CN106251321A - For the method and apparatus obtaining rock fracture information - Google Patents

For the method and apparatus obtaining rock fracture information Download PDF

Info

Publication number
CN106251321A
CN106251321A CN201510321323.5A CN201510321323A CN106251321A CN 106251321 A CN106251321 A CN 106251321A CN 201510321323 A CN201510321323 A CN 201510321323A CN 106251321 A CN106251321 A CN 106251321A
Authority
CN
China
Prior art keywords
crack
daughter
image
rock
view
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
Application number
CN201510321323.5A
Other languages
Chinese (zh)
Inventor
周枫
奚相
刘卫华
周中彪
李呈呈
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
China Petroleum and Chemical Corp
Sinopec Geophysical Research Institute
Original Assignee
China Petroleum and Chemical Corp
Sinopec Geophysical Research Institute
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by China Petroleum and Chemical Corp, Sinopec Geophysical Research Institute filed Critical China Petroleum and Chemical Corp
Priority to CN201510321323.5A priority Critical patent/CN106251321A/en
Publication of CN106251321A publication Critical patent/CN106251321A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection
    • G06T7/0008Industrial image inspection checking presence/absence
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30108Industrial image inspection

Landscapes

  • Engineering & Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Analysing Materials By The Use Of Radiation (AREA)

Abstract

It relates to rock physics field, disclose a kind of method and apparatus that can be used for and obtain rock fracture information.The method comprises the steps that the 3-D view that can obtain rock interior;Described 3-D view can be divided into multiple image daughter;Crack in each image daughter in recognizable the plurality of image daughter;And the plurality of image daughter can be combined by former order, and crack information analysis can be carried out based on identified crack.Rock internal fissure information exactly can be obtained according to the disclosure.

