A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process

<p>We present a quality control methodology for the currents of marine controlled-source electromagnetic transmitters . The quality level of the transmitting current directly affects the signal-to-noise ratio (SNR) of the electromagnetic-field data, as received by a multicomponent electromagne...

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Main Authors: R. Yang, M. Wang, G. Wang, M. Deng, J. Jing, X. Li
Format: Article
Language:English
Published: Copernicus Publications 2020-03-01
Series:Geoscientific Instrumentation, Methods and Data Systems
Online Access:https://www.geosci-instrum-method-data-syst.net/9/69/2020/gi-9-69-2020.pdf
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spelling doaj-556eb44e92304ed6a3957afa84a851a62020-11-25T03:33:09ZengCopernicus PublicationsGeoscientific Instrumentation, Methods and Data Systems2193-08562193-08642020-03-019697710.5194/gi-9-69-2020A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy processR. Yang0M. Wang1G. Wang2M. Deng3J. Jing4X. Li5China University of Geosciences (Beijing), Beijing, 100083, ChinaChina University of Geosciences (Beijing), Beijing, 100083, ChinaGuangzhou Marine Geological Survey, Guangzhou, 510075, ChinaChina University of Geosciences (Beijing), Beijing, 100083, ChinaChina University of Geosciences (Beijing), Beijing, 100083, ChinaChina University of Geosciences (Beijing), Beijing, 100083, China<p>We present a quality control methodology for the currents of marine controlled-source electromagnetic transmitters . The quality level of the transmitting current directly affects the signal-to-noise ratio (SNR) of the electromagnetic-field data, as received by a multicomponent electromagnetic receiver from the seabed. Although the transmitting-current stability is sufficient under normal circumstances, the SNR of the received signal can change owing to factors such as outside noise. In some emergency cases such as instrument failure or a sudden increase in electromagnetic interference that we are not aware of, the frequency and properties of the transmitting current, such as its size and waveform, may change. The traditional current monitoring and data playback tools fail to detect and evaluate the anomalies well and in a timely manner, which introduces considerable errors in the later data-processing procedure. Pertaining to these issues, this paper proposes a comprehensive quality evaluation method for the transmitting current. The proposed algorithm, based on the analytic hierarchy process, is first used to analyze five current stability parameters – current frequency, positive amplitudes, negative amplitudes, discrepancy of ideal waveform, and waveform repetition – and then to define the harmonic energy and calculate the quality of transmitting current (QTC) index of the final data to assess the quality of the transmitting current comprehensively. The results of a marine experiment performed in 2016 show that the algorithm can identify abnormal current data and quantitatively evaluate the current conditions. Under normal circumstances, the QTC index is less than 2&thinsp;%. The key findings are that the QTC index changes to more than 4&thinsp;% and some curvilinear features are observed if the transmitting-current quality is poor. These results will provide a positive, significant guide for the evaluation and monitoring of transmitting-current data in marine experiments.</p>https://www.geosci-instrum-method-data-syst.net/9/69/2020/gi-9-69-2020.pdf
collection DOAJ
language English
format Article
sources DOAJ
author R. Yang
M. Wang
G. Wang
M. Deng
J. Jing
X. Li
spellingShingle R. Yang
M. Wang
G. Wang
M. Deng
J. Jing
X. Li
A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
Geoscientific Instrumentation, Methods and Data Systems
author_facet R. Yang
M. Wang
G. Wang
M. Deng
J. Jing
X. Li
author_sort R. Yang
title A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
title_short A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
title_full A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
title_fullStr A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
title_full_unstemmed A comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
title_sort comprehensive data quality evaluation method for the currents of marine controlled-source electromagnetic transmitters based on the analytic hierarchy process
publisher Copernicus Publications
series Geoscientific Instrumentation, Methods and Data Systems
issn 2193-0856
2193-0864
publishDate 2020-03-01
description <p>We present a quality control methodology for the currents of marine controlled-source electromagnetic transmitters . The quality level of the transmitting current directly affects the signal-to-noise ratio (SNR) of the electromagnetic-field data, as received by a multicomponent electromagnetic receiver from the seabed. Although the transmitting-current stability is sufficient under normal circumstances, the SNR of the received signal can change owing to factors such as outside noise. In some emergency cases such as instrument failure or a sudden increase in electromagnetic interference that we are not aware of, the frequency and properties of the transmitting current, such as its size and waveform, may change. The traditional current monitoring and data playback tools fail to detect and evaluate the anomalies well and in a timely manner, which introduces considerable errors in the later data-processing procedure. Pertaining to these issues, this paper proposes a comprehensive quality evaluation method for the transmitting current. The proposed algorithm, based on the analytic hierarchy process, is first used to analyze five current stability parameters – current frequency, positive amplitudes, negative amplitudes, discrepancy of ideal waveform, and waveform repetition – and then to define the harmonic energy and calculate the quality of transmitting current (QTC) index of the final data to assess the quality of the transmitting current comprehensively. The results of a marine experiment performed in 2016 show that the algorithm can identify abnormal current data and quantitatively evaluate the current conditions. Under normal circumstances, the QTC index is less than 2&thinsp;%. The key findings are that the QTC index changes to more than 4&thinsp;% and some curvilinear features are observed if the transmitting-current quality is poor. These results will provide a positive, significant guide for the evaluation and monitoring of transmitting-current data in marine experiments.</p>
url https://www.geosci-instrum-method-data-syst.net/9/69/2020/gi-9-69-2020.pdf
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