Nothing Special   »   [go: up one dir, main page]

CN112418019B - Overhead power communication optical cable inspection system and method - Google Patents

Overhead power communication optical cable inspection system and method Download PDF

Info

Publication number
CN112418019B
CN112418019B CN202011242854.2A CN202011242854A CN112418019B CN 112418019 B CN112418019 B CN 112418019B CN 202011242854 A CN202011242854 A CN 202011242854A CN 112418019 B CN112418019 B CN 112418019B
Authority
CN
China
Prior art keywords
water inlet
water
optical cable
bin
image information
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.)
Active
Application number
CN202011242854.2A
Other languages
Chinese (zh)
Other versions
CN112418019A (en
Inventor
吴维农
吉涛
谢禄江
段立
厉仄平
伍冲翀
蒋荣
陈柯
王文娟
钟淘淘
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.)
State Grid Corp of China SGCC
Information and Telecommunication Branch of State Grid Chongqing Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
Information and Telecommunication Branch of State Grid Chongqing Electric Power 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 State Grid Corp of China SGCC, Information and Telecommunication Branch of State Grid Chongqing Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN202011242854.2A priority Critical patent/CN112418019B/en
Publication of CN112418019A publication Critical patent/CN112418019A/en
Application granted granted Critical
Publication of CN112418019B publication Critical patent/CN112418019B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B62LAND VEHICLES FOR TRAVELLING OTHERWISE THAN ON RAILS
    • B62DMOTOR VEHICLES; TRAILERS
    • B62D63/00Motor vehicles or trailers not otherwise provided for
    • B62D63/02Motor vehicles
    • B62D63/04Component parts or accessories
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B63SHIPS OR OTHER WATERBORNE VESSELS; RELATED EQUIPMENT
    • B63BSHIPS OR OTHER WATERBORNE VESSELS; EQUIPMENT FOR SHIPPING 
    • B63B35/00Vessels or similar floating structures specially adapted for specific purposes and not otherwise provided for
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2411Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on the proximity to a decision surface, e.g. support vector machines
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/25Determination of region of interest [ROI] or a volume of interest [VOI]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Multimedia (AREA)
  • Artificial Intelligence (AREA)
  • Chemical & Material Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Combustion & Propulsion (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Evolutionary Biology (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Transportation (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Ocean & Marine Engineering (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)

Abstract

The invention discloses an overhead power communication optical cable inspection system and method, comprising an inspection vehicle and a control module in wireless communication connection with the inspection vehicle; the inspection vehicle comprises a shell, a water falling protection mechanism arranged below the shell, a shooting mechanism arranged above the shell and a dehumidifying mechanism arranged inside the shell; the control module comprises an image receiving module and an image processing module; the image receiving module is used for receiving image information acquired by the shooting mechanism; the image processing module is used for identifying target features in the received image information and classifying the target features to obtain a defect classification result of the communication optical cable. The system and the method for inspecting the overhead power communication optical cable can reduce the labor cost of inspecting the urban overhead optical cable, improve the inspection efficiency of the optical cable, and are wide in application and flexible in operation.

Description

Overhead power communication optical cable inspection system and method
Technical Field
The invention relates to the field of optical cable inspection, in particular to an overhead power communication optical cable inspection system and method.
Background
The power supply is an indispensable part of social development and people's daily life, and the electric network and the communication network are two large entity networks of the electric power system. The electric power communication network taking the optical cable as a main body is the basis of power grid dispatching, operation and informatization management, and is an important means for ensuring the safe, stable and economic operation of the power grid. Among power communication lines, an aerial cable line is a widely used line arrangement, however, there are many safety hazards due to the fact that aerial cables are in a complex and harsh natural environment for a long time.
At present, regular manual inspection is a main means for inspecting the line of the overhead power optical cable, the inspection period of the overhead power communication optical cable is usually one month or longer, and the environment conditions of the line and the periphery of the line in the inspection period are unknown, so that a great hidden danger is buried for the safety of inspection personnel. In recent years, the occurrence rate of power communication accidents caused by untimely inspection in the national range rises year by year, and the traditional manual inspection mode is exposed and can not meet the existing inspection requirements. The number of the aerial optical cables in the city is large, and under the condition that the existing power inspection personnel are equipped, the manpower inspection period is long, and the omission of defects such as sagging of the aerial optical cables occurs.