Description

For the method and apparatus obtaining rock fracture information
Technical field
It relates to rock physics field, it is used for obtaining rock fracture information more particularly, to one Method and apparatus.
Background technology
Needed for rock fracture information (such as fracture spacing etc.) is by rock physics numerical simulation study Important parameter.At present about the acquisition of fracture spacing etc., it is mainly based upon the surface observation to rock specimens With the observation appeared in stratum, field.The data such as the fracture spacing obtained accordingly are typically only capable to reflect bigger chi The crack of degree (such as naked eyes are visible), the accuracy of information and comprehensive be short of.
Inventor finds through research, in order to efficiently realize exploring the energy and resource, the understanding earth The purposes such as internal structure and motion, the prevention realizing geological disaster and mitigation, obtain the most accurate comprehensive Rock fracture information is necessary.
Summary of the invention
The disclosure describes a kind of method that can obtain rock fracture information accurately.The disclosure also describes Corresponding device.
One side according to the disclosure, it is proposed that a kind of method that can be used for obtaining rock fracture information.Should Method comprises the steps that the 3-D view that can obtain rock interior;Described 3-D view can be divided into multiple figure As daughter;Crack in each image daughter in recognizable the plurality of image daughter;And can be by former time Sequence combines the plurality of image daughter, and can carry out crack information analysis based on identified crack.
According to another aspect of the present disclosure, it is proposed that a kind of device for obtaining rock fracture information, should Device comprises the steps that acquiring three-dimensional images parts, can be used for obtaining the 3-D view of rock interior;Image is drawn Sub-unit, can be used for being divided into described 3-D view multiple image daughter;Daughter crack identification parts, Crack in each image daughter in recognizable the plurality of image daughter;And FRAC parts, can Combine the plurality of image daughter by former order, and crack information analysis can be carried out based on identified crack.
Multiple projection pictures of rock interior can be obtained by CT scan, be then based on these projection pictures Obtain the 3-D view of rock interior.
When identifying the crack in each image daughter, can shape facility based on hole (such as aspect ratio) Etc. identifying wherein which hole may make up crack.Hole can be with pixel value picture in the range of intended pixel Element is corresponding.
After former order combination (such as, splicing) multiple image daughters, can carry out according to certain criterion Crack merges.Such as, by consistent for bearing of trend in identified crack and a plurality of splitting of linking together It is a crack that seam re-recognizes.It is also based on the crack after re-recognizing and obtains predefined direction further On the information such as fracture spacing.
By technique scheme, the 3-D view of rock interior can be divided into multiple image daughter, one by one Analyze the crack situation of each daughter, then the whole 3-D view after combination is carried out further crack Analyze, to obtain the crack information of the most comprehensively rock interior.Especially, in the disclosure, permissible Obtain multiple projection picture by rock being carried out CT scan, and carry out image weight based on these projection pictures Structure is to obtain reflecting the 3-D view of rock interior situation.
Accompanying drawing explanation
By combining accompanying drawing, disclosure illustrative embodiments is described in more detail, the disclosure upper State and other purpose, feature and advantage will be apparent from, wherein, in the exemplary enforcement of the disclosure In mode, identical reference number typically represents same parts.
Fig. 1 shows the exemplary computer system/server 12 be suitable to for realizing disclosure embodiment Block diagram.
Fig. 2 is the flow process of the method for obtaining rock fracture information of an embodiment according to the disclosure Figure.
Fig. 3 is the different directions of the 3-D view of the rock interior that an embodiment according to the disclosure obtains Sectional drawing.
Fig. 4 is the signal of the device for obtaining rock fracture information of an embodiment according to the disclosure Figure.
Detailed description of the invention
It is more fully described the preferred implementation of the disclosure below with reference to accompanying drawings.Although accompanying drawing shows The preferred implementation of the disclosure, however, it is to be appreciated that may be realized in various forms the disclosure and not Should be limited by embodiments set forth herein.On the contrary, it is provided that these embodiments are to make the disclosure More thorough and complete, and the scope of the present disclosure intactly can be conveyed to those skilled in the art.
Fig. 1 shows the exemplary computer system/server 12 be suitable to for realizing disclosure embodiment Block diagram.The computer system/server 12 that Fig. 2 shows is only an example, should be to the disclosure The function of embodiment and range bring any restriction.
As in figure 2 it is shown, computer system/server 12 shows with the form of universal computing device.Calculate The assembly of machine systems/servers 12 can include but not limited to: one or more processor or process Unit 16, system storage 28, connect different system assembly and (include system storage 28 and process single First 16) bus 18.
Bus 18 represents one or more in a few class bus structures, including memory bus or memorizer Controller, peripheral bus, AGP, processor or use in multiple bus structures any Bus-structured local bus.For example, these architectures include but not limited to Industry Standard Architecture Structure (ISA) bus, MCA (MAC) bus, enhancement mode isa bus, video Frequency electronic standard association (VESA) local bus and periphery component interconnection (PCI) bus.
Computer system/server 12 typically comprises various computing systems computer-readable recording medium.These media Can be any usable medium that can be accessed by computer system/server 12, including volatibility and non- Volatile media, moveable and immovable medium.
