CN110348380A - A kind of visualization grounding switch state video recognition system and method - Google Patents

A kind of visualization grounding switch state video recognition system and method Download PDF

Info

Publication number
CN110348380A
CN110348380A CN201910619449.9A CN201910619449A CN110348380A CN 110348380 A CN110348380 A CN 110348380A CN 201910619449 A CN201910619449 A CN 201910619449A CN 110348380 A CN110348380 A CN 110348380A
Authority
CN
China
Prior art keywords
visualization
signal
grounding
disconnecting link
video
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
CN201910619449.9A
Other languages
Chinese (zh)
Other versions
CN110348380B (en
Inventor
钮海彦
陈大春
张长君
陈永琪
黄波
罗云波
庞柳沁
黎兴源
戴煜
朴相哲
杨元志
周玮
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.)
CHENGDU ZHONGGONG ELECTRIC ENGINEERING Co Ltd
Wuxi Metro Group Co Ltd
First Engineering Co Ltd of China Railway Electrification Engineering Group Co Ltd
Original Assignee
CHENGDU ZHONGGONG ELECTRIC ENGINEERING Co Ltd
Wuxi Metro Group Co Ltd
First Engineering Co Ltd of China Railway Electrification Engineering Group Co Ltd
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 CHENGDU ZHONGGONG ELECTRIC ENGINEERING Co Ltd, Wuxi Metro Group Co Ltd, First Engineering Co Ltd of China Railway Electrification Engineering Group Co Ltd filed Critical CHENGDU ZHONGGONG ELECTRIC ENGINEERING Co Ltd
Priority to CN201910619449.9A priority Critical patent/CN110348380B/en
Publication of CN110348380A publication Critical patent/CN110348380A/en
Application granted granted Critical
Publication of CN110348380B publication Critical patent/CN110348380B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/255Detecting or recognising potential candidate objects based on visual cues, e.g. shapes
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/94Hardware or software architectures specially adapted for image or video understanding
    • G06V10/95Hardware or software architectures specially adapted for image or video understanding structured as a network, e.g. client-server architectures
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/52Surveillance or monitoring of activities, e.g. for recognising suspicious objects
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/40Display of information, e.g. of data or controls

Abstract

A kind of visualization grounding switch state video recognition system of the present invention and method are visualized earthing or grounding means for grounding switch real-time pictures and are transferred to visual analysis unit in a manner of video flowing;Visual analysis unit completes the conversion that video flows to picture format by therefrom interception image picture;Shielding area mark, luminance proportion adjusting and crucial identification region identification are carried out to the picture after conversion again, then export grounding switch current status data, and access in the form of signal condition for external system;Signal processing unit accesses the disconnecting link signal state data of visual analysis unit output, and generates final grounding apparatus signal condition after the progress operation of comprehensive mechanical travel switch signal.The present invention realizes merging for status switch signal and video state signal, can further improve the safety of system, reduces to artificial dependence;Be conducive to improve rail traffic production safety.