With the improvement of production technology and technology level, the intelligent inspection of the aerial optical cable becomes a new subject of optical cable inspection. For intelligent detection of overhead power optical cables, at present, the running state information of the power transmission line is mainly obtained by video image target detection at home and abroad, so that the defects of the power optical cable line are found. The technical means for obtaining the video image is that image sensor nodes are installed at fixed points, the sensor nodes are networked, image information of a line is transmitted to a background computer for processing and analysis, and then a defect area is found.
However, due to limitation of urban space resources and the like, the urban overhead power optical cable adopts a mode of installing an image sensor (camera) at fixed points, so that the urban overhead power optical cable is low in economical efficiency and feasibility.
Disclosure of Invention
Therefore, the invention aims to overcome the defects in the prior art, and provides the system and the method for inspecting the overhead power communication optical cable, which can reduce the labor cost for inspecting the urban overhead optical cable, improve the inspection efficiency of the optical cable, and have wide application and flexible operation.
The invention relates to an overhead power communication optical cable inspection system, which comprises an inspection vehicle for the remote control of inspection personnel and a control module in wireless communication connection with the inspection vehicle;
The inspection vehicle comprises a shell, a water falling protection mechanism for protecting the inspection vehicle when the inspection vehicle falls into water, a shooting mechanism for acquiring image information and a dehumidifying mechanism for dehumidifying the interior of the inspection vehicle; the water falling protection mechanism is arranged below the shell, the shooting mechanism is arranged above the shell, and the dehumidification mechanism is arranged inside the shell;
The control module comprises an image receiving module and an image processing module;
the image receiving module is used for receiving the image information acquired by the shooting mechanism and transmitting the image information to the image processing module;
The image processing module is used for identifying target characteristics in the received image information and classifying the target characteristics to obtain a defect classification result of the communication optical cable.
Further, the water falling protection mechanism comprises a water falling protection bin;
a compressed gas container and a protective air bag are arranged in the water falling protective bin;
A first air outlet is formed in one side of the compressed gas container, the first air outlet is connected with the protective air bag through a first air inlet pipe, and an electromagnetic valve is arranged on the first air inlet pipe;
a first water inlet bin is arranged on one side of the water falling protection bin, a water inlet is arranged on one side of the top of the first water inlet bin, a water inlet induction piece is arranged in the first water inlet bin, and the water inlet induction piece is used for detecting a water inlet signal;
The bottom of the water falling protection bin is provided with a control box; the signal input end of the control box is connected with the detection signal output end of the water inlet sensing piece, and the signal output end of the control box is connected with the signal input end of the electromagnetic valve; the control box is used for receiving and identifying the water inlet signal so as to control the opening of the electromagnetic valve.
Further, a second air outlet is formed in the other side of the compressed gas container, and the second air outlet is connected with the protective air bag through a second air inlet pipe;
A second water inlet bin is arranged on the other side of the water falling protection bin, and the second water inlet bin is fixedly connected with the second air inlet pipe; a water inlet is formed in one side of the top of the second water inlet bin, a water absorption expansion body and a valve body are arranged in the second water inlet bin, and a through hole is formed in the valve body; the water-absorbing expansion body expands after absorbing water, so that the valve body is pushed to slide, and the through hole is communicated with the second air outlet and the second air inlet pipe.
Further, the dehumidification mechanism comprises a first convection hole and a second convection hole which are respectively arranged on two opposite side walls of the shell; a heating and dehumidifying piece is arranged in the first convection hole; and a negative pressure fan is arranged in the second convection hole.
Further, a first humidity detection piece is arranged in the first convection hole; the inside of first humidity detection spare is provided with the standing groove, be provided with the humidity detection thing in the standing groove, first humidity detection spare is provided with transparent observation window towards one side outward.
Further, a second humidity detection piece is arranged in the second convection hole; the inside of second humidity detection spare is provided with the standing groove, be provided with the humidity detection thing in the standing groove, one side that the second humidity detection spare outwards is provided with transparent observation window.
Further, shooting mechanism includes a plurality of high definition digtal camera, high definition digtal camera is used for gathering the image information of communication optical cable.
An aerial power communication optical cable inspection method comprises the following steps:
S1, acquiring and transmitting image information of a communication optical cable in real time;
S2, receiving the image information, identifying target features in the image information, and classifying the target features to obtain a defect classification result of the communication optical cable.
