CN105974385A - Horizontal well logging while drilling and ranging radar echo signal processing method - Google Patents
Horizontal well logging while drilling and ranging radar echo signal processing method Download PDFInfo
- Publication number
- CN105974385A CN105974385A CN201610281197.XA CN201610281197A CN105974385A CN 105974385 A CN105974385 A CN 105974385A CN 201610281197 A CN201610281197 A CN 201610281197A CN 105974385 A CN105974385 A CN 105974385A
- Authority
- CN
- China
- Prior art keywords
- signal
- radar echo
- horizontal well
- processing method
- time
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/02—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
- G01S7/41—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Radar Systems Or Details Thereof (AREA)
Abstract
The invention discloses a horizontal well logging while drilling and ranging radar echo signal processing method. The method includes the following steps that: 1, moving average filtering is performed on radar echo signals, wherein the radar echo signals include a direct wave signal component and a reflected wave signal component; step 2, Fourier transformation is performed on the signals obtained in the step 1, so that the signals can be transformed to the frequency domain from the time domain; step 3, band-pass filtering is performed on the signals; step 4, inverse Fourier transformation is performed on the signals obtained in the step 3, so that the signals can be transformed to the time domain from the frequency domain; step 5, the reflected wave signal component obtained in the step 4 is amplified; and 6, the peak time difference of the direct wave signal component and the reflection wave signal component in the signals obtained the step 5 is obtained, and the peak time difference can be applied to logging and ranging.
Description
Technical field
The present invention, about oil, gas drilling field, returns with probing layer range radar especially with regard to for horizontal well
Ripple signal processing method, is primarily adapted for use in drilling course, in real time with probing layer range radar, horizontal well is received reservoir
The echo-signal on border processes, and obtains the key feature letter of the weak reflection ripple signal produced at reservoir separating surface in echo
Breath, finally realizes the frontier probe of oil reservoir, coal seam and other reservoir, and this technology is the horizontal well core with probing layer range radar
One of heart technology.
Background technology
Along with development and the continuous increase of oil-gas exploration and development difficulty of petroleum industry, petroleum exploration and development industry is
It is increasingly turned to the oil-gas reservoir that exploitation scale is little, oil-gas Layer is thin, poor properties, anisotropism are strong, the special process such as directional well, horizontal well
The application of well increases year by year.In the work progress of these special wells, need to grasp the rock stratum spy that drill bit is drilled in time
Property, quick and precisely find reservoir, thus guiding construction personnel control drill bit runs in the guide in reservoir all the time, in order to greatest extent
Improve recovery ratio.
For ensureing that drill bit creeps into all the time in reservoir, just need the up-and-down boundary face of measurement while drilling reservoir, it is ensured that drill bit is in
Optimum position in reservoir.But, in actual creeping into, due to the limitation of existing detection instrument, often occur that drill bit drills
Reservoir, or the optimum position in reservoir can not be maintained at, the recovery ratio of the resource such as Drilling ratio and oil gas of have impact on reservoir.
When propagating in underground medium due to frequency electromagnetic waves, there is violent relaxation phenomenon, and when reservoir and cap rock
When difference between the dielectric constant of medium is little, the echo at separating surface will be the faintest.Simultaneously as stratum medium
Not homogeneous property, cause the communication process of radar wave also to become sufficiently complex, the most serious to the interference of radar wave, cause play
Strong decay and distortion, make useful reflection wave signal be submerged in noise, and be difficult to.If only by hardware circuit pair
Faint radar return signal detects and identifies, then be far not by far up to the mark.
Summary of the invention
Horizontal well then can solve the problems referred to above well with probing layer range radar, and the present invention is horizontal exploratory shaft sinking layer range finding thunder
One of core technology reached.
In order to extract faint radar return from noise and clutter, the present invention have devised corresponding numeral letter
Number processing method.