Description

A kind of visualization grounding switch state video recognition system and method
Technical field
The present invention relates to visualization grounding technology field, specially a kind of visualization grounding switch state video recognition systems And method.
Background technique
Visualization earthing or grounding means in rail traffic has been applied on a large scale at present, the efficiency and peace for producing subway Full property is greatly improved.But the dependence that existing apparatus is inspected to travel switch and manually is higher, when one of them When link goes wrong or neglects, exception or accident may cause.
Conventional visualization earthing or grounding means to the judgement of grounding switch opening and closing state mainly based on travel switch, and it is auxiliary To pass through camera manual video confirmation in device.When equipment breaks down, travel switch is abnormal, and simultaneously operator not into When pedestrian's work video check confirms, the operation exception of equipment or system may be caused, so as to cause there is safety accident.
In existing technical solution, a visualization ground connection station control host can access and manage multiple visualization ground connection dresses It sets, visualization ground connection station control host, which only passes through disconnecting link status switch to the equipment state of the visualization earthing or grounding means managed, to be believed Number judged, and visualizes the video image that camera acquires in earthing or grounding means and only have real-time artificial look facility.Disconnecting link Status switch signal and video image data are grounded the signal processing unit and video monitoring list of station control host by visualization respectively Member is handled respectively, does not carry out necessary fusion.
As shown in Figure 1, existing conventional disconnecting link state video identification technology is mainly using the side for being similar to Car license recognition Formula identifies the profile edge of disconnecting link, and the judgement of disconnecting link state is then carried out to the profile edge.It is mainly comprised the processes of
1, image is obtained in video streaming;
2, (binary conversion treatment, gray proces etc.) are pre-processed to image;
3, the exterior contour (carrying out outline identification using operators such as Canny) in image is identified;
4, the profile of similar disconnecting link is detected;
5, the angle of disconnecting link is judged according to disconnecting link profile;
6, opening and closing state is judged according to disconnecting link angle;
The prior art fully relies on grounding switch status switch to the detection of visualization earthing or grounding means equipment state, once it should Switch, which breaks down, will lead to erroneous judgement of the system to state, bring hidden danger to rail traffic, personal safety.Meanwhile visualization connects Camera video image collected in ground device need to manually check confirmation, higher to artificial dependence, may be due to personnel Neglect and leads to security risk.
There is also several disadvantages for existing video identification technology: 1, being influenced by equipment periphery illumination condition very big, illumination is slightly When poor, it can not be identified;2, disconnecting link can generate larger color difference after the aging of equipment longtime running, so as to cause that can not be known Not;3, in conventional images treatment process, the processes such as image preprocessing, exterior contour identification be both needed to repeatedly to analyze image and Calculation process, recognizer take a long time, generally 100ms or more.
Summary of the invention
Know in view of the above-mentioned problems, the purpose of the present invention is to provide one kind for visualization grounding switch state key feature Other system and method, and using from the treatment process ground, realize identification more higher than existing state video identification technology Accuracy and recognition efficiency can make recognition accuracy be greatly improved, and can complete disconnecting link state in a shorter time Identification.Technical solution is as follows:
A kind of visualization grounding switch state video recognition system, including visualization earthing or grounding means, visual analysis unit, letter Number processing unit and external system;It visualizes earthing or grounding means and grounding switch real-time pictures is passed through into built-in camera with video flowing Mode is transferred to visual analysis unit;Visual analysis unit from the video flowing that visualization earthing or grounding means is sent by constantly cutting Image frame is taken, the conversion that video flows to picture format is completed;The picture after conversion is analyzed and identified again, output ground connection Disconnecting link current status data, and accessed in the form of signal condition for external system;
The knife that signal processing unit is exported in signal processing with Modbus-TCP protocol access visual analysis unit Lock signal state data, and final grounding apparatus signal condition is generated after the progress operation of comprehensive mechanical travel switch signal, and It is accessed with Modbus-TCP agreement for external system.
A kind of visualization grounding switch state video frequency identifying method, comprising the following steps:
Step 1: connection visualization earthing or grounding means camera obtains image in video streaming;
Step 2: image is pre-processed:
1) identification shielding region: judging position of the current pixel point in whole image, and with the shielding area of setting into Row compares, and if the point in shielding area, is then judged as the point that need to be shielded, and it is completely black for setting the pixel;
2) adjust luminance proportion: by calculate RGB component obtain current pixel brightness, and according to g (i, j)=α f (i, j)+ β adjusts brightness to setting range;Wherein, g (i, j) is object pixel brightness, and f (i, j) is current pixel brightness;α and β is gain Variable, and α > 0;;
3) it identifies crucial identification region: judging that pixel color is biased to by the difference to pixel RGB component, if color is close Like identification region color, then retain the pixel color, otherwise set is completely black;It is described key identification region be one piece on disconnecting link with The region of special color etching;
Step 3: the angle of disconnecting link is judged according to crucial identification region image;
Step 4: opening and closing state, the disconnecting link status signal of output are judged according to disconnecting link angle;
Step 5: according to the acquiring video information disconnecting link mechanical trip on-off model of visualization earthing or grounding means, by disconnecting link shape State signal and disconnecting link mechanical trip on-off model judge with gate logic, when two kinds of judgment modes provide identical earthing When gate position state, output determines identical result with two kinds;When two kinds of judgment modes provide different grounding switch location status When, export fault-signal.