Further, the step S2 specifically includes:
s21, receiving the image information, extracting an area containing a target body from the image information, and taking the area as a candidate window;
s22, judging the positioning deviation of the candidate window, and correcting the positioning deviation if the positioning deviation exceeds a set threshold value;
S23, obtaining a part of the super pixel crossing a candidate window based on an image segmentation method of the super pixel, and filling the part of the super pixel crossing the candidate window into the candidate window;
S24, extracting the characteristics of the candidate window by using a convolutional neural network, and performing category training according to the extracted characteristics to obtain an SVM linear classifier;
S25, classifying the defect categories of the communication optical cable by using an SVM linear classifier to obtain a defect classification result of the communication optical cable.
Further, in step S22, the positioning deviation of the candidate window is determined according to the degree of inclusion of the super pixel in the candidate window.
The beneficial effects of the invention are as follows: according to the overhead power communication optical cable inspection system and method disclosed by the invention, the image information of the communication optical cable is collected through the shooting mechanism arranged above the inspection vehicle shell, so that the labor cost of the inspection of the communication optical cable is reduced; the problem that the patrol vehicle is sunk or falls into water and is difficult to salvage is solved by the water falling protection mechanism arranged below the patrol vehicle shell; the dehumidification mechanism arranged in the patrol vehicle shell avoids corrosion and mildew caused by water vapor gathered in the patrol vehicle to internal parts; by adopting the neural network model to extract the target characteristics of the communication optical cable image, the accuracy of extracting the target characteristics is improved, and more reliable defect data of the communication optical cable can be obtained.
Drawings
The invention is further described below with reference to the accompanying drawings and examples:
FIG. 1 is a schematic view of a patrol vehicle according to the present invention;
FIG. 2 is a cross-sectional view of the water fall protection mechanism of the present invention;
FIG. 3 is a schematic view of the structure of the inspection vehicle interior humidity observation box of the present invention;
FIG. 4 is an enlarged view of the humidity observation box of the present invention;
FIG. 5 is a schematic view of the rotation state of the micro negative pressure fan of the present invention;
FIG. 6 is a schematic diagram of the current-carrying state of the micro negative pressure fan of the present invention;
FIG. 7 is a schematic diagram of the operation of the heating and dehumidifying element and the micro negative pressure fan of the present invention;
The device comprises a 1-base, a 3-water falling protective bin, a 4-compressed gas container, a 5-first water inlet bin, a 6-second water inlet bin, a 7-plug, an 8-floating ball, a 9-water immersion sensor, a 10-electromagnetic valve, an 11-first air inlet pipe, a 12-protective air bag, a 13-base plate, a 14-second air inlet pipe, a 15-super absorbent resin, a 16-valve body, a 17-through hole, an 18-inspection vehicle, a 180-high definition camera, a 19-humidity observation box, a 191-placing groove, 192-anhydrous copper sulfate powder, 193-magnetic attraction pieces, 194-transparent glass, a 20-negative pressure fan, a 201-rotating shaft, 202-first conductive pieces, 203-second conductive pieces, 21-heating dehumidifying pieces and 22-convection holes.
Detailed Description
The invention is further described with reference to the accompanying drawings, in which:
the invention relates to an overhead power communication optical cable inspection system, as shown in fig. 1, which comprises an inspection vehicle 18 for the remote control of inspection personnel and a control module in wireless communication connection with the inspection vehicle 18; in this embodiment, the control module is disposed at a distal end.
The inspection vehicle 18 includes a housing, a water falling protection mechanism for protecting the inspection vehicle 18 when the inspection vehicle 18 falls into water, a shooting mechanism for acquiring image information, and a dehumidifying mechanism for dehumidifying the interior of the inspection vehicle 18; the water falling protection mechanism is arranged below the shell, the shooting mechanism is arranged above the shell, and the dehumidification mechanism is arranged inside the shell;
The control module comprises an image receiving module and an image processing module;
the image receiving module is used for receiving the image information acquired by the shooting mechanism and transmitting the image information to the image processing module;
The image processing module is used for identifying target characteristics in the received image information and classifying the target characteristics to obtain a defect classification result of the communication optical cable.
In this embodiment, as shown in fig. 2, the water falling protection mechanism includes a water falling protection bin 3 disposed on a base 1; the bottom of the water falling protection bin 3 is provided with a bottom plate 13, the edge of the bottom plate 13 is tilted upwards and clamped on the outer wall of the bottom of the water falling protection bin 3, and the clamping force between the edge tilting part of the bottom plate 13 and the bottom of the water falling protection bin 3 ensures that the bottom plate 13 is fixed on the bottom of the water falling protection bin 3.
