous sources. Many of the existing filters for edge detection in magnetics mostly have the disadvantage that they require a reduction to pole transformation as the pre-process of the data or they cannot balance weak and intense anomalies and therefore fail in detecting edges of deep and shallow sources simultaneously. This study presents an improved edge detection filter LAS (logistic function of the analytical signal), based on the generalised logistic function configured by the ratio of derivatives of the analytical signal. This novel approach has the capability of reducing the dependence on the direction of the magnetization and also balancing anomalies of sources at different levels of depth. The feasibility of the method is examined on both theoretical and real data cases comparatively with some other methods that utilize the analytical signal in their basis. In comparison, the results demonstrate that the LAS method provides more accurate estimation of edge localization.
topic generalised logistic function, analytic signal amplitude, edge detection
url https://journal.geo.sav.sk/cgg/article/view/214
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