Further, between step 2 and step 3 further include: to the crucial identification region image identified again according to Picture characteristics from pixel quantity, image Aspect Ratio in terms of judged, to confirm whether distinguishing mark image correct.
The beneficial effects of the present invention are:
1) present invention is grounded in station control host in visualization increases visual analysis unit, which is analyzed using machine vision Technology is substituted with computer and is manually analyzed automatically camera video image collected in visualization earthing or grounding means, and is sentenced It is disconnected to go out to visualize the current disconnecting link state of earthing or grounding means;And analysis result is changed into signal of communication, it is transmitted to signal processing list Member is compared operation with visualization earthing or grounding means disconnecting link mechanical trip on-off model, finally most by signal processing unit output Terminate fruit.The signal can be with completely compatible prior art;
2) video image in present invention visualization earthing or grounding means, which can also synchronize, is transmitted to video monitor unit, completely compatible Prior art;
3) present invention increases visual analysis unit on the basis of existing technology, and video image, which is automatically analyzed, becomes shape State signal realizes merging for status switch signal and video state signal by the operation of signal processing unit;It can be further The safety of raising system is reduced to artificial dependence;Be conducive to improve rail traffic production safety.
Detailed description of the invention
Fig. 1 is traditional technical solution schematic diagram.
Fig. 2 is the overall structure diagram of present invention visualization grounding switch state video recognition system.
Fig. 3 is data signal conversion process schematic diagram in present invention visualization grounding switch state video recognition system.
Fig. 4 is that the method for the present invention carries out pretreatment and crucial identification region image recognition processes flow chart to image.
Specific embodiment
The present invention is described in further details in the following with reference to the drawings and specific embodiments.As shown in Fig. 2, visualization ground connection Disconnecting link state video recognition system includes visualization earthing or grounding means, visual analysis unit, signal processing unit and external system;It can It is passed in a manner of video flowing by Ethernet in real time depending on changing the grounding switch real-time pictures in earthing or grounding means built-in camera It is defeated to arrive visual analysis unit;Image analysis identification software built in visual analysis unit constantly draw from video flowing by interception image The conversion that video flows to picture format is completed in face.Then, image analysis identification software is analyzed and is identified to the picture again, Grounding switch current status data is exported, and is accessed in the form of signal condition for external system.Signal processing unit is in signal The disconnecting link signal state data exported in treatment process with Modbus-TCP protocol access visual analysis unit, and comprehensive other are opened OFF signal generates final grounding apparatus signal condition after carrying out operation, and is accessed with Modbus-TCP agreement for external system.
The disconnecting link state recognition that the present embodiment proposes is to identify that the crucial identification region etched on disconnecting link substitutes disconnecting link profile Identification.The key identification region is one piece of region etched on disconnecting link with special color, and region is rectangular region, color For red (or other colors).
The recognition methods of present invention visualization grounding switch state video recognition system, comprising the following steps:
Step 1: connection visualization earthing or grounding means camera obtains image in video streaming.
Step 2: image is pre-processed:
Wherein image preprocessing process includes balanced brightness of image, shielding area processing, crucial identification region identification.This is several A treatment process only needs to carry out an analysis to all image pixels that whole processing can be completed, and can greatly improve image point Analyse treatment effeciency.
1) identification shielding region: judging position of the current pixel point in whole image, and with the shielding area of setting into Row compares, and if the point in shielding area, is then judged as the point that need to be shielded, and it is completely black for setting the pixel.
2) adjust luminance proportion: by calculate RGB component obtain current pixel brightness, and according to g (i, j)=α f (i, j)+ β adjusts brightness to setting range;Wherein, g (i, j) is object pixel brightness, and f (i, j) is current pixel brightness;α and β is gain Variable, and α > 0.
3) it identifies crucial identification region: judging that pixel color is biased to by the difference to pixel RGB component, if color is close Like identification region color, then retain the pixel color, otherwise set is completely black;It is described key identification region be one piece on disconnecting link with The region of special color etching.
It, can root again to the crucial identification region image identified in order to ensure identifying accuracy in this algorithmic procedure Accurately judged according to picture characteristics from pixel quantity, the Aspect Ratio of image etc..
Step 3: the angle of disconnecting link is judged according to crucial identification region image.
Step 4: opening and closing state, the disconnecting link status signal of output are judged according to disconnecting link angle.
Step 5: according to the acquiring video information disconnecting link mechanical trip on-off model of visualization earthing or grounding means, by disconnecting link shape State signal and disconnecting link mechanical trip on-off model judge with gate logic, when two kinds of judgment modes provide identical earthing When gate position state, output determines identical result with two kinds;When two kinds of judgment modes provide different grounding switch location status When, export fault-signal.As shown in table 1.
Table 1: grounding switch location status decision logic
The present invention increases visual analysis unit on the basis of existing technology, and video image, which is automatically analyzed, becomes state Signal realizes merging for status switch signal and video state signal by the operation of signal processing unit.It can further mention The safety of high system is reduced to artificial dependence, is conducive to improve rail traffic production safety.