The invention provides a kind of for horizontal well with probing layer range radar electromagnetic pulse reflected signal digital processing
Method.When drilling tool pierces after reservoir starts horizontal drilling, and high-frequency electromagnetic pulse sequence launched by the transmitting antenna visiting layer range radar
Row, owing to the relative dielectric constant of reservoir with cap rock there are differences, electromagnetic wave can occur anti-with the edge surface of cap rock at reservoir
Penetrating, the reception antenna of range radar can receive this electromagnetic pulse reflected signal.The main object of the present invention is exactly to receiving sky
The signal that line receives carries out Digital Signal Processing, the time difference that the most i.e. can get reflected signal with launch signal, in conjunction with
Electromagnetic wave spread speed in each rock stratum, can calculate the up-and-down boundary face of reservoir even cap rock.
To achieve these goals, the present invention proposes a kind of horizontal well with probing layer range radar echo signal processing side
Method: first, carries out moving average filter and bandpass filtering treatment to reading the Wave data obtained of sampling, filters out background noise
Etc. random noise, improve signal to noise ratio;Secondly, auto gain control method, Gpr Signal communication process in the earth formation are used
In, electromagnetic wave energy is decayed rapidly, and the amplitude being embodied in amplitude diminishes, and is unfavorable for the identification of radar data waveshape signal, permissible
By automatic gain method, improve the amplitude of faint echo-signal, i.e. do not do at any amplification in the interval that signal is stronger
Reason, only the interval to weak output signal carries out linear or index processing and amplifying, improves the gain amplifier to weak reflection signals, reaches
To making the purpose of radar signal balancing energy, contribute to the tracking to weak reflection ripple signal and identification;Finally, complex value is used
Morlet wavelet method, carries out detection and the identification of characteristic parameter to direct wave or reflection wave signal, obtain direct-path signal with
The time difference of reflection wave signal, then substitute in patent of invention 201310128287.1, patent of invention 201310139143.6 and mention
Velocity of EM-waves and visit layer distance-finding method, i.e. can get border, reservoir and the interplanar distance of drilling tool.
According to embodiments of the invention, it is provided that horizontal well with probing layer range radar echo signal processing method, including
Following steps: step 1, radar echo signal carries out moving average filter, wherein, described radar echo signal includes direct wave
Signal component and reflection wave signal composition;Step 2, the signal obtaining step 1 carry out Fourier transformation, it are changed from time domain
For frequency domain;Step 3, described signal is carried out bandpass filtering;Step 4, the signal obtaining step 3 carry out inverse Fourier transform,
It is converted to time domain from frequency domain;Reflection wave signal composition in step 5, the signal obtaining step 4 is amplified;Step 6,
The signal obtained for step 5, the time to peak obtaining direct-path signal composition therein and reflection wave signal composition is poor, is used for
Spy layer is found range.
The invention provides a kind of for horizontal well with probing layer range radar echo signal processing method.By this it is
System, it is possible to achieve be filtered the weak reflection ripple signal in the echo-signal received, amplification etc. processes, obtain time domain and
The relevant information of frequency domain, completes to transmit electromagnetic wave in reservoir the measurement work of time, in conjunction with electromagnetic wave in reservoir
Velocity of wave information, i.e. can get the up-and-down boundary face of reservoir, thus realizes visiting layer, range finding effect, can control drill bit in real time and exist
Reservoir creeps into, it is ensured that good reservoir Drilling ratio.
The beneficial effects of the present invention is:
1. significantly reduce the design difficulty of circuit, it is possible to achieve the complex process function that hardware circuit is difficult to.
Such as, temporal scalable gain function, just there is bigger difficulty according to special hardware circuit, and compiled by common hardware+software
Journey just can realize easily.Meanwhile, it is easy to change the parameter of whole system by programming, thus adapts to different reservoir and cap rock
Environment, it is achieved various different process functions, has higher motility.
The most reliable and the most stable, processing accuracy is high, is not affected by factors such as circuit devcie internal noise and temperature drifts.
3. down-hole realizes the process to data.Use the present invention, it is not necessary to it is aboveground that the data gathered by receiving terminal transmit,
Data just can be processed by down-hole in real time, solves a difficult problem for high-frequency signal real-time Transmission.
Accompanying drawing explanation
Fig. 1 for the embodiment of the present invention provide a kind of for horizontal well with probing layer range radar echo signal processing side
Method flow chart;
Echo-signal after one group of sampling that Fig. 2 a-2d provides for the embodiment of the present invention is after signal processing method processes
The exemplary plot of result.
