CN104359921A - Method and device for detecting fastener loss based on structured light - Google Patents

Method and device for detecting fastener loss based on structured light Download PDF

Info

Publication number
CN104359921A
CN104359921A CN201410667430.9A CN201410667430A CN104359921A CN 104359921 A CN104359921 A CN 104359921A CN 201410667430 A CN201410667430 A CN 201410667430A CN 104359921 A CN104359921 A CN 104359921A
Authority
CN
China
Prior art keywords
fastener
image
radiated
acquisition device
light
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.)
Granted
Application number
CN201410667430.9A
Other languages
Chinese (zh)
Other versions
CN104359921B (en
Inventor
吴湘华
刘彦
王雷
杨勇
张东
王一军
贺志军
余明扬
陈�峰
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.)
CHANGSHA TIEXIN TRAFFIC TECHNOLOGY Co Ltd
Central South University
China Railway Corp
Original Assignee
CHANGSHA TIEXIN TRAFFIC TECHNOLOGY Co Ltd
Central South University
China Railway Corp
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 CHANGSHA TIEXIN TRAFFIC TECHNOLOGY Co Ltd, Central South University, China Railway Corp filed Critical CHANGSHA TIEXIN TRAFFIC TECHNOLOGY Co Ltd
Priority to CN201410667430.9A priority Critical patent/CN104359921B/en
Publication of CN104359921A publication Critical patent/CN104359921A/en
Application granted granted Critical
Publication of CN104359921B publication Critical patent/CN104359921B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • Investigating, Analyzing Materials By Fluorescence Or Luminescence (AREA)

Abstract

The invention discloses a method and a device for detecting fastener loss based on structured light. The device comprises four main structures including a structured infrared light source, an image processing system, a GPS (Global Positioning System) and a computer control system. The structured infrared light source and a high-speed infrared camera are respectively arranged on a train chassis arranged above a fastener, wherein a structured light source is arranged right above the fastener and used for transmitting a plurality of beams of infrared light parallel to rails to the fastener and a rail bearing; the infrared camera is positioned on the inner side of a train light source and used for shooting a fastener region illuminated by infrared structured light on the rails; an image is transmitted to the image processing system in real time; the image can be subjected to off-line or real-time processing and judgment, and the acquired image is stored. In an image processing process, by adopting a different method and specially processing the structured light, the problems of identification of the rail bearing and detection of fastener loss are rapidly and effectively solved. The method and the device disclosed by the invention can be used for improving the defect that an existing technical scheme is low in identification speed and large in error rate, are high in environmental applicability and can satisfy automatic detection at a high speed.