Claims (3)

1. a kind of visualization grounding switch state video recognition system, which is characterized in that including visualization earthing or grounding means, vision point Analyse unit, signal processing unit and external system;It visualizes earthing or grounding means and grounding switch real-time pictures is passed through into built-in camera Visual analysis unit is transferred in a manner of video flowing;Visual analysis unit passes through constantly from visualization earthing or grounding means transmission Interception image picture in video flowing completes the conversion that video flows to picture format;The picture after conversion is analyzed and known again Not, grounding switch current status data is exported, and is accessed in the form of signal condition for external system;
Signal processing unit is in signal processing with the disconnecting link letter of Modbus-TCP protocol access visual analysis unit output Number status data, and comprehensive mechanical travel switch signal carries out generating final grounding apparatus signal condition after operation, and with Modbus-TCP agreement is accessed for external system.
2. a kind of recognition methods of visualization grounding switch state video recognition system as described in claim 1, feature exist In, comprising the following steps:
Step 1: connection visualization earthing or grounding means camera obtains image in video streaming;
Step 2: image is pre-processed:
Identification shielding region: judging position of the current pixel point in whole image, and be compared with the shielding area of setting, If the point in shielding area, then it is judged as the point that need to be shielded, it is completely black for setting the pixel;
It adjusts luminance proportion: obtaining current pixel brightness by calculating RGB component, and bright according to g (i, j)=f (i, j)+β adjusting Spend setting range;Wherein, g (i, j) is object pixel brightness, and f (i, j) is current pixel brightness;It is gain variables with β, and ⍺>0;;
It identifies crucial identification region: judging that pixel color is biased to by the difference to pixel RGB component, if color is approximate identification Field color then retains the pixel color, and otherwise set is completely black;It is described key identification region be one piece on disconnecting link with special face The region of color etching;
Step 3: the angle of disconnecting link is judged according to crucial identification region image;
Step 4: opening and closing state, the disconnecting link status signal of output are judged according to disconnecting link angle;
Step 5: according to the acquiring video information disconnecting link mechanical trip on-off model of visualization earthing or grounding means, disconnecting link state being believed Number with disconnecting link mechanical trip on-off model carry out with gate logic judge, when two kinds of judgment modes provide identical grounding switch position When setting state, output determines identical result with two kinds;It is defeated when two kinds of judgment modes provide different grounding switch location status Be out of order signal.
3. recognition methods according to claim 2, which is characterized in that between step 2 and step 3 further include: to identification Crucial identification region image out again according to picture characteristics from pixel quantity, image Aspect Ratio in terms of judged, To confirm whether distinguishing mark image is correct.
CN201910619449.9A 2019-07-10 2019-07-10 Visual grounding disconnecting link state video identification system and method Active CN110348380B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910619449.9A CN110348380B (en) 2019-07-10 2019-07-10 Visual grounding disconnecting link state video identification system and method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910619449.9A CN110348380B (en) 2019-07-10 2019-07-10 Visual grounding disconnecting link state video identification system and method