System storage 28 can include the computer system-readable medium of form of volatile memory, such as Random access memory (RAM) 30 and/or cache memory 32.Computer system/server 12 May further include that other is removable/nonremovable, the storage of volatile/non-volatile computer system is situated between Matter.Being only used as citing, storage system 34 may be used for reading and writing immovable, non-volatile magnetic media (figure 2 do not show, commonly referred to " hard disk drive ").Although not shown in Fig. 2, it is provided that for can The disc driver that mobile non-volatile magnetic disk (such as " floppy disk ") is read and write, and to removable non-volatile The CD drive that property CD (such as CD-ROM, DVD-ROM or other light medium) is read and write. In these cases, each driver can pass through one or more data media interfaces and bus 18 phase Even.Memorizer 28 can include at least one program product, and this program product has one group (for example, at least One) program module, these program modules are configured to perform the function of each embodiment of the disclosure.
There is the program/utility 40 of one group of (at least one) program module 42, example can be stored in In memorizer 28, such program module 42 include but not limited to operating system, one Or multiple application programs, other program module and routine data, in these examples each or certain Plant the realization potentially including network environment in combination.Program module 42 generally performs the reality described by the disclosure Execute the function in example and/or method.
Computer system/server 12 (such as keyboard, can also refer to one or more external equipment 14 To equipment, display 24 etc.) communication, also can enable a user to and this department of computer science with one or more The equipment communication that system/server 12 is mutual, and/or with make this computer system/server 12 can be with one Any equipment (such as network interface card, modem etc.) that other calculating equipment individual or multiple communicate Communication.This communication can be passed through input/output (I/O) interface 22 and carry out.Further, computer system/ Server 12 can also by network adapter 20 and one or more network (such as LAN (LAN), Wide area network (WAN) and/or public network, such as the Internet) communication.As it can be seen, network adapter 20 are communicated with other module of computer system/server 12 by bus 18.Although it should be understood that figure Not shown in 2, other hardware and/or software module can be used in conjunction with computer system/server 12, Include but not limited to: microcode, device driver, redundant processing unit, external disk driving array, RAID system, tape drive and data backup storage system etc..
Present disclosure discloses a kind of method that can be used for obtaining rock fracture information.The method comprises the steps that can Obtain the 3-D view of rock interior;Described 3-D view can be divided into multiple image according to predetermined direction Daughter;Crack in each image daughter in recognizable the plurality of image daughter;And can be by former order Combine the plurality of image daughter, and crack information analysis can be carried out based on identified crack.
Embodiment 1
Fig. 2 is the flow process of the method for obtaining rock fracture information of an embodiment according to the disclosure Figure.In this embodiment, the method can comprise the following steps that
Step S201, can obtain the 3-D view of rock interior.
Such as, rock can be carried out CT scan to obtain multiple projection pictures of rock interior, be then based on The plurality of projection picture carries out three-dimensionalreconstruction, to obtain the 3-D view of rock interior.
Rock can measured the section of rock interior in the case of lossless to obtain projection by CT scan Picture, the pixel value in projection picture can reflect the information such as the Density Distribution of section material.These can be projected Image imports existing CT 3-D view reconstruction software (such as VGstudio) etc., to obtain rock interior 3-D view.The 3-D view directly obtained can be three dimensional grey scale image, can be according to demand by its turn It is changed to three-dimensional binary image.
Any technological means known maybe can also be obtained in rock by those skilled in the art by known The 3-D view in portion.
Step S202, is divided into multiple image daughter by the 3-D view of acquisition.
Inventor finds through research, if the direct whole 3-D view using acquisition is as object at the beginning Carrying out crack identification, then need to process substantial amounts of redundant data, final result can be done by very many Disturbing the impact of data, amount of calculation is huge and affects accuracy.Therefore, the 3-D view that inventor will obtain It is divided into multiple image daughter and respectively it is carried out initial treatment, being greatly improved computational efficiency, also may be used Improve accuracy in computation.
Such as, three will be able to obtained according to predetermined direction (being such as perpendicular to the direction on rock sample ground) Dimension image division is multiple image daughters.
Step S203, the crack in each image daughter in recognizable multiple image daughters.
Such as, crack can be identified based on the aspect ratio of the hole in image daughter, such as, can be by length and breadth Ratio is identified as crack more than the hole of predetermined aspect ratio thresholds.The ratio of the length and width of aspect ratio finger-hole gap, Generally when certain angle is observed, hole can be considered oval, and " aspect ratio " of hole can in this case The ratio of the major axis of finger-hole gap axle short with hole.
Hole can be corresponding with pixel value pixel in the range of intended pixel.Such as, can set in image The gray value of background pixel is set to standard pixel (such as " 0 "), by certain for criterion distance pixel deviation model Enclose interior pixel and be identified as hole.This intended pixel scope can rule of thumb be arranged, can be from Image extracts, it is also possible to obtained by training.Hole can be determined before dividing image daughter, Also hole can be determined after dividing image daughter.
Hole can be determined based on three dimensional grey scale image, then three dimensional grey scale image is converted to " hole " and The three-dimensional binary image of " non-hole " (or " rock matrix "), and the base in this three-dimensional binary image On plinth, shape facility based on hole (such as aspect ratio) identifies crack.