Description

A kind of fastener disappearance detection method of structure based light and device thereof
Technical field
The present invention relates to field of railway track accurate measurement, is a kind of fastener disappearance detection method and device thereof of structure based light.
Background technology
Fastener is the parts that connection rail and sleeper make it to be formed the section of track, at guarantee orbital stability, reliability important role.On railway infrastructure detects, China is for a long time based on artificial and Static Detection, and China Express Railway fast development in recent years, has higher requirement to the robotization of railway detection, real-time.Existing fastener detection technique is visual pattern detection technique both at home and abroad, as the VIS system of ENSCO company of the U.S., the photo-electric rail detection system of German company exploitation and Beijing good fortune Sida Company high speed vehicular orbital image recognition system etc.This method is all take to gather fastener full picture with high-speed camera, then carries out image procossing, judges whether fastener exists.High-speed camera picture collection speed, up to hundreds of frame, is easy to although gather, and gathers the image that expands of data, and process judgement is got up but very spended time.Reason is that picture information quantity is very large, and Railway Site environment is very complicated, requires very high to the difficulty of image procossing.Therefore, under the environment that road speed is so high, should use very difficult.
Through the retrieval of existing detection technique, find that " the rail fastener high-speed inspection System and method for of structure based light " of Shanghai Communications University also refer to structured light and reduce application in identification at railway.Adopt 4 ~ 8 road structure light sources to throw light on, the image then obtained, according to the quantity of continuous striation, uses statistical rule to carry out contacting piece and carries out Discern and judge.
Summary of the invention
The object of the invention is solve the deficiencies in the prior art and provide a kind of discrimination high, and recognition speed is fast, the fastener disappearance detection method of the structure based light that adaptive capacity to environment is strong and device thereof.Because this invention makes the decline greatly of image procossing difficulty, system can be applied to the off-line of railway fastener or online Real time identification, simultaneously to the preservation of the ill collection of fastener image and the numbering in geographic position, is convenient to the maintenance of staff under line.
The present invention is achieved by the following technical solutions:
A fastener disappearance detection method for structure based light, comprises the steps
A, structure infrared light supply system and image capturing system are placed in vehicle bottom, the infraluminescence source of described structure infrared light supply system is placed in directly over rail clip and infraluminescence source vertical ground, irradiate the light belt being formed and be parallel to rail to rail clip, the image acquisition device of described image capturing system aims at the shooting of described rail clip and its position makes image acquisition device and the infrared light path be radiated on rail clip form the shooting angle of 30 ~ 45 degree;
B, image acquisition, gather by image acquisition device the image that infraluminescence source is radiated at the formation of the light after on fastener;
C, data processing, by the image collected and fastener normal time infrared ray under the standard picture that formed compare, by comparison in difference, show that whether fastener lacks.
Described infraluminescence source comprises three road linear lightings, wherein be radiated at together on the sleeper apart from this fastener edge 3 ~ 7cm and form location structure light, all the other twice are radiated at above fastener, and on the screw rod being wherein radiated at fastener together and spring, another road is only radiated on spring.
Described comparison in difference concrete steps are as follows: the image collected is converted to binary map, infrared light supply irradiation place is in the picture made to be rendered as white, by in image location structure light formed length and level and smooth lines quick position, on lock image behind sleeper center, again according to the distribution of each parts of fastener, find out the position at spring place on the right side of spring, screw rod on the left of screw rod and screw rod, image is divided into three width independently picture, this three pair three secondary pictures that independently picture is corresponding with standard picture are carried out stencil matching.
Described image capturing system according to gps system or/and be arranged on the velocity information that the photoelectric encoder on train axle provides to carry out triggering shooting via control system to image acquisition device, and by the preservation that storer is real-time, by gps system record position information on image while storage.
Described infraluminescence source adopts wavelength to be the structured light of 850NM to 950NM.
The collection terminal of described image acquisition device is provided with the high-pass filter filtered lower than 800nm wavelength light.
A kind of fastener disappearance pick-up unit of structure based light, comprise structure infrared light supply system and image capturing system, the described infraluminescence source of structure infrared light supply system and the image acquisition device of image capturing system are all placed in the top of vehicle bottom sleeper, described infraluminescence source is placed in directly over rail clip and infraluminescence source vertical ground and irradiates the light belt being formed and be parallel to rail to rail clip, described image acquisition device aims at the shooting of described rail clip and the position that described image acquisition device is arranged makes image acquisition device and the infrared light path be radiated on rail clip form the shooting angle of 30 ~ 45 degree.