Publications (2)

Publication Number Publication Date
CN110348380A true CN110348380A (en) 2019-10-18
CN110348380B CN110348380B (en) 2024-01-23

Family

ID=68176946

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910619449.9A Active CN110348380B (en) 2019-07-10 2019-07-10 Visual grounding disconnecting link state video identification system and method

Country Status (1)

Country Link
CN (1) CN110348380B (en)

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111026006A (en) * 2019-11-15 2020-04-17 中铁二局集团电务工程有限公司 Subway visual grounding management device convenient to observe and installation method
CN111914620A (en) * 2020-06-12 2020-11-10 珠海南自电气系统工程有限公司 Calibration-based disconnecting link state visual identification method
CN113014887A (en) * 2021-03-16 2021-06-22 珠海优特电力科技股份有限公司 State switching alarm method and device, storage medium and electronic device
CN113093635A (en) * 2021-03-02 2021-07-09 深圳供电局有限公司 Measurement and control system
CN116824512A (en) * 2023-08-28 2023-09-29 西华大学 27.5kV visual grounding disconnecting link state identification method and device

Citations (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050219267A1 (en) * 2004-03-31 2005-10-06 Hollowbush Richard R Method and apparatus for analysis of digital video images
CN1845605A (en) * 2006-05-15 2006-10-11 华北电力大学(北京) Image processing and recognizing method for real-time monitoring power high voltage circuit breaker switch state
KR20110079939A (en) * 2010-01-04 2011-07-12 주식회사 에프나인 Image sensing agent and security system of usn complex type
CN102722166A (en) * 2012-06-29 2012-10-10 山东电力集团公司电力科学研究院 Intelligent vision detection system and state detection method of transformer substation device
CN204204718U (en) * 2014-09-30 2015-03-11 中国南方电网有限责任公司超高压输电公司柳州局 A kind of isolation switch condition checkout gear
CN206271580U (en) * 2016-09-05 2017-06-20 南京大全自动化科技有限公司 A kind of switch based on image recognition position
CN107257161A (en) * 2017-06-20 2017-10-17 安徽南瑞继远电网技术有限公司 A kind of transformer station's disconnecting link remote control auxiliary check method and system based on state recognition algorithm
CN109063764A (en) * 2018-07-26 2018-12-21 福建和盛高科技产业有限公司 A kind of judgment method of disconnecting switch closing operation in place based on machine vision
CN109376732A (en) * 2018-12-14 2019-02-22 朱明增 Disconnecting link opening and closing state identification method based on multiple features pattern match and pattern classification

Patent Citations (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050219267A1 (en) * 2004-03-31 2005-10-06 Hollowbush Richard R Method and apparatus for analysis of digital video images
CN1845605A (en) * 2006-05-15 2006-10-11 华北电力大学(北京) Image processing and recognizing method for real-time monitoring power high voltage circuit breaker switch state
KR20110079939A (en) * 2010-01-04 2011-07-12 주식회사 에프나인 Image sensing agent and security system of usn complex type
CN102722166A (en) * 2012-06-29 2012-10-10 山东电力集团公司电力科学研究院 Intelligent vision detection system and state detection method of transformer substation device
CN204204718U (en) * 2014-09-30 2015-03-11 中国南方电网有限责任公司超高压输电公司柳州局 A kind of isolation switch condition checkout gear
CN206271580U (en) * 2016-09-05 2017-06-20 南京大全自动化科技有限公司 A kind of switch based on image recognition position
CN107257161A (en) * 2017-06-20 2017-10-17 安徽南瑞继远电网技术有限公司 A kind of transformer station's disconnecting link remote control auxiliary check method and system based on state recognition algorithm
CN109063764A (en) * 2018-07-26 2018-12-21 福建和盛高科技产业有限公司 A kind of judgment method of disconnecting switch closing operation in place based on machine vision
CN109376732A (en) * 2018-12-14 2019-02-22 朱明增 Disconnecting link opening and closing state identification method based on multiple features pattern match and pattern classification

