CN109345787A - A kind of anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology - Google Patents
A kind of anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology Download PDFInfo
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- CN109345787A CN109345787A CN201811107252.9A CN201811107252A CN109345787A CN 109345787 A CN109345787 A CN 109345787A CN 201811107252 A CN201811107252 A CN 201811107252A CN 109345787 A CN109345787 A CN 109345787A
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/18—Status alarms
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B25/00—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems
- G08B25/01—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium
- G08B25/08—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium using communication transmission lines
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/18—Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
Abstract
The invention discloses the anti-outer damage monitoring and alarming systems of the transmission line of electricity based on intelligent image identification technology, module and frame modules are run including system, system architecture module is the operating system framework that system runs module, it includes image processing module that system, which runs module, image processing module is made of module of target detection and visual token module, interchanger is electrically connected on image processing module, several video monitoring modules are electrically connected on interchanger, image processing module is electrically connected with network communication module, network communication module signal is connected with handheld terminal, the present invention can substitute artificial monitoring, liberate operation maintenance personnel productivity, reduce power supply trouble risk, it is high that the present invention externally damages identifing source accuracy rate, rate of false alarm is low, allow the present invention that conventional images are carried out with the distance exam in outer damage source and monitoring point, the present invention becomes environment Change and adapt to by force, robustness is good, and the present invention is that deployment is simple, is easy extension, easy to maintain.
Description
Technical field:
The invention belongs to alarm system technical field, in particular to a kind of transmission line of electricity based on intelligent image identification technology
Anti- outer damage monitoring and alarming system.
Background technique:
When the tall and big machinery such as loop wheel machine, high arm pump truck is constructed in violation of rules and regulations in line protection area, to the safety of transmission line of electricity
When causing larger threat, existing frequency image monitoring system needs are monitored by manually for operation, large labor intensity and can not be right
Field condition is controlled in time, and the existing electric power facility based on image recognition is based on when damage monitoring alarm technology is most outside
The method of rule, can not detect the actual range in outer damage source and monitoring point, can not make a concrete analysis of outer damage source and invade transmission line of electricity peace
The concrete condition in full guard area.
Summary of the invention:
The object of the invention is that providing the power transmission line based on intelligent image identification technology to solve the above-mentioned problems
The anti-outer damage monitoring and alarming system in road, solves existing frequency image monitoring system needs and is monitored by manually, large labor intensity
And field condition can not be controlled in time, and it is big that monitoring alarm technology is damaged outside the existing electric power facility based on image recognition
Rule-based method when more can not detect the actual range in outer damage source and monitoring point, and it is defeated can not to make a concrete analysis of outer damage source infringement
The shortcomings that concrete condition of electric line protective zone.
To solve the above-mentioned problems, the present invention provides a kind of technical solutions:
A kind of anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology, including system run module
And frame modules, the system architecture module are the operating system framework that system runs module, the system operation module includes
Image processing module, described image processing module are made of module of target detection and visual token module, and described image handles mould
It is electrically connected with interchanger on block, several video monitoring modules, described image processing module are electrically connected on the interchanger
It is electrically connected with network communication module, the network communication module signal is connected with handheld terminal, and the frame modules include flat
Platform layer, algorithm layer, application layer and interface layer are electrically connected, institute between the podium level, algorithm layer, application layer and interface layer
It states podium level to be made of real-time data base and network communication component, the real-time data base and network communication component are electrically connected.
Preferably, the algorithm layer includes image preprocessing components, signature analysis component, images match component, classification
Component, cluster component, pattern recognition component, machine learning component, deep learning component and data excavation component, described image are pre-
Processing component, signature analysis component, images match component, classification component, cluster component, pattern recognition component, machine learning group
It is to be electrically connected between part, deep learning component and data excavation component.
Preferably, the application layer includes algorithmic tool and algorithm application, the algorithmic tool includes debugging tool, number
According to analysis tool, model configuration tool and other advanced application tools, the algorithm is applied to be known including object locating module, object
Other module, character recognition module, mark identification module, face recognition module and visual token module composition, the interface layer packet
Interactive interface is included, external system module is electrically connected on the interactive interface.
Preferably, the video monitoring module is WAS-SM-X type monitoring camera.
Preferably, the podium level provides base support service for upper layer.
Preferably, the interactive interface includes security protection interface and aid decision interface.
Preferably, the algorithm layer provides algorithm basic framework.
Preferably, the application layer provides man-machine interactive interface abundant, accomplish to identify that object is configurable.
Beneficial effects of the present invention: the present invention can substitute artificial monitoring, and liberation operation maintenance personnel productivity reduces power supply event
Hinder risk, the present invention externally damages identifing source accuracy rate height, and rate of false alarm is low, and the present invention is allowed to carry out outer damage source to conventional images
With the distance exam of monitoring point, the present invention adapts to by force environmental change, and robustness is good, and the present invention is that deployment is simple, is easy extension,
It is easy to maintain.