As required, can only identify bearing of trend crack on certain or some directions, and/or can revise Above-mentioned predetermined aspect ratio thresholds adjusts the criterion in crack.
Any technological means known maybe can also be identified each figure by known by those skilled in the art As the crack in daughter.
Step S204, can be combined the multiple image daughters obtained after (such as splicing) divides by former order, And crack information analysis can be carried out based on identified crack.
After multiple image daughters are combined, can re-recognize by fracture.Such as, can will know In other crack, bearing of trend crack that is consistent and that link together re-recognizes is a crack.Can be by Crack after re-recognizing is applied to follow-up crack information analysis and rock numerical modeling etc..As required, The crack arranged with some bearing of trend can be concerned only with, such as, be parallel to layer reason direction, be perpendicular to layer reason side To and with layer reason direction be the directions such as 45° angle direction.
Further, the information such as the fracture spacing that can get in whole 3-D view on predefined direction. Such as, the crack quantity that can be arranged the most in the direction, by this crack quantity divided by rock in the direction Length to obtain fracture spacing.Additionally, it will be appreciated by persons skilled in the art that according to the disclosure, Information such as same available multiple crack such as such as fracture length, crevice volume etc..
Shown below is the concrete example obtaining rock fracture information according to the present embodiment.This example It is only used for the disclosure illustrative, and limits the protection domain of the disclosure never in any form. In this example, the sample of selection is cylindric coal petrography sample, high 8.75cm, diameter 4.96cm.At phoenix On v | tome | max type industry CT instrument, sample is carried out X-ray scanning.Sweep parameter is as follows:
Scanning voltage: 140KV;Sweep current: 140 μ A;
Precision: 27 μm;
Sweep time: 120min.
The data that obtain of experiment are transfused to VGStudio software to carry out 3-D view reconstruct, whole to obtain The microscopic feature of sample.Fig. 3 shows the 3-D view that obtains in this example sectional drawing along different directions.
In VGStudio software, image background gray value is set to standard pixel (such as " 0 "), simultaneously From Fig. 3 (a), extract the gray value (such as " 52 ") in sample interior crack, determine hole by being used for Intended pixel scope is set to 0-52.Extract the pixel work meeting this intended pixel scope in 3-D view For hole.Then 3-D view is divided into multiple image daughter, identifies the crack in each image daughter, Combine these image daughters by former order again, and identified is positioned at the extension side in different images daughter Re-recognizing to crack that is consistent and that link together is a crack.After fracture carries out preliminary analysis, Obtain such as the data of table 1:
Table 1: crack count table
Table 1 shows and is being parallel to layer reason direction and the crack count being perpendicular on layer reason direction.According to system Meter result, the crack along layer reason direction has 16, and its fracture spacing is about 1.83/centimetre;Vertical stratification The crack in direction has 19, and its fracture spacing is about 3.83/centimetre.
The disclosure also discloses a kind of device for obtaining rock fracture information, and this device comprises the steps that three Dimension image acquisition component, can be used for obtaining the 3-D view of rock interior;Image division parts, can be used for Described 3-D view is divided into multiple image daughter;Daughter crack identification parts, recognizable the plurality of Crack in each image daughter in image daughter;And FRAC parts, institute can be combined by former order State multiple image daughter, and crack information analysis can be carried out based on identified crack.
Embodiment 2
Fig. 4 is the signal of the device for obtaining rock fracture information of an embodiment according to the disclosure Figure.Device according to this embodiment includes acquiring three-dimensional images parts 401, image division parts 402, son Body crack identification parts 403 and FRAC parts 404.
Acquiring three-dimensional images parts 401 can obtain the 3-D view of rock interior.Such as, acquiring three-dimensional images Parts 401 can carry out three-dimensionalreconstruction by multiple projection pictures based on the rock interior obtained by CT scan, with 3-D view to rock interior.
It is multiple that described 3-D view can be divided (such as, according to predetermined direction) by image division parts 402 Image daughter.
Daughter crack identification parts 403 can recognize that the crack in each image daughter.Such as, daughter crack is known Other parts 403 can identify crack based on the aspect ratio of the hole in image daughter.Such as, hole can be with picture Element value pixel in the range of intended pixel is corresponding.
FRAC parts 404 can combine the plurality of image daughter by former order, and can be based on identified Crack carries out crack information analysis.Such as, FRAC parts 404 can be by the extension in identified crack It is a crack that crack that is consistent and that link together, direction re-recognizes.Then, such as, crack is divided Crack quantity that analysis parts 404 can obtain on predefined direction based on the crack after re-recognizing, volume, The information such as length and fracture spacing.
The disclosure can be method, device and/or computer program.Computer program can wrap Include computer-readable recording medium, containing by making processor realize based on various aspects of the disclosure Calculation machine readable program instructions.
Computer-readable recording medium can be to keep and to store the instruction used by instruction execution equipment Tangible device.Computer-readable recording medium such as may be-but not limited to-storage device electric, Magnetic storage apparatus, light storage device, electromagnetism storage device, semiconductor memory apparatus or above-mentioned any Suitably combination.The more specifically example (non exhaustive list) of computer-readable recording medium includes: Portable computer diskette, hard disk, random access memory (RAM), read only memory (ROM), erasable Formula programmable read only memory (EPROM or flash memory), static RAM (SRAM), portable Formula compact disk read only memory (CD-ROM), digital versatile disc (DVD), memory stick, floppy disk, machinery Encoding device, such as storage has the punch card of instruction or groove internal projection structure and above-mentioned appointing on it Meaning suitably combination.Computer-readable recording medium used herein above is not construed as instantaneous signal itself, The electromagnetic wave of such as radio wave or other Free propagations, propagated by waveguide or other transmission mediums Electromagnetic wave (such as, by the light pulse of fiber optic cables) or by the signal of telecommunication of wire transfer.
Computer-readable program instructions as described herein can download to each from computer-readable recording medium Calculating/processing equipment, or by network, such as the Internet, LAN, wide area network and/or wireless network Download to outer computer or External memory equipment.Network can include copper transmission cable, fiber-optic transfer, Be wirelessly transferred, router, fire wall, switch, gateway computer and/or Edge Server.Each meter Adapter or network interface in calculation/processing equipment receive computer-readable program instructions from network, And forward this computer-readable program instructions, can for the computer being stored in each calculating/processing equipment Read in storage medium.
Can be assembly instruction, instruction set architecture for performing the computer program instructions of disclosure operation (ISA) instruction, machine instruction, machine-dependent instructions, microcode, firmware instructions, condition setup data, Or the source code write with the combination in any of one or more programming languages or object code, described programming Language includes OO programming language such as Smalltalk, C++ etc., and the process type of routine Programming language such as " C " language or similar programming language.Computer-readable program instructions can be complete Ground performs on the user computer, performs the most on the user computer, as an independent software Bag performs, performs the most on the remote computer or remotely counting completely Perform on calculation machine or server.In the situation relating to remote computer, remote computer can be by appointing The network of meaning kind includes that LAN (LAN) or wide area network (WAN) are connected to subscriber computer, or, May be coupled to outer computer (such as utilizing ISP to pass through Internet connection).? In some embodiments, carry out personalized customization electronics by the status information utilizing computer-readable program instructions Circuit, such as Programmable Logic Device, field programmable gate array (FPGA) or programmable logic array (PLA), this electronic circuit can perform computer-readable program instructions, thus realizes each of the disclosure Aspect.
Referring herein to the method according to disclosure embodiment, device (system) and computer program Flow chart and/or block diagram describe various aspects of the disclosure.Should be appreciated that flow chart and/or block diagram In each square frame and flow chart and/or block diagram, the combination of each square frame, can be referred to by computer-readable program Order realizes.
These computer-readable program instructions can be supplied to general purpose computer, special-purpose computer or other can The processor of programming data processing means, thus produce a kind of machine so that these instructions are by meter When the processor of calculation machine or other programmable data processing means performs, create flowchart and/or frame The device of the function/action of regulation in one or more square frames in figure.Can also be these computer-readables Programmed instruction stores in a computer-readable storage medium, and these instructions make computer, programmable data Processing means and/or other equipment work in a specific way, thus, storage has the computer-readable of instruction to be situated between Matter then includes a manufacture, and it includes advising in the one or more square frames in flowchart and/or block diagram The instruction of the various aspects of fixed function/action.
Can also computer-readable program instructions be loaded into computer, other programmable data processing means, Or on miscellaneous equipment so that perform on computer, other programmable data processing means or miscellaneous equipment Sequence of operations step, to produce computer implemented process, so that at computer, other can compile On journey data processing equipment or miscellaneous equipment perform instruction flowchart and/or block diagram in one or Function/the action of regulation in multiple square frames.
Flow chart in accompanying drawing and block diagram show the system of multiple embodiments according to the disclosure, method and Architectural framework in the cards, function and the operation of computer program.In this, flow chart or Each square frame in block diagram can represent a module, program segment or a part for instruction, described module, A part for program segment or instruction comprise one or more for realize regulation logic function perform refer to Order.At some as in the realization replaced, the function marked in square frame can also be to be different from accompanying drawing The order marked occurs.Such as, two continuous print square frames can essentially perform substantially in parallel, it Sometimes can also perform in the opposite order, this is depending on involved function.It is also noted that The combination of the square frame in each square frame in block diagram and/or flow chart and block diagram and/or flow chart, can Realize with the special hardware based system by the function or action performing regulation, or can be with specially Realize with the combination of hardware with computer instruction.
Being described above the presently disclosed embodiments, described above is exemplary, and non-exclusive , and it is also not necessarily limited to disclosed each embodiment.Without departing from illustrated each embodiment scope and In the case of spirit, many modifications and changes are all aobvious for those skilled in the art And be clear to.The selection of term used herein, it is intended to explain the principle of each embodiment, reality best Application or the technological improvement to the technology in market, or make other those of ordinary skill of the art It is understood that each embodiment disclosed herein.

Claims (10)

1., for the method obtaining rock fracture information, the method includes:
Obtain the 3-D view of rock interior;
Described 3-D view is divided into multiple image daughter;
Identify the crack in each image daughter in the plurality of image daughter;And
Combine the plurality of image daughter by former order, and carry out crack information based on identified crack and divide Analysis.
Method the most according to claim 1, wherein, the 3-D view obtaining rock interior includes:
Rock is carried out CT scan to obtain multiple projection pictures of rock interior;And
Three-dimensionalreconstruction is carried out, to obtain the 3-D view of rock interior based on the plurality of projection picture.
Method the most according to claim 1, wherein, identifies each figure in the plurality of image daughter As the crack in daughter includes:
Aspect ratio based on the hole in image daughter identifies crack.
Method the most according to claim 3, wherein, described hole and pixel value are at intended pixel model Enclose interior pixel corresponding.
Method the most according to claim 1, wherein, carries out crack information based on identified crack Analysis includes:
It is one that crack that is bearing of trend in identified crack is consistent and that link together re-recognizes Crack.
Method the most according to claim 5, wherein, carries out crack information based on identified crack Analyze and also include:
The fracture spacing on predefined direction is obtained based on the crack after re-recognizing.
7., for obtaining a device for rock fracture information, this device includes:
Acquiring three-dimensional images parts, for obtaining the 3-D view of rock interior;
Image division parts, for being divided into multiple image daughter by described 3-D view;
Daughter crack identification parts, identify the crack in each image daughter in the plurality of image daughter; And
FRAC parts, combine the plurality of image daughter by former order, and based on identified crack Carry out crack information analysis.
Device the most according to claim 7, wherein, the 3-D view obtaining rock interior includes:
Described acquiring three-dimensional images parts multiple projection pictures based on the rock interior obtained by CT scan Carry out three-dimensionalreconstruction, to obtain the 3-D view of rock interior.
Device the most according to claim 7, wherein, identifies each figure in the plurality of image daughter As the crack in daughter includes:
Described daughter crack identification parts aspect ratio based on the hole in image daughter identifies crack.
Device the most according to claim 7, wherein, carries out crack letter based on identified crack Breath analysis includes:
Described FRAC parts are by consistent for bearing of trend in identified crack and splitting of linking together It is a crack that seam re-recognizes.
CN201510321323.5A 2015-06-12 2015-06-12 For the method and apparatus obtaining rock fracture information Pending CN106251321A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510321323.5A CN106251321A (en) 2015-06-12 2015-06-12 For the method and apparatus obtaining rock fracture information