The water falling protective bin 3 is internally provided with a compressed gas container 4 and a protective airbag 12; the compressed gas container 4 is fixed on the inner wall of the water falling protective bin 3, the compressed gas container 4 is positioned above the protective airbag 12, and the compressed gas in the compressed gas container 4 is nitrogen;
a first air outlet is formed in one side of the compressed gas container 4, the first air outlet is connected with the protective airbag 12 through a first air inlet pipe 11, and an electromagnetic valve 10 is arranged on the first air inlet pipe 11;
A first water inlet bin 5 is arranged on one side of the water falling protection bin 3, a water inlet is arranged on one side of the top of the first water inlet bin 5, which protrudes outwards, a plug 7 is inserted into the water inlet, a floating ball 8 is fixed on the top of the plug 7, and when the inspection vehicle 18 works normally, the plug 7 plugs the water inlet; a water inlet induction piece is arranged in the first water inlet bin 5 and is used for detecting a water inlet signal; in this embodiment, the water inlet sensing element is a water sensor 9;
The bottom of the water falling protection bin 3 is provided with a control box; the signal input end of the control box is connected with the detection signal output end of the water immersion sensor 9, and the signal output end of the control box is connected with the signal input end of the electromagnetic valve 10; the control box is used for receiving and identifying the water inflow signal sent by the water immersion sensor 9 so as to control the opening of the electromagnetic valve 10. The control box and the electromagnetic valve all adopt the prior art, and are not described in detail herein.
In this embodiment, a second air outlet is provided on the other side of the compressed air container 4, and the second air outlet is connected to the protection air bag 12 through a second air inlet pipe 14;
A second water inlet bin 6 is arranged on the other side of the water falling protection bin 3, and the second water inlet bin 6 is fixedly connected with the second air inlet pipe 14; a water inlet is formed in one side of the top of the second water inlet bin 6, protruding outwards, a plug 7 is inserted into the water inlet, a floating ball 8 is fixed on the top of the plug 7, and when the inspection vehicle 18 works normally, the plug 7 plugs the water inlet; a water absorption expansion body and a valve body 16 are arranged in the second water inlet bin 6, and a through hole 17 is arranged on the valve body 16; the water-absorbing expansion body expands after absorbing water, so as to push the valve body 16 to slide transversely, so that the through hole 17 communicates the second air outlet with the second air inlet pipe 14. In this embodiment, the water-absorbent expansion body is a super absorbent resin 15.
The working principle of the water falling protection bin 3 is as follows:
When the inspection vehicle 18 falls into water carelessly in the running process, the floating balls 8 on the first water inlet bin 5 and the second water inlet bin 6 float on the water surface, the buoyancy received by the floating balls 8 can drive the plugs 7 to separate from the first water inlet bin 5 and the second water inlet bin 6, and water can enter the first water inlet bin 5 and the second water inlet bin 6. After the water sensor 9 in the first water inlet bin 5 detects the existence of water, the water sensor 9 sends a water inlet signal to the control box, the control box receives the water inlet signal, then the control box controls the electromagnetic valve 10 on the first air inlet pipe 11 to open a valve, and compressed gas in the compressed gas container 4 enters the protective air bag 12 through the first air inlet pipe 11, so that the protective air bag 12 is inflated; meanwhile, the water entering the second water inlet bin 6 causes the super absorbent resin 15 to expand, the expanded super absorbent resin 15 pushes the valve body 16 to slide transversely, so that the through hole 17 on the valve body 16 aligns with the second air outlet and the second air inlet pipe 14, and the compressed gas in the compressed gas container 4 enters the protective airbag 12 through the second air inlet pipe 14, so that the protective airbag 12 can also expand. The inflated protective airbag 12 will push up the bottom plate 13, thereby enabling the patrol car 18 to float on the water surface.
The first water inlet bin 5 and the second water inlet bin 6 play a role in double insurance, ensure that the protective air bag 12 can be smoothly ejected, and solve the problem that the patrol car 18 is difficult to salvage when immersed in water.
In this embodiment, the dehumidifying mechanism includes a first convection hole and a second convection hole respectively disposed on two opposite sidewalls of the housing; a heating and dehumidifying element 21 is arranged in the first convection hole; a negative pressure fan 20 is arranged in the second convection hole.