The straight line that described infraluminescence source and image acquisition device are formed is parallel with sleeper, every root rail is provided with the fastener that two cover described structure infrared light supply systems and image capturing system detect both sides inside and outside this rail respectively.
Described infraluminescence source comprises three road linear lightings, wherein be radiated at together on the sleeper apart from this fastener edge 3 ~ 7cm and form location structure light, all the other twice are radiated at above fastener, and on the screw rod being wherein radiated at fastener together and spring, another road is only radiated on spring.
Also comprise and computer control system, gps system is or/and be arranged on the photoelectric encoder on train axle, described gps system is or/and the photoelectric encoder be arranged on train axle is connected with image capturing system and computer control system, described image capturing system according to gps system or/and be arranged on the velocity information that the photoelectric encoder on train axle provides to carry out triggering shooting via computer control system to image acquisition device, and by the preservation that the storer of computer control system is real-time, by gps system record position information on image while storage.
Owing to adopting said method, when Ballast track, the light source be radiated at above sleeper presents long and straight lines in the picture, presents in disorder spot how above stone, can locate the position of sleeper very soon in the picture; When non-fragment orbit, be radiated at the light source of sleeper, because sleeper and track plates are all smooth, image is all present with straight line, but because video camera and vertical direction exist inclination angle, sleeper and track plates will present disjoint parallel lines in the picture, the same like this position that can navigate to sleeper very soon, according to the distribution of fastener and sleeper, fastener area can be found.The object of sleeper is found to be easilier on photo, find fastener area, the calculating of full figure inside conventional images identification can be greatly reduced, and then Characteristic Contrast can be carried out for comparatively zonule, can detection speed be accelerated like this, judge the disease of fastener faster.
Described infraluminescence source adopts three road linear lightings, wherein be radiated at together on the sleeper apart from this fastener edge 3 ~ 7cm and form location structure light, all the other twice are radiated at above fastener, on the screw rod being wherein radiated at fastener together and spring, another road is only radiated on spring, the location structure be radiated on sleeper is only located for the identification of image, and in addition whether twice light wherein detect the existence of railway spike together, and whether other one auxiliary detection fastening elastic rod defect.
At the image of fastener area, due to the height change of the spring of fastener own and screw rod, by the independent contrast of image fastener area, present the change in light image in the picture.Having fastener and rupturing without fastener and fastener, have screw rod and without in the various situations of screw rod, have obvious characteristics of image, by corresponding stencil matching, thus the deletion condition realizing contacting piece does identification judgement.
Accompanying drawing explanation
Fig. 1 (a) is converted to the image of binary map for image that image acquisition device collects;
The sleeper image that Fig. 1 (b) collects for image acquisition device in Fig. 1 (a);
The screw rod image that Fig. 1 (c) collects for image acquisition device in Fig. 1 (a);
The left spring image that Fig. 1 (d) collects for image acquisition device in Fig. 1 (a);
The right spring image that Fig. 1 (e) collects for image acquisition device in Fig. 1 (a);
The fastening elastic rod that Fig. 2 (a) collects for image acquisition device and screw rod not image be converted to the image of binary map;
The sleeper image that Fig. 2 (b) collects for image acquisition device in Fig. 2 (a);
The screw rod image that Fig. 2 (c) collects for image acquisition device in Fig. 2 (a);
The left spring image that Fig. 2 (d) collects for image acquisition device in Fig. 2 (a);
The right spring image that Fig. 2 (e) collects for image acquisition device in Fig. 2 (a);
The image that the fastener screw that Fig. 3 (a) collects for image acquisition device still lacks at spring is converted to the image of binary map;
The sleeper image that Fig. 3 (b) collects for image acquisition device in Fig. 3 (a);
The screw rod image that Fig. 3 (c) collects for image acquisition device in Fig. 3 (a);
The left spring image that Fig. 3 (d) collects for image acquisition device in Fig. 3 (a);
The right spring image that Fig. 3 (e) collects for image acquisition device in Fig. 3 (a).
Fig. 4 is structure principle chart of the present invention.
Fig. 5 is the schematic diagram that infraluminescence source is radiated on sleeper and fastener.
Embodiment
Below in conjunction with accompanying drawing, patent of the present invention is described further.
As shown in Figure 4, a kind of fastener of structure based light disappearance detection method, comprises structure infrared light supply system, image capturing system, gps system or/and the photoelectric encoder that is arranged on train axle and computer control system four macrostructure.Wherein the infraluminescence source 5 in structure infrared light supply system and the image acquisition device 6 in image capturing system are placed in above the outer sleeper of car body, wherein infraluminescence source 5 is positioned at directly over fastener, infraluminescence source 5 sends the light belt being parallel to rail, and the position that image acquisition device 6 is arranged makes image acquisition device 6 and rail clip form the shooting angle of 30 ~ 45 degree; Gps system is or/and the photoelectric encoder that is arranged on train axle and computer control system are positioned at the control enclosure of whole system, trigger pip is provided to image acquisition device 6, real-time collection infraluminescence source 5 is radiated at the image that after on fastener, infrared ray is formed, and its image is stored, then processed by image recognition simultaneously.