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201510321323.5A CN106251321A (en) 2015-06-12 2015-06-12 For the method and apparatus obtaining rock fracture information

Publications (1)

Publication Number Publication Date
CN106251321A true CN106251321A (en) 2016-12-21

Family

ID=57626321

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201510321323.5A Pending CN106251321A (en) 2015-06-12 2015-06-12 For the method and apparatus obtaining rock fracture information

Country Status (1)

Country Link
CN (1) CN106251321A (en)

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106988739A (en) * 2017-05-19 2017-07-28 中国石油集团川庆钻探工程有限公司 Shale reservoir fracturing fracture identification and interpretation evaluation method
CN109163970A (en) * 2018-10-21 2019-01-08 东北石油大学 Scan the compact reservoir compressibility evaluation method for determining fractured rock flaw area
CN111220482A (en) * 2020-03-05 2020-06-02 中国石油大学(北京) Rock micro-crack propagation simulation method, device, equipment and storage medium
CN111311559A (en) * 2020-02-07 2020-06-19 中国石油大学(华东) Non-deviation crack characterization method
CN116183875A (en) * 2023-04-21 2023-05-30 煤炭科学研究总院有限公司 Rock mass wave velocity determination method and device and electronic equipment

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102288986A (en) * 2011-05-16 2011-12-21 中国石油大学(北京) Method for obtaining elastic modulus of carbonate rock reservoir under earthquake scale

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102288986A (en) * 2011-05-16 2011-12-21 中国石油大学(北京) Method for obtaining elastic modulus of carbonate rock reservoir under earthquake scale

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
彭博 等: "基于1mm精度路面三维图像的裂缝种子自动识别算法", 《中国公路学报》 *
徐志刚 等: "基于直方图估计和形状分析的沥青路面裂缝识别算法", 《仪器仪表学报》 *
王冲 等: "沥青混凝土路面裂纹自动识别方法研究", 《中外公路》 *
邓知秋 等: "三维岩心图像裂缝自动识别", 《计算机与数学工程》 *

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106988739A (en) * 2017-05-19 2017-07-28 中国石油集团川庆钻探工程有限公司 Shale reservoir fracturing fracture identification and interpretation evaluation method
CN106988739B (en) * 2017-05-19 2020-05-22 中国石油集团川庆钻探工程有限公司 Shale reservoir fracturing fracture identification and interpretation evaluation method
CN109163970A (en) * 2018-10-21 2019-01-08 东北石油大学 Scan the compact reservoir compressibility evaluation method for determining fractured rock flaw area
CN111311559A (en) * 2020-02-07 2020-06-19 中国石油大学(华东) Non-deviation crack characterization method
CN111311559B (en) * 2020-02-07 2022-06-14 中国石油大学(华东) Non-deviation crack characterization method
CN111220482A (en) * 2020-03-05 2020-06-02 中国石油大学(北京) Rock micro-crack propagation simulation method, device, equipment and storage medium
CN116183875A (en) * 2023-04-21 2023-05-30 煤炭科学研究总院有限公司 Rock mass wave velocity determination method and device and electronic equipment

Similar Documents

Publication Publication Date Title
CN106251321A (en) For the method and apparatus obtaining rock fracture information
CN105843703B (en) Workflow is created to solve the method and system of at least one system problem
CN105917354A (en) Spatial pyramid pooling networks for image processing
Torres Calderon et al. Synthesizing pose sequences from 3D assets for vision-based activity analysis
Alsadik et al. Minimal camera networks for 3D image based modeling of cultural heritage objects
US11763932B2 (en) Classifying images using deep neural network with integrated acquisition information
WO2015141080A1 (en) Projector system and calibration board
CN109710705A (en) Map point of interest treating method and apparatus
Grenon et al. Discrete fracture network based drift stability at the Éléonore mine
US10362460B2 (en) Providing visualization data to a co-located plurality of mobile devices
Xu et al. Photo-realistic visualization of seismic dynamic responses of urban building clusters based on oblique aerial photography
Monceau-Baroux et al. The SS433 jet from subparsec to parsec scales
Van Nguyen et al. Reconstruction of 3D digital heritage objects for VR and AR applications
Janiszewski et al. Rapid photogrammetry with a 360-degree camera for tunnel mapping
Fisseler et al. Extending Philological Research with Methods of 3D Computer Graphics Applied to Analysis of Cultural Heritage.
US11200455B2 (en) Generating training data for object detection
US10559094B2 (en) Providing visualization data to a co-located plurality of mobile devices
Gong et al. Deep neural networks for quantitative damage evaluation of building losses using aerial oblique images: Case study on the great wall (china)
EP3005306A1 (en) Volume rendering of images with multiple classifications
US20190392576A1 (en) Generator-to-classifier framework for object classification
Zhai et al. Bidirectional graphics-based digital twin framework for quantifying seismic damage of structures using deep learning networks
Ali et al. Near real-time monitoring of construction progress: Integration of extended reality and kinect V2
Monji-Azad et al. SimTool: A toolset for soft body simulation using Flex and Unreal Engine
US20130314414A1 (en) Computing device and method of establishing coordinate systems on surfaces of objects
CN116051874A (en) Article identification method, apparatus, electronic device, medium, and program product

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

Application publication date: 20161221

RJ01 Rejection of invention patent application after publication