Detailed description of the invention:
Detailed description will be given by the following detailed implementation and drawings by the present invention for ease of explanation,.
Fig. 1 is the structural diagram of the present invention；
Fig. 2 is the structural schematic diagram of frame modules of the present invention.
In figure: 1- runs module, 2- system architecture module, 3- image processing module, 4- interchanger, 5- video monitoring mould
Block, 6- network communication module, 7- handheld terminal, 8- module of target detection, 9- visual token module, 10- podium level, 11- algorithm
Layer, 12- application layer, 13- interface layer, 14- interactive interface, 15- real-time data base, 16- network communication component, 17- image are located in advance
Manage component, 18- signature analysis component, 19- images match component, 20- classification component, 21- cluster component, 22- pattern-recognition group
Part, 23- machine learning component, 24- deep learning component, 25- data mining component, 26- algorithmic tool, 27- debugging tool,
28- data analysis tool, the configuration tool of 29- model, 30- other advanced application tools, the application of 31- algorithm, 32- object positioning mould
Block, 33- object identification module, 34- character recognition module, 35- mark identification module, 36- face recognition module, the outside 37- system
System module, 38- security protection interface, 39- aid decision interface.
Specific embodiment:
As shown in Figs. 1-2, present embodiment uses following technical scheme: a kind of based on intelligent image identification technology
The anti-outer damage monitoring and alarming system of transmission line of electricity, including system operation module 1 and frame modules 2, the system architecture module 2 are to be
The operating system framework of system operation module 1, the system operation module 1 includes image processing module 3, described image processing module
3 are made of module of target detection 8 and visual token module 9, and interchanger 4 is electrically connected in described image processing module 3, described
Several video monitoring modules 5 are electrically connected on interchanger 4, described image processing module 3 is electrically connected with network communication module
6,6 signal of network communication module is connected with handheld terminal 7, and the frame modules 2 include podium level 10, algorithm layer 11, answer
With layer 12 and interface layer 13, it is electrically connected between the podium level 10, algorithm layer 11, application layer 12 and interface layer 13, it is described
Podium level 10 is made of real-time data base 15 and network communication component 16, the real-time data base 15 and 16 electricity of network communication component
Property connection.
Wherein, the algorithm layer 11 include image preprocessing components 17, signature analysis component 18, images match component 19,
Classification component 20, cluster component 21, pattern recognition component 22, machine learning component 23, deep learning component 24 and data mining
Component 25, described image pre-processing assembly 17, signature analysis component 18, images match component 19, classification component 20, cluster component
It 21, is electrically to connect between pattern recognition component 22, machine learning component 23, deep learning component 24 and data excavation component 25
It connects.
Wherein, the application layer 12 includes algorithmic tool 26 and algorithm applies 31, and the algorithmic tool 26 includes mode work
Tool 27, data analysis tool 28, model configuration tool 29 and other advanced application tools 30, the algorithm include object using 31
Locating module 32, object identification module 33, character recognition module 34, mark identification module 35, face recognition module 36 and vision
Range finder module 9 forms, and the interface layer 13 includes interactive interface 14, is electrically connected with external system mould on the interactive interface 14
Block 37.
Wherein, the video monitoring module 5 is WAS-SM-X06 type monitoring camera.
Wherein, the podium level 10 provides base support service for upper layer.
Wherein, the interactive interface 14 includes security protection interface 38 and aid decision interface 39.
Wherein, the algorithm layer 11 provides algorithm basic framework.
Wherein, the application layer 12 provides man-machine interactive interface abundant, accomplishes to identify that object is configurable.
It is specific: the anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology, in use, video is supervised
Control module 5 is sent to image processing module 3 by network communication module 6 from collection in worksite video image, if system is disposed for the first time,
Live image is demarcated using the image calibration tool in system, i.e., according to the actual height of image object and image-forming information
The mathe-matical map relationship for fitting the two obtains the visual token model at scene, concurrently sets the design parameter of early warning rule, together
Source Description rule is damaged outside Shi Dingyi image, realizes the conversion in image China and foreign countries damage source to artificial semantic description, and module of target detection 8 makes
Outer damage source and the precise edge profile in image are identified with designed convolutional neural networks model, then send recognition result
It is sent to pattern library to visual token module 9, while by recognition result and image, for later period model analysis and improvement upgrading
It is used, visual token module 9 carries out range prediction to the outer damage source detected using the visual token model being fitted, then root
The result judgement that outer damage alarm is carried out according to set early warning rule is believed alarm by network communication module 6 if there is alarm
Breath is sent to user mobile phone client by SMS.