Above-mentioned photoelectric encoder is be arranged on being used on train axle to measure the device of axletree rotating speed (dynamic inspection car is provided with this photoelectric encoder in advance usually, there is the interface of increasing income), axletree often rotates one week, photoelectric encoder produces N number of pulse, rotating can be judged simultaneously, according to the girth of wheel, accurately can obtain the speed of vehicle, can judge that vehicle is in forward and back state simultaneously, trigger pip is provided for triggering to take pictures, guarantee to photograph all fasteners, that reduces fastener repeats shooting simultaneously.Photoelectric encoder is compared with gps system, and it is high that the defect of gps system is that precision is not so good as photoelectric encoder, is also subject to the impact of external condition simultaneously, such as tunnel, mountain area signal are weak, impact triggers the accuracy of shooting, therefore when selecting rate signal, preferentially uses photoelectric encoder.The gps system location adopted obtains geographic signal, realizes the corresponding of picture and geographic position.
Light source uses infrared light, and wavelength is the structured light of 850NM to 950NM.Described infraluminescence source 5 comprises three road linear lightings, wherein one light source irradiation forms location structure light 2 on the sleeper apart from this fastener edge 3 ~ 7cm, all the other twice light sources 1 are radiated at above fastener, on the screw rod 41 being wherein radiated at fastener together and spring 42, another road is only radiated on spring 42.
Described image acquisition device adopts infrared high-speed camera.Be provided with optical filter before described infrared high-speed camera, optical filter is the high pass filter disc being greater than 800nm, can be good at mating with infrared light supply used.
Infrared high-speed camera and light source present 30 ~ miter angle degree with the line of fastener respectively.The line of camera and fastener is perpendicular to the light be radiated on fastener.
This device is worked by following step:
The first step: the power supply opening system, start-up simulation machine control system, opens gps system and infrared light supply, realizes the Initialize installation of system, completes preliminary work;
Second step: the velocity information provided by gps system carries out triggering shooting via control system to camera, and the image that real-time preservation is filmed, by the kilometer post information on GPS and train, preservation is numbered to picture, correspondence to geographic position when realizing picture, can find position on the line after test problems fastener, contacting piece is safeguarded.Usually dynamic inspection car is mounted with wheel to photoelectric encoder, and the interface of increasing income can be provided, thus the real-time speed of vehicle can be provided more accurately, be mounted with the vehicle of photoelectric encoder, using this encoder pulse rate signal to control shooting.
3rd step: image processing system is by the pre-service of image, first extract and be radiated at length on sleeper and level and smooth location structure light 2 (no matter having the tiny fragments of stone, coal, etc. without the tiny fragments of stone, coal, etc.), then the center of sleeper is located in the picture, find fastener area again, contacting piece regional carries out crucial feature extraction, reaches the target of the situation analyzing fastener fast and effectively.
Test the image of the normal sleeper collected: as shown in Figure 1
As above Fig. 1 (a) is depicted as the binary map by changing after pre-service, and in figure, white portion is the radiation response of three infrared structure light sources.In image processing process, intercept sleeper domain of the existence Fig. 1 (b), first locate the center of sleeper, then according to the position positioning screw of sleeper and the position of spring, more each part is contrasted separately.
As above the sleeper part that Fig. 1 (b) intercepts for Fig. 1 (a) is schemed separately, and (location of sleeper is exactly in Fig. 1 (b), find the straight line connected domain that reaches requirement length, calculate the barycenter of this straight line connected domain) simultaneously, determine center, then find the relative position of spring position and screw rod in Fig. 1 (a) figure.Pie graph 1 (c), Fig. 1 (d), Fig. 1 (e).
Compare in Fig. 1 (c), Fig. 1 (d) and Fig. 1 (e) image again.Various ways can be taked in comparison process.In this example, in the following way, as shown in the figure, if 2 enough large white connected domains appear in spring region, show that the spring of this survey fastener is normal.Whether the position of middle screw rod is mated with standard masterplate, normal according to matching degree determination fastener screw.(because the fastener type that different circuit adopts is different, we can carry out different segmentations and characteristic matching to image targetedly).
In process of the test, the pathological situation of the fastener of our simulation, as shown in Figure 2, Fig. 2 (c), Fig. 2 (d) compare with the standard picture of Fig. 1 (e) with Fig. 1 (c), Fig. 1 (d) with Fig. 2 (e), difference is huge, thus can be clear and definite analyze fastening elastic rod and screw rod does not exist.
As shown in Figure 3, fastener screw still exists, and spring lacks, and in like manner image reflection is also clearly.
Obviously we can find very large difference in ill fastener and normal fastener image, and the calculated amount of image procossing is little, thus realize fastener identification fast and accurately.

Claims (10)

1. a fastener disappearance detection method for structure based light, is characterized in that: comprise the steps
A, the infraluminescence source of structure infrared light supply system and the image acquisition device of image capturing system are placed in vehicle bottom, described infraluminescence source is placed in directly over rail clip and infraluminescence source vertical ground and irradiates to be formed to rail clip and be parallel to the light belt of rail, and described image acquisition device aims at the shooting of described rail clip and its position and the infrared light path be radiated on rail clip form the shooting angle of 30 ~ 45 degree;
B, image acquisition, gather by image acquisition device the image that infraluminescence source is radiated at the light formation on fastener;
C, data processing, by the image collected and fastener complete time the infrared ray standard picture that formed compare, by comparison in difference, show that whether fastener lacks.
2. the fastener disappearance detection method of structure based light according to claim 1, it is characterized in that: described infraluminescence source comprises three road linear lightings, wherein be radiated at together on the sleeper apart from fastener marginal position 3 ~ 7cm and form location structure light, all the other twice are radiated at above fastener, on the screw rod being wherein radiated at fastener together and spring, another road is only radiated on spring.
3. the fastener disappearance detection method of structure based light according to claim 2, it is characterized in that: described comparison in difference concrete steps are as follows: the image collected is converted to binary map, infrared light supply irradiation place is in the picture made to be rendered as white, by in image location structure light formed length and level and smooth lines quick position, on lock image behind sleeper center, again according to the distribution of each parts of fastener, find out spring on the left of screw rod and screw rod, the position at spring place on the right side of screw rod, image is divided into three width independently picture, this three pair three secondary pictures that independently picture is corresponding with standard picture are carried out stencil matching.
4. according to the fastener disappearance detection method of the structure based light one of claims 1 to 3 Suo Shu, it is characterized in that: described image capturing system according to gps system or/and be arranged on the velocity information that the photoelectric encoder on train axle provides to carry out triggering shooting via control system to image acquisition device, and by the preservation that storer is real-time, by gps system record position information on image while storage.
5. the fastener disappearance detection method of structure based light according to claim 4, is characterized in that: described infraluminescence source adopts wavelength to be the structured light of 850NM to 950NM.
6. the fastener disappearance detection method of structure based light according to claim 5, is characterized in that: the collection terminal of described image acquisition device is provided with the high-pass filter filtered lower than 800nm wavelength light.
7. the fastener disappearance pick-up unit of a structure based light, utilize the detection method that one of claim 1 to 6 is described, it is characterized in that: comprise structure infrared light supply system and image capturing system, the described infraluminescence source of structure infrared light supply system and the image acquisition device of image capturing system are all placed in the top of vehicle bottom sleeper, described infraluminescence source is placed in directly over rail clip and infraluminescence source vertical ground and irradiates the light belt being formed and be parallel to rail to rail clip, described image acquisition device aims at the shooting of described rail clip and its position makes image acquisition device and the infrared light path be radiated on rail clip form the shooting angle of 30 ~ 45 degree.
8. the fastener disappearance pick-up unit of structure based light according to claim 7, it is characterized in that: the straight line that described infraluminescence source and image acquisition device are formed is parallel with sleeper, every root rail is provided with the fastener that two cover described structure infrared light supply systems and image capturing system detect both sides inside and outside this rail respectively.
9. the fastener disappearance pick-up unit of structure based light according to claim 8, it is characterized in that: described infraluminescence source comprises three road linear lightings, wherein be radiated at together on the sleeper apart from this detection fastener edge 3 ~ 7cm and form location structure light, all the other twice are radiated at above fastener, on the screw rod being wherein radiated at fastener together and spring, another road is only radiated on spring.
10. according to the fastener disappearance pick-up unit of the structure based light one of claim 7 to 9 Suo Shu, it is characterized in that: also comprise and computer control system, gps system is or/and be arranged on the photoelectric encoder on train axle, described gps system is or/and the photoelectric encoder be arranged on train axle is connected with image capturing system and computer control system, described image capturing system according to gps system or/and be arranged on the velocity information that the photoelectric encoder on train axle provides to carry out triggering shooting via computer control system to image acquisition device, and by the preservation that the storer of computer control system is real-time, by GPS record position information on image while storage.
CN201410667430.9A 2014-11-20 2014-11-20 A kind of fastener based on structure light disappearance detection method and device thereof Expired - Fee Related CN104359921B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201410667430.9A CN104359921B (en) 2014-11-20 2014-11-20 A kind of fastener based on structure light disappearance detection method and device thereof

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410667430.9A CN104359921B (en) 2014-11-20 2014-11-20 A kind of fastener based on structure light disappearance detection method and device thereof

Publications (2)

Publication Number Publication Date
CN104359921A true CN104359921A (en) 2015-02-18
CN104359921B CN104359921B (en) 2016-11-23

Family

ID=52527203

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201410667430.9A Expired - Fee Related CN104359921B (en) 2014-11-20 2014-11-20 A kind of fastener based on structure light disappearance detection method and device thereof

Country Status (1)

Country Link
CN (1) CN104359921B (en)

Cited By (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105469403A (en) * 2015-11-25 2016-04-06 天津光电高斯通信工程技术股份有限公司 Freight train door and window opening detection method
CN105574870A (en) * 2015-12-16 2016-05-11 南京铁道职业技术学院 Image detection system for multifunctional railway fasteners and detection method for image detection system
CN105699381A (en) * 2016-03-28 2016-06-22 成都唐源电气有限责任公司 Rail fastener detection device based on machine vision
CN106023240A (en) * 2016-07-20 2016-10-12 南京大树智能科技股份有限公司 Mounting screw missing detection method of automobile lighting headlamp
CN106400628A (en) * 2016-08-31 2017-02-15 武汉汉宁轨道交通技术有限公司 Model resolving method, control unit, control system and railway turnout detection method
CN106767707A (en) * 2016-12-16 2017-05-31 中南大学 A kind of storing condition detection method and system based on structure light
CN107481220A (en) * 2017-07-14 2017-12-15 中国神华能源股份有限公司 The recognition methods of fastening elastic rod fracture and system
CN107505334A (en) * 2017-10-13 2017-12-22 成都精工华耀机械制造有限公司 A kind of railway rail clip abnormality detection system based on pointolite array linear array imaging
CN107580671A (en) * 2015-05-20 2018-01-12 罗伯特·博世有限公司 System and method for performing regulation operation on motor vehicle
CN109636789A (en) * 2018-12-13 2019-04-16 银河水滴科技(北京)有限公司 The part of rail clip based on image segmentation lacks detection method and device
WO2020102297A1 (en) 2018-11-15 2020-05-22 Avante International Technology, Inc. Image-based monitoring and detection of track/rail faults
CN112858321A (en) * 2021-02-22 2021-05-28 南京理工大学 Steel plate surface defect detection system and method based on linear array CCD
CN113192024A (en) * 2021-04-28 2021-07-30 哈尔滨市科佳通用机电股份有限公司 Template-matched exhaust blockage loss detection method for parking brake cylinder
CN113808112A (en) * 2021-09-22 2021-12-17 北京京东乾石科技有限公司 Track fastener detection method, electronic device and computer readable medium
CN114549438A (en) * 2022-02-10 2022-05-27 浙江大华技术股份有限公司 Reaction kettle buckle detection method and related device
CN115131683A (en) * 2022-08-25 2022-09-30 金乡县林业保护和发展服务中心(金乡县湿地保护中心、金乡县野生动植物保护中心、金乡县国有白洼林场) Forestry information identification method based on high-resolution remote sensing image

