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A method for eliminating spike noise in ground NMR data based on collaborative filtering

A ground nuclear magnetic resonance and spike noise technology, which is applied in electron magnetic resonance/nuclear magnetic resonance detection, electric/magnetic exploration, sound wave re-radiation, etc., to achieve the effect of improving accuracy and data quality

Active Publication Date: 2019-07-12
JILIN UNIV
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Problems solved by technology

[0007] The technical problem to be solved by the present invention is to provide a method for eliminating spike noise in ground nuclear magnetic resonance data, and to solve the problem of extracting characteristic parameters of nuclear magnetic resonance signals caused by random and large spike noise in ground nuclear magnetic resonance detection

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  • A method for eliminating spike noise in ground NMR data based on collaborative filtering
  • A method for eliminating spike noise in ground NMR data based on collaborative filtering
  • A method for eliminating spike noise in ground NMR data based on collaborative filtering

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[0040] In order to make the object, technical solution and advantages of the present invention more clear, the present invention will be further described in detail below in conjunction with the examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0041] Taking the same pulse moment 32 times to obtain corresponding 32 sets of ground NMR data as an example for illustration. see figure 1 as shown,

[0042] Step 1, transmit the same pulse moment 32 times, and collect corresponding 32 sets of ground NMR data v=[v 1 ,v 2 ,...,v 32 ] T , where the time-domain waveforms of the first group and the tenth group are as follows figure 2 and image 3 shown.

[0043] Step 2, use the 3σ rule to perform peak detection on 32 sets of measurement data respectively. Calculate the mean value μ and standard deviation σ of the 32 groups of measurement data respectively. First, ju...

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Abstract

The invention relates to a method of removing spike noise from ground nuclear magnetic resonance data based on synergic filtration. The method comprises the steps of judging whether all measurement data under a pulse moment has the spike noise through a 3 sigma rule, dividing the measurement data into a group containing the spike noise and a group containing no spike noise, performing discrete cosine transform and Hadamard transform to form two transform domain coefficients, calculating a filtration coefficient through the transform coefficient of the data without the spike noise, performing filtration on the coefficient of the data containing the spike noise, and at last, performing Hadamard and discrete cosine inverse transform on the filtered coefficient of the data containing the spikenoise to remove the spike noise. According to the method, the data containing a spike noise time period is not deleted or replaced, and a relaxation attenuation characteristic of a ground nuclear magnetic resonance signal is not changed. Through testing, the method has high accuracy of removing the spike noise from the ground nuclear magnetic resonance data and improves extraction precision of asignal characteristic parameter.

Description

technical field [0001] The invention belongs to the field of ground nuclear magnetic resonance data processing, and specifically relates to a method for eliminating spike noise in ground nuclear magnetic resonance data. Background technique [0002] Surface nuclear magnetic resonance is a non-invasive geophysical method to directly detect the occurrence properties of groundwater. It has the advantages of high resolution and quantitative interpretation, and is widely used in water resource exploration and underground engineering water hazard early warning and other fields. However, the signal obtained by the ground NMR method is easily interfered by spike noise, power frequency noise and random noise, resulting in a low signal-to-noise ratio of the collected data. [0003] Spike noise in ground NMR data is mainly random instantaneous large-scale interference caused by solar magnetic storms and electrical equipment ignition, which is characterized by short duration (a few mill...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01V3/14G01V3/38
CPCG01V3/14G01V3/38
Inventor 刁庶王琦蒋川东
Owner JILIN UNIV
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