Detailed description of the invention
Below, in conjunction with accompanying drawing, the enforcement of technical scheme is described in further detail.
Although it will be appreciated by those of skill in the art that the following description relates to a lot of of embodiment for the present invention
Ins and outs, but be only for the example of the principle for the present invention is described and do not mean that any restriction.The present invention can be suitable for
Occasion outside being different from ins and outs exemplified below, without departing from principle and the spirit of the present invention.
It addition, miscellaneous in order to avoid making the description of this specification be limited to, in description in this manual, may be to can be
The portion of techniques details obtained in prior art data has carried out omission, simplification, accommodation etc. and has processed, and this is for the technology of this area
Will be understood by for personnel, and this does not interferes with the open adequacy of this specification.
With detailed description of the invention, the present invention is described in further detail below in conjunction with the accompanying drawings.
Fig. 1 for the embodiment of the present invention provide for horizontal well with probing layer range radar echo signal processing method stream
Cheng Tu.As it is shown in figure 1, described method includes:
The data gathered are carried out the random noises such as moving average filter, wiping out background noise by step S101;
Step S102, uses Fourier transformation (such as, DIT-FFT butterfly fast Fourier transform), further to data
Process, discrete time domain data is transformed into frequency domain;
Step S103, uses band-pass filtering method, filters out other circuit of down-hole of below 200MHz and more than 500MHz
The harmonic signal that the Electromagnetic Interference signal produced and signal source produce, it is ensured that receive is that reservoir produces with cap interface
The direct-path signal that raw electromagnetic impulse reflection wave signal and transmitting antenna produce;
Step S104, uses inverse Fourier transform IFT method, the frequency-region signal processed is then converted to time-domain signal;
Step S105, uses time domain gain control method, i.e. controls signal time to be amplified in time domain interval, only
Interval beyond direct-path signal is carried out linear or index processing and amplifying, only amplifies faint reflection wave signal, make reception
Signal (direct wave and the echo) balancing energy arrived, is conducive to the detection to weak reflection ripple signal.It is right that time domain gain relies on
Radar echo signal is multiplied by the gain weight function of time change and realizes, i.e.
In formula:For the digital waveform signal after moving average filter and bandpass filtering noise reduction, P (n) is automatically to increase
Benefit weight function,For the digital waveform signal after automatic gain.
For the waveshape signal that energy is big, the weight factor taken advantage of should be little;For the waveshape signal that energy is little, the power taken advantage of
The factor should be big.In order to make faint reflection wave signal that distortion, the weight function factor will not be occurred should to compare over time
Slowly.
Asking for by the realization of signal added-time window, specifically, signal being divided into N number of of gain weight function P (n)
Time window, and the overlap of window when window has half time each, make yield value that violent jump will not occur, then ask for window time each
On mean amplitude of tide Ai, and by window mean amplitude of tide A time eachiWeighter factor P corresponding to window center point when calculating eachi。
Therefore, the mean amplitude of tide computing formula of i-th time window is
In formula: Ti-1For the initial time of i-th time window, Ti+1The termination time for i-th time window.
Gain weight function is
So can calculate to the gain weight P corresponding to i-th time window central pointi, window center when remaining is not
Point gain weight, can by each adjacent time window linear interpolation obtain, so obtained each time delay point correspondence gain weight, from
And each point is calculated gain P (n).
Step S106, uses complex value Morlet wavelet method, obtains envelope signal, carry out direct wave or reflection wave signal
The detection of characteristic parameter and identification.
Morlet small echo is the cosine multiple modulation of Gaussian function, is given by:
Corresponding Fourier is transformed to:
Work as ω0When=0, σ >=1,Namely
Work as ω0When >=5,Then formula (5.14) can approximate and be rewritten as:
Corresponding Fourier transformation is:
Because Morlet small echo is to be generated through cosine multiple modulation by Gaussian function, have good in time domain and frequency domain
Localization property, the present embodiment Morlet small echo is carried out as the characteristic parameter of the mother wavelet function echo-signal to receiving
Extract.