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6086453A (en) * 1998-05-20 2000-07-11 Tokyo Seimitsu Co., Ltd. Wafer Pattern imaging apparatus
US20060225484A1 (en) * 2001-10-09 2006-10-12 Gleman Stuart M Bolt tension gauging system
CN102034087A (en) * 2009-10-01 2011-04-27 卡波施交通公司 Devices and methods for classifying vehicles
CN102221553A (en) * 2011-03-25 2011-10-19 上海交通大学 Structured light-based high-speed detection system and method for railway fastener
CN103061219A (en) * 2013-01-14 2013-04-24 武汉汉宁科技有限公司 Method and device for automatically checking fastening states of railway fasteners and spring fasteners

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6086453A (en) * 1998-05-20 2000-07-11 Tokyo Seimitsu Co., Ltd. Wafer Pattern imaging apparatus
US20060225484A1 (en) * 2001-10-09 2006-10-12 Gleman Stuart M Bolt tension gauging system
CN102034087A (en) * 2009-10-01 2011-04-27 卡波施交通公司 Devices and methods for classifying vehicles
CN102221553A (en) * 2011-03-25 2011-10-19 上海交通大学 Structured light-based high-speed detection system and method for railway fastener
CN103061219A (en) * 2013-01-14 2013-04-24 武汉汉宁科技有限公司 Method and device for automatically checking fastening states of railway fasteners and spring fasteners

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
谭伟: "基于图像的铁轨缺陷检测系统的算法研究及软件设计", 《中国优秀博硕士学位论文全文数据库(硕士)信息科技辑》 *

Cited By (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107580671B (en) * 2015-05-20 2019-11-01 罗伯特·博世有限公司 For executing the system and method for adjusting operation on motor vehicle
CN107580671A (en) * 2015-05-20 2018-01-12 罗伯特·博世有限公司 System and method for performing regulation operation on motor vehicle
CN105469403A (en) * 2015-11-25 2016-04-06 天津光电高斯通信工程技术股份有限公司 Freight train door and window opening detection method
CN105574870A (en) * 2015-12-16 2016-05-11 南京铁道职业技术学院 Image detection system for multifunctional railway fasteners and detection method for image detection system
CN105699381A (en) * 2016-03-28 2016-06-22 成都唐源电气有限责任公司 Rail fastener detection device based on machine vision
CN106023240A (en) * 2016-07-20 2016-10-12 南京大树智能科技股份有限公司 Mounting screw missing detection method of automobile lighting headlamp
CN106023240B (en) * 2016-07-20 2018-12-18 南京大树智能科技股份有限公司 A kind of mounting screw missing detection method of automobile lighting lamp
CN106400628A (en) * 2016-08-31 2017-02-15 武汉汉宁轨道交通技术有限公司 Model resolving method, control unit, control system and railway turnout detection method
CN106767707B (en) * 2016-12-16 2019-06-04 中南大学 A kind of storage status detection method and system based on structure light
CN106767707A (en) * 2016-12-16 2017-05-31 中南大学 A kind of storing condition detection method and system based on structure light
CN107481220A (en) * 2017-07-14 2017-12-15 中国神华能源股份有限公司 The recognition methods of fastening elastic rod fracture and system
CN107505334A (en) * 2017-10-13 2017-12-22 成都精工华耀机械制造有限公司 A kind of railway rail clip abnormality detection system based on pointolite array linear array imaging
EP3880536A4 (en) * 2018-11-15 2022-07-20 Avante International Technology, Inc. Image-based monitoring and detection of track/rail faults
WO2020102297A1 (en) 2018-11-15 2020-05-22 Avante International Technology, Inc. Image-based monitoring and detection of track/rail faults
CN113365896A (en) * 2018-11-15 2021-09-07 阿万特国际科技公司 Image-based track/rail fault monitoring and detection
US11433931B2 (en) 2018-11-15 2022-09-06 Avante International Technology, Inc. Image-based monitoring and detection of track/rail faults
CN113365896B (en) * 2018-11-15 2024-02-27 阿万特国际科技公司 Image-based track/rail fault monitoring and detection
CN109636789B (en) * 2018-12-13 2021-07-30 银河水滴科技(北京)有限公司 Image segmentation-based part missing detection method and device for track fastener
CN109636789A (en) * 2018-12-13 2019-04-16 银河水滴科技(北京)有限公司 The part of rail clip based on image segmentation lacks detection method and device
CN112858321A (en) * 2021-02-22 2021-05-28 南京理工大学 Steel plate surface defect detection system and method based on linear array CCD
CN113192024A (en) * 2021-04-28 2021-07-30 哈尔滨市科佳通用机电股份有限公司 Template-matched exhaust blockage loss detection method for parking brake cylinder
CN113808112A (en) * 2021-09-22 2021-12-17 北京京东乾石科技有限公司 Track fastener detection method, electronic device and computer readable medium
CN113808112B (en) * 2021-09-22 2024-03-01 北京京东乾石科技有限公司 Track fastener detection method, electronic device and computer readable medium
CN114549438A (en) * 2022-02-10 2022-05-27 浙江大华技术股份有限公司 Reaction kettle buckle detection method and related device
CN115131683A (en) * 2022-08-25 2022-09-30 金乡县林业保护和发展服务中心(金乡县湿地保护中心、金乡县野生动植物保护中心、金乡县国有白洼林场) Forestry information identification method based on high-resolution remote sensing image