The above shows and describes the basic principles and main features of the present invention and the advantages of the present invention, the technology of the industry
Personnel are it should be appreciated that the present invention is not limited to the above embodiments, and the above embodiments and description only describe this
The principle of invention, without departing from the spirit and scope of the present invention, various changes and improvements may be made to the invention, these changes
Change and improvement all fall within the protetion scope of the claimed invention, the claimed scope of the invention by appended claims and its
Equivalent thereof.
Claims (8)
1. a kind of anti-outer damage monitoring and alarming system of transmission line of electricity based on intelligent image identification technology, including system run module
(1) and frame modules (2), which is characterized in that the system architecture module (2) is the operating system structure that system runs module (1)
Frame, system operation module (1) includes image processing module (3), and described image processing module (3) is by module of target detection
(8) it is formed with visual token module (9), is electrically connected with interchanger (4), the interchanger in described image processing module (3)
(4) it is electrically connected on several video monitoring modules (5), described image processing module (3) is electrically connected with network communication module
(6), network communication module (6) signal is connected with handheld terminal (7), and the frame modules (2) include podium level (10), calculate
Method layer (11), application layer (12) and interface layer (13), the podium level (10), algorithm layer (11), application layer (12) and interface layer
(13) it is electrically connected between, the podium level (10) is made of real-time data base (15) and network communication component (16), described
Real-time data base (15) and network communication component (16) are electrically connected.
2. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the algorithm layer (11) includes image preprocessing components (17), signature analysis component (18), images match component
(19), classification component (20), cluster component (21), pattern recognition component (22), machine learning component (23), deep learning component
(24) and data excavation component (25), described image pre-processing assembly (17), signature analysis component (18), images match component
(19), classification component (20), cluster component (21), pattern recognition component (22), machine learning component (23), deep learning component
It (24) is to be electrically connected between data excavation component (25).
3. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the application layer (12) includes that algorithmic tool (26) and algorithm apply (31), and the algorithmic tool (26) includes adjusting
Formula tool (27), data analysis tool (28), model configuration tool (29) and other advanced application tools (30), the algorithm are answered
It include object locating module (32), object identification module (33), character recognition module (34), mark identification module with (31)
(35), face recognition module (36) and visual token module (9) composition, the interface layer (13) includes interactive interface (14), institute
It states and is electrically connected with external system module (37) on interactive interface (14).
4. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the video monitoring module (5) is WAS-SM-X06 type monitoring camera.
5. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the podium level (10) provides base support service for upper layer.
6. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 3 based on intelligent image identification technology,
Be characterized in that: the interactive interface (14) includes security protection interface (38) and aid decision interface (39).
7. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the algorithm layer (11) provides algorithm basic framework.
8. the anti-outer damage monitoring and alarming system of the transmission line of electricity according to claim 1 based on intelligent image identification technology,
Be characterized in that: the application layer (12) provides man-machine interactive interface abundant, accomplishes to identify that object is configurable.
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| CN201811107252.9A CN109345787A (en) | 2018-09-21 | 2018-09-21 | A kind of anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology |
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| CN201811107252.9A CN109345787A (en) | 2018-09-21 | 2018-09-21 | A kind of anti-outer damage monitoring and alarming system of the transmission line of electricity based on intelligent image identification technology |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110299766A (en) * | 2019-07-15 | 2019-10-01 | 厦门四信通信科技有限公司 | A kind of transmission line of electricity real-time monitoring platform and system |
| CN110730327A (en) * | 2019-09-03 | 2020-01-24 | 华为技术有限公司 | Method for monitoring power transmission line and acquisition front end |
| CN111582192A (en) * | 2020-05-11 | 2020-08-25 | 智洋创新科技股份有限公司 | Suspicious sample identification method based on continuous alarm of power transmission line channel image |
| CN111914737A (en) * | 2020-07-29 | 2020-11-10 | 姚广元 | Return cable district section early warning intelligent host computer with identification function |
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| JPH11328546A (en) * | 1998-05-12 | 1999-11-30 | Toenec Corp | Steel tower monitor system |
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Cited By (4)
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| CN110299766A (en) * | 2019-07-15 | 2019-10-01 | 厦门四信通信科技有限公司 | A kind of transmission line of electricity real-time monitoring platform and system |
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| CN111582192A (en) * | 2020-05-11 | 2020-08-25 | 智洋创新科技股份有限公司 | Suspicious sample identification method based on continuous alarm of power transmission line channel image |
| CN111914737A (en) * | 2020-07-29 | 2020-11-10 | 姚广元 | Return cable district section early warning intelligent host computer with identification function |
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Application publication date: 20190215 |
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