Step S107, by judging the method such as monotonicity or derivation, to the envelope signal after step S106 signal processing
Process, draw the time parameter corresponding to envelope signal peak value, i.e. can get the time difference of direct wave and echo.
Step S108, substitutes in following velocity of EM-waves and spy layer distance-finding method according to this time difference, can realize visiting layer
Distance measurement function, wherein, transmitting radar antenna and two reception antennas are mounted side by side on measurement drilling tool:
According to below equation, distance d of computation and measurement drilling tool to boundary face:
l1=v0t1,
l2=v0t2
L1=v1(t1+Δt1),
L2=v1(t2+Δt2),
Wherein, l1、l2It is to launch antenna respectively to each distance in two reception antennas, L1、L2It is radar letter respectively
From launching antenna to boundary face again to each propagation distance two reception antennas, t number in reservoir1、t2It is straight respectively
Each time in arrived wave signal to two reception antenna, Δ t1、Δt2It is each reception in two reception antennas respectively
Described time to peak in signal is poor, v0It is electromagnetic wave spread speed in annular space, v1It it is electromagnetic wave propagation in oil-gas Layer
Speed.
The echo-signal after one group of sampling that Fig. 2 provides for embodiment of the present invention result after signal processing method processes
Exemplary plot.Fig. 2 a show employing horizontal exploratory shaft sinking layer range radar system and is visiting in layer Range finding experiments, and receiving terminal sample circuit is adopted
The initial data time domain beamformer that collection arrives;It is the initial data collected to be carried out moving average filter and carries logical shown in Fig. 2 b
Oscillogram after filtering noise reduction, by comparing with Fig. 2 a, after moving average and bandpass filtering, significantly reduces and is
The random noise of system inside and out, and unnecessary high and low frequency signal, the waveform after noise reduction is more smooth, and noise is subject to
Certain compacting, signal to noise ratio is higher;Fig. 2 c show the waveform after automatic gain, by comparison diagram 2b, through automatically
After gain method, direct wave can reduce with the contrast of reflection wave signal, and the most original reflection wave signal magnification level is through
The degree that ripple amplifies is bigger, and reflection wave signal feature is the most obvious.Meanwhile, through after a period of time, after reflection wave signal
After the weak electromagnetic ripple signal amplitude of a section is multiplied by bigger yield value, occur in that again the envelope letter of a similar reflection wave signal
Number;The oscillogram that Fig. 2 d obtains after showing complex value Morlet wavelet transformation, by observing Fig. 2 d, the envelope of echo-signal
Feature has been efficiently extracted out, meanwhile, except the direct wave of initial acquisition to data by complex value Morlet wavelet transformation
With the feature of echo substantially outside, the doubtful reflection wave signal that obtains after automatic gain method processes is (i.e. in figure the 2 of mark
Number echo) also clearly extracted.In a word, from Fig. 2 .d, we can clearly extract direct wave and echo
Time value corresponding to signal peak, i.e. can get the time difference of direct wave and reflection wave signal, and this time difference is substituted into range finding
Method, can realize visiting layer distance measurement function.
Finally, it will be appreciated by those of skill in the art that the above embodiment of the present invention can be made various amendment, change
Type and replacement, it each falls within such as protection scope of the present invention defined in the appended claims.
Claims (6)
1. horizontal well is with a probing layer range radar echo signal processing method, comprises the following steps:
Step 1, radar echo signal carrying out moving average filter, wherein, described radar echo signal includes direct-path signal
Composition and reflection wave signal composition;
Step 2, the signal obtaining step 1 carry out Fourier transformation, and from time domain, it is converted to frequency domain;
Step 3, described signal is carried out bandpass filtering;
Step 4, the signal obtaining step 3 carry out inverse Fourier transform, and from frequency domain, it is converted to time domain;
Reflection wave signal composition in step 5, the signal obtaining step 4 is amplified;
Step 6, the signal obtained for step 5, obtain direct-path signal composition therein and the peak value of reflection wave signal composition
Time difference, is used for visiting layer range finding.
Horizontal well the most according to claim 1 is with probing layer range radar echo signal processing method, wherein, in step 3
In, filter Electromagnetic Interference signal and the radar signal of down-hole other circuit generation of below 200MHz and more than 500MHz
The harmonic signal that source produces.
Horizontal well the most according to claim 1 is with probing layer range radar echo signal processing method, wherein, in step 2
In, described Fourier transformation is DIT-FFT butterfly fast Fourier transform.
Horizontal well the most according to claim 1 is with probing layer range radar echo signal processing method, wherein, in step 5
In, according to below equation, the signal obtaining step 4 processes:
In formula:The signal obtained for step 4, P (n) is automatic gain weight function,For the signal after processing, N is letter
Number being averaged the sum of the time window being divided into, wherein, each time window has the overlap of half time window;
Wherein,
Wherein, A (n) is signal average in each time window.
Horizontal well the most according to claim 1 is with probing layer range radar echo signal processing method, wherein, in step 6
In, use complex value Morlet wavelet method, obtain the envelope of the signal obtained in step 5, and obtain direct-path signal therein
The time to peak of the envelope of composition and reflection wave signal composition is poor, is used for visiting layer range finding.
Horizontal well the most according to claim 5 is with probing layer range radar echo signal processing method, wherein, radar emission
Antenna and two reception antennas are mounted side by side on measurement drilling tool, and described method also includes:
Step 7, according to below equation, distance d of computation and measurement drilling tool to boundary face:
l1=v0t1,
l2=v0t2
L1=v1(t1+Δt1),
L2=v1(t2+Δt2),
Wherein, l1、l2It is to launch antenna respectively to each distance in two reception antennas, L1、L2It is that radar signal exists respectively
From launching antenna to boundary face again to each propagation distance two reception antennas, t in reservoir1、t2It is direct wave respectively
Each time in signal to two reception antenna, Δ t1、Δt2It is each reception signal in two reception antennas respectively
In described time to peak poor, v0It is electromagnetic wave spread speed in annular space, v1It is electromagnetic wave propagation speed in oil-gas Layer
Degree.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610281197.XA CN105974385A (en) | 2016-04-29 | 2016-04-29 | Horizontal well logging while drilling and ranging radar echo signal processing method |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610281197.XA CN105974385A (en) | 2016-04-29 | 2016-04-29 | Horizontal well logging while drilling and ranging radar echo signal processing method |
Publications (1)
Publication Number | Publication Date |
---|---|
CN105974385A true CN105974385A (en) | 2016-09-28 |
Family
ID=56994926
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201610281197.XA Pending CN105974385A (en) | 2016-04-29 | 2016-04-29 | Horizontal well logging while drilling and ranging radar echo signal processing method |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN105974385A (en) |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5339084A (en) * | 1992-03-31 | 1994-08-16 | Kabushiki Kaisha Toshiba | Radar apparatus |
CN101357076A (en) * | 2008-08-08 | 2009-02-04 | 重庆大学 | Remote heart reservation index analysis system and method |
CN103174411A (en) * | 2013-04-12 | 2013-06-26 | 中国石油集团钻井工程技术研究院 | Electromagnetic wave source signal system for range radar of horizontal well drilling detection stratum |
CN103174413A (en) * | 2013-04-19 | 2013-06-26 | 中国石油集团钻井工程技术研究院 | Drilling tool and method for detecting reservoir stratum boundary and thickness while drilling |
CN103197311A (en) * | 2013-04-12 | 2013-07-10 | 中国石油集团钻井工程技术研究院 | Electromagnetic wave velocity measuring device and measuring method for horizontal well logging while drilling range radar |
CN103256955A (en) * | 2013-04-22 | 2013-08-21 | 浙江大学 | Method for detecting mechanical pulsing signal based on soft threshold function |
WO2013183271A1 (en) * | 2012-06-05 | 2013-12-12 | パナソニック株式会社 | Signal processing device |
CN103797816A (en) * | 2011-07-14 | 2014-05-14 | 峰力公司 | Speech enhancement system and method |
CN104569947A (en) * | 2015-01-04 | 2015-04-29 | 中国电子科技集团公司第二十二研究所 | Real-time fusion method for multichannel data of ground penetrating radar |
-
2016
- 2016-04-29 CN CN201610281197.XA patent/CN105974385A/en active Pending
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5339084A (en) * | 1992-03-31 | 1994-08-16 | Kabushiki Kaisha Toshiba | Radar apparatus |
CN101357076A (en) * | 2008-08-08 | 2009-02-04 | 重庆大学 | Remote heart reservation index analysis system and method |
CN103797816A (en) * | 2011-07-14 | 2014-05-14 | 峰力公司 | Speech enhancement system and method |
WO2013183271A1 (en) * | 2012-06-05 | 2013-12-12 | パナソニック株式会社 | Signal processing device |
CN103174411A (en) * | 2013-04-12 | 2013-06-26 | 中国石油集团钻井工程技术研究院 | Electromagnetic wave source signal system for range radar of horizontal well drilling detection stratum |
CN103197311A (en) * | 2013-04-12 | 2013-07-10 | 中国石油集团钻井工程技术研究院 | Electromagnetic wave velocity measuring device and measuring method for horizontal well logging while drilling range radar |
CN103174413A (en) * | 2013-04-19 | 2013-06-26 | 中国石油集团钻井工程技术研究院 | Drilling tool and method for detecting reservoir stratum boundary and thickness while drilling |
CN103256955A (en) * | 2013-04-22 | 2013-08-21 | 浙江大学 | Method for detecting mechanical pulsing signal based on soft threshold function |
CN104569947A (en) * | 2015-01-04 | 2015-04-29 | 中国电子科技集团公司第二十二研究所 | Real-time fusion method for multichannel data of ground penetrating radar |
Non-Patent Citations (2)
Title |
---|
孙希敬等: "《地震勘探资料处理和解释技术》", 30 September 1999 * |
李林等: "水平井地质导向中储集层边界识别与测距", 《石油勘探与开发》 * |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN105005042B (en) | A kind of GPR buried target localization method | |
CN109143374B (en) | Method and system for imaging scattering body around well | |
CN105353373A (en) | Hough transformation based ground penetrating radar target extraction method and device | |
CN106526678B (en) | A kind of wave field separation method and device of reflected acoustic wave well logging | |
CN113685172B (en) | Method and processing device for evaluating acoustic cementing quality while drilling | |
CN104265277B (en) | Method for extracting stratum sound velocity by using tube wave and stratum sound wave interference principle | |
CN110554428A (en) | Seismic wave low-frequency energy change rate extraction method based on variational modal decomposition | |
CN107678064A (en) | A kind of interval transit time real time extracting method | |
CN114089416B (en) | Method for estimating attenuation gradient of seismic waves by utilizing Schrodinger equation | |
CN109164492A (en) | A method of extracting Cased Hole Formation acoustic speed | |
CN109061750A (en) | A kind of method and device of detection hot dry rock probing target area | |
CN106019377B (en) | A kind of two-dimensional seismic survey noise remove method based on time-space domain frequency reducing model | |
Duncan et al. | SALTMAP—Airborne EM for the environment | |
CN103064122B (en) | A kind of CSAMT longitudinal frame judges and the meticulous inversion method of one dimension true resistivity | |
CN105974385A (en) | Horizontal well logging while drilling and ranging radar echo signal processing method | |
CN104863578B (en) | A kind of conductivity logging method of borehole radar | |
CN102171587A (en) | Method for enhanced subsurface electromagnetic sensitivity | |
CN116908841A (en) | Signal processing method and system for high-resolution ground penetrating radar receiving and transmitting system | |
CN103174411B (en) | A kind of for the electromagnetic wave source signaling mode of horizontal well with probing layer range radar | |
CN109143345B (en) | Quality factor Q nonlinear inversion method and system based on simulated annealing | |
Liu* et al. | A review for cross-hole electromagnetic methods | |
CN112666552B (en) | Ground penetrating radar data background clutter self-adaptive removing method | |
CN102704919B (en) | Frequency variable signal de-noising method and device for rotating magnetic field interwell distance measurement | |
Feng et al. | Signal enhancement and complex signal analysis of GPR based on Hilbert-Huang transform | |
CN106125145A (en) | Mt weighting function identification method and system based on broadband LFM driving source |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
RJ01 | Rejection of invention patent application after publication | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20160928 |