Back-propagation network calculating method of apparent resistivity

A technology of backpropagation network and apparent resistivity, which is applied in electric/magnetic exploration, acoustic wave reradiation, radio wave measurement system, etc. It can solve the problems of calculation process dependence, calculation process instability, large error, etc.

Inactive Publication Date: 2010-02-17
CHONGQING UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] In the numerical calculation method, the process of the early and late calculation methods is: based on the response time t in the response expression of the central loop line, the expression is simplified into two cases from t→0 and t→∞ to calculate. The disadvantage of the method is that the calculated apparent resistivity value has no definition or large error in the early transient stage when fitting the full-range apparent resistivity; iterative calculation using step response, the calculation process is to select an initial iterative value and calculate For the transient response value, the calculation result is compared with the known rece...

Method used

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  • Back-propagation network calculating method of apparent resistivity
  • Back-propagation network calculating method of apparent resistivity
  • Back-propagation network calculating method of apparent resistivity

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Embodiment Construction

[0053] The present invention will be further described in detail in conjunction with the accompanying drawings and the following four schedules;

[0054] Table 1 is a list of Matlab functions selected when training the network

[0055] training method

Call functions

features

Remark

ladder with momentum

descending method

trangdm

Adding the momentum phase is equivalent to the damping term, which reduces the learning process

The oscillation trend in the process improves the convergence term

Incremental momentum

one-step secant method

trainos

The stacking speed is faster

save memory

conjugate ladder

descending method

Traincgf

Traincgp

Traincgb

Automatically adjust the learning rate, increase stability, and increase speed

Accuracy and Accuracy

add one

dimension search

Quasi-Newton Algorithm

trainbfg

The q...

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PUM

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Abstract

The invention relates to a back-propagation network calculating method of apparent resistivity, which is especially suitable for calculating the apparent resistivity under the condition of a transientelectromagnetic detecting center return-wire device and belongs to the field of geophysical exploration and engineering geological exploration. The back-propagation network calculating method of theapparent resistivity comprises the following steps: defining a kernel function of an expression of a secondary magnetic field of the transient electromagnetic detecting center return-wire device, which is changed following time, and establishing a solving function of the apparent resistivity; selecting a sample training function and a reverse training method taking a kernel function value as inputand a transient parameter as output; carrying out initial calculation through measuring values; and guiding calculating results into different network structures according to different measuring characteristics. The back-propagation network calculating method replaces a numerical value method with a trained back-propagation network for calculation, thereby simplifying the calculating process andbeing easy to realize the programming; and in addition, with the parallel structure processing characteristics of a neural network, the calculating time is greatly shortened.

Description

technical field [0001] The present invention relates to the calculation method of apparent resistivity by transient electromagnetic method, which is especially suitable for calculating apparent resistivity under the condition of transient electromagnetic detection center loop device, and is suitable as the inverse problem of solving apparent resistivity by secondary response field by transient electromagnetic method . Background technique [0002] In the field of transient electromagnetic detection, it is necessary to collect the response signal from the transient secondary field by the receiving device, and obtain different apparent resistivities containing geological information through post-processing of the response signal. Apparent resistivity is a parameter used in electrical prospecting to reflect changes in the electrical conductivity of the measurement target, represented by the symbol ρ. In the transient electromagnetic method, the apparent resistivity is equal to...

Claims

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Application Information

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IPC IPC(8): G01V3/38
Inventor 付志红谢林涛张淮清朱学贵苏向丰
Owner CHONGQING UNIV
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