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
方盛: "基于机器视觉的隔离开关运行状态检测系统研究", 《中国优秀硕士学位论文全文数据库 工程科技Ⅱ辑》 *
方盛: "基于机器视觉的隔离开关运行状态检测系统研究", 《中国优秀硕士学位论文全文数据库 工程科技Ⅱ辑》, no. 02, 15 February 2019 (2019-02-15), pages 13 *

Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111026006A (en) * 2019-11-15 2020-04-17 中铁二局集团电务工程有限公司 Subway visual grounding management device convenient to observe and installation method
CN111914620A (en) * 2020-06-12 2020-11-10 珠海南自电气系统工程有限公司 Calibration-based disconnecting link state visual identification method
CN113093635A (en) * 2021-03-02 2021-07-09 深圳供电局有限公司 Measurement and control system
CN113093635B (en) * 2021-03-02 2022-07-12 深圳供电局有限公司 Measurement and control system
CN113014887A (en) * 2021-03-16 2021-06-22 珠海优特电力科技股份有限公司 State switching alarm method and device, storage medium and electronic device
CN113014887B (en) * 2021-03-16 2024-04-09 珠海优特电力科技股份有限公司 State switching alarm method and device, storage medium and electronic device
CN116824512A (en) * 2023-08-28 2023-09-29 西华大学 27.5kV visual grounding disconnecting link state identification method and device
CN116824512B (en) * 2023-08-28 2023-11-07 西华大学 27.5kV visual grounding disconnecting link state identification method and device

Also Published As

Publication number Publication date
CN110348380B (en) 2024-01-23

Similar Documents

Publication Publication Date Title
CN110348380A (en) A kind of visualization grounding switch state video recognition system and method
CN105868722A (en) Identification method and system of abnormal power equipment images
WO2020199538A1 (en) Bridge key component disease early-warning system and method based on image monitoring data
CN109271844B (en) Electrical cabinet electrical symbol recognition method based on OpenCV
CN106296750B (en) A kind of pressing plate state identification method based on improvement color identification technology
CN110826538A (en) Abnormal off-duty identification system for electric power business hall
CN109033993A (en) A kind of method and device of image recognition detection switch door
CN107257161A (en) A kind of transformer station's disconnecting link remote control auxiliary check method and system based on state recognition algorithm
CN109507209A (en) A kind of film printing defect detecting system and method
CN105844245A (en) Fake face detecting method and system for realizing same
CN109117764A (en) Using the method for color threshold method identification target object region electrical symbol in power monitoring
CN109409395A (en) Using the method for template matching method identification target object region electrical symbol in power monitoring
CN109740507A (en) A kind of method of transformer equipment abnormality sensing
CN106920240A (en) A kind of insulator identification and method for diagnosing faults based on infrared image
CN110672980A (en) Electric power inspection on-line monitoring system based on ultraviolet, infrared and visible imaging
CN114581760B (en) Equipment fault detection method and system for machine room inspection
CN110458093A (en) A kind of Safe belt detection method and corresponding equipment based on driver's monitoring system
CN115100562A (en) Intelligent monitoring system and method for equipment line based on video image and deep learning
CN113673614B (en) Metro tunnel foreign matter intrusion detection device and method based on machine vision
CN116012762A (en) Traffic intersection video image analysis method and system for power equipment
CN107147877A (en) FX night fog day condition all-weather colorful video imaging system and its construction method
CN108805145A (en) A kind of subway work railcar signal lamp and ambient brightness detecting device
CN113487559A (en) Method for detecting opening and closing states of disconnecting switch of transformer substation in real time
CN105987665A (en) Early warning and monitoring device of ultra high voltage transmission line sag point variation range, and method of the same
CN111428987A (en) Artificial intelligence-based image identification method and system for relay protection device

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant