Nuclear magnetic resonance T2 spectrum inversion method based on orthogonal matching pursuit algorithm

A technology of orthogonal matching pursuit and nuclear magnetic resonance, applied in computing, special data processing applications, instruments, etc., can solve problems such as low signal to noise, unavoidable terminal non-zero phenomenon, etc., and achieve the effect of improving the solution accuracy

Active Publication Date: 2016-11-23
UNIV OF SCI & TECH OF CHINA
View PDF2 Cites 17 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

But at low signal-to-noise ratio, T 2 It is difficult to avoid the terminal non-zero phenomenon when the number of spectral distribution points is large

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Nuclear magnetic resonance T2 spectrum inversion method based on orthogonal matching pursuit algorithm
  • Nuclear magnetic resonance T2 spectrum inversion method based on orthogonal matching pursuit algorithm
  • Nuclear magnetic resonance T2 spectrum inversion method based on orthogonal matching pursuit algorithm

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0052] The present invention will be further described below in conjunction with the accompanying drawings and specific embodiments.

[0053] 1. Improved algorithm based on singular value decomposition method

[0054] The improved algorithm based on the singular value decomposition method is used in the part of solving the linear equation system in the present invention. The discrete model of linear equations can be written as: Y=AX+ε; where Y is an n×1-dimensional matrix, which represents the measured free induction attenuation signal, n is the number of echoes; X is an m×1-dimensional matrix, It represents the requested T 2 Spectrum, m is the number of relaxation components; A is an n×m dimensional moment, which represents the array signal matrix; ε is an n×1 dimensional matrix, which represents the measured noise signal.

[0055] The algorithm uses the regularization method to obtain the initial solution of the problem, and then uses the singular value decomposition algor...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention discloses a nuclear magnetic resonance T2 spectrum inversion method based on an orthogonal matching pursuit algorithm. A T2 spectrum non-zero value range is determined by utilizing the orthogonal matching pursuit algorithm and then a T2 spectrum is solved in the non-zero value range by adopting a following singular value decomposition algorithm improved by a regularization method; firstly, a problem initial solution is calculated by adopting the regularization method and then the singular value decomposition algorithm is used for carrying out non-negative iteration. The nuclear magnetic resonance T2 spectrum inversion method comprises the following steps: (1): reading original well logging data Y; (2): carrying out median filtering processing on the data and calculating a signal matrix A; (3): calculating a T2 spectrum non-zero zone by utilizing the orthogonal matching pursuit algorithm; (4): calculating the T2 spectrum of a problem in the T2 spectrum non-zero zone by utilizing the singular value decomposition algorithm improved by the regularization method; (5): calculating whether an error is in an allowable range or not; if so, outputting the final T2 spectrum; otherwise, taking the calculated T2 spectrum as the initial solution and returning back to STEP 4 for recalculating; and (6): outputting the final T2 spectrum. The regularization method is introduced and the initial solution is provided, so that the calculation precision of the algorithm can be improved to the great extent.

Description

technical field [0001] The invention relates to signal processing, nuclear magnetic resonance logging T 2 The technical field of spectrum inversion, specifically related to a kind of nuclear magnetic resonance T 2 spectral inversion method. Background technique [0002] Nuclear magnetic resonance (NMR) logging technology is a very effective method to measure the porosity and fluid saturation of rock formations. It has a particularly wide range of applications in the field of oil and gas exploration at home and abroad. The inverse interpretation of spin echo signals measured by NMR logging tools is a key part of NMR logging theory. [0003] The data obtained by NMR logging are free induction attenuation signals, which usually need to be inverted to obtain the T of the transverse relaxation component of the echo train. 2 spectral distribution, and then use the obtained T 2 The spectrum analyzes the fluid properties. Therefore T 2 Spectrum inversion is very important for...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
Patent Type & Authority Applications(China)
IPC IPC(8): G06F19/00
CPCG16Z99/00
Inventor 凌强张梦磊李峰
Owner UNIV OF SCI & TECH OF CHINA
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products