Also Published As

Publication number Publication date
CN104359921B (en) 2016-11-23

Similar Documents

Publication Publication Date Title
CN104359921A (en) Method and device for detecting fastener loss based on structured light
CN111855664B (en) Adjustable three-dimensional tunnel defect detection system
CN106192634B (en) A kind of railroad track elastic bar fastener condition automatic detection device and method
CN113536883B (en) Obstacle detection method, vehicle, apparatus, and computer storage medium
CN109242035B (en) Vehicle bottom fault detection device and method
CN102556116B (en) System and method for detecting deficiency of railway fasteners on basis of laser and vision
CN104005325B (en) Based on pavement crack checkout gear and the method for the degree of depth and gray level image
CN106978774B (en) A kind of road surface pit slot automatic testing method
CN105905132B (en) A kind of track condition intelligent patrol detection apparatus and method
US6909514B2 (en) Wheel profile inspection apparatus and method
CN104129404B (en) The method and device that a kind of high speed dynamic realtime detection railway rail clip loosens
CN103630088B (en) High accuracy tunnel cross-section detection method based on bidifly light belt and device
CN107688024A (en) A kind of railway rail clip abnormality detection system based on monocular vision and laser speckle
CN111485475B (en) Pavement pit recognition method and device
CN104567708A (en) Tunnel full-section high-speed dynamic health detection device and method based on active panoramic vision
CN107703149A (en) A kind of railway rail clip abnormality detection system based on binocular vision and laser speckle
KR102017870B1 (en) Real-time line defect detection system
CN104239904A (en) Non-contact detection method for external outline of railway vehicle
CN203372260U (en) A device for high-speed dynamic real-time detection of looseness of rail fasteners
CN109489724A (en) A kind of tunnel safe train operation environment comprehensive detection device and detection method
CN204287066U (en) A kind of fastener disappearance pick-up unit of structure based light
CN108564627B (en) Linear array image sleeper positioning and counting method based on multi-region gray projection
CN103983196A (en) Car height on-line measurement method based on area-array/line-scan digital camera
CN103010258A (en) System and method for detecting cracks of fasteners of high-speed rails and subways
CN207248770U (en) A kind of railway rail clip abnormal detector based on binocular vision and laser speckle

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20161123

Termination date: 20171120