As shown in fig. 5 and 6, the heating and dehumidifying element 21 is connected to one end of the inner side of the first convection hole through a rotating shaft 201, a first conductive sheet 202 is disposed at one end of the heating and dehumidifying element 21 away from the rotating shaft 201, and a second conductive sheet 203 is disposed at the other end of the inner side of the first convection hole; the negative pressure fan 20 is connected with one end of the inner side of the second convection hole through a rotating shaft 201, a first conductive sheet 202 is arranged at one end of the negative pressure fan 20 away from the rotating shaft 201, and a second conductive sheet 203 is arranged at the other end of the inner side of the second convection hole; when the first conductive sheet 202 contacts with the second conductive sheet 203, the heating and dehumidifying member 21 or the negative pressure fan 20 can be powered.
The first convection hole and the second convection hole form a pair of oppositely arranged convection holes 22, so that the stability and the persistence of wind direction are ensured; the negative pressure fan 20 is a miniature negative pressure fan, and the heating dehumidifying part 21, the negative pressure fan 20 and the rotating shaft 201 all adopt the prior art, and are not described herein.
In this embodiment, as shown in fig. 3, a first humidity detecting member is further disposed in the first convection hole; the first humidity detection piece is clamped in the first convection hole, so that the first convection hole is closed, and the first humidity detection piece is used for detecting humidity in the shell; the first humidity detection member is a humidity observation box 19.
In this embodiment, as shown in fig. 3, a second humidity detecting member is further disposed in the second convection hole; the second humidity detection piece is clamped in the second convection hole, so that the second convection hole is closed, and the second humidity detection piece is used for detecting the humidity in the shell; the second humidity detecting member is a humidity observation box 19.
As shown in fig. 4, a placement groove 191 is provided in the humidity observation box 19, and a humidity detection object, which is anhydrous copper sulfate powder 192, is provided in the placement groove 191; a transparent observation window is arranged on one side of the humidity observation box 19 facing outwards, and the transparent observation window is heat-resistant transparent glass 194; two ends of one side of the humidity observation box 19 facing outwards are respectively provided with a magnetic attraction piece 193, and the magnetic attraction pieces 193 are used for enhancing the adsorption force of the humidity observation box 19 on the convection holes 22; the top of the placement tank 191 is provided with an opening for containing new anhydrous copper sulfate powder 192 and for discharging the anhydrous copper sulfate powder 192 that completes the reaction.
The working principle of the dehumidifying mechanism is as follows:
When water vapor enters the interior of the inspection vehicle 18, the white anhydrous copper sulfate powder 192 in the humidity observation box 19 in the inspection vehicle 18 is moistened, so that the anhydrous copper sulfate powder 192 is changed into copper sulfate pentahydrate, and the color of the anhydrous copper sulfate powder 192 is changed from white to blue. The inspection staff can observe the color change of the anhydrous copper sulfate powder 192 through the transparent observation window of the humidity observation box 19, after the inspection staff finds that the color change is blue, the two humidity observation boxes 19 are respectively taken out of the convection holes 22, at the moment, the heating and dehumidifying piece 21 and the negative pressure fan 20 in the inspection vehicle 18 are respectively rotated to the corresponding openings of the convection holes 22 around the rotating shaft 201, at the moment, the first conductive sheet 202 is contacted with the second conductive sheet 203, so that the heating and dehumidifying piece 21 and the negative pressure fan 20 are electrified and start to work. As shown in fig. 7, when the negative pressure fan 20 draws air, the air in the inspection vehicle 18 forms negative pressure, so that the air outside the inspection vehicle 18 is forced to flow through the heating dehumidifying element 21, the air is heated by the heating dehumidifying element 21 and becomes hot air, and the hot air passes through the interior of the inspection vehicle 18 and takes away water vapor in the inspection vehicle 18, thereby realizing the dehumidification of the interior of the inspection vehicle 18. After dehumidification is completed, the inspector re-puts new anhydrous copper sulfate powder 192 into the humidity observation box 19, re-clamps the humidity observation box 19 into the convection hole 22, and then re-closes the convection hole 22.
The dehumidification mechanism can effectively dehumidify the interior of the inspection vehicle 18, and avoids corrosion and mildew of internal parts caused by water vapor gathered in the inspection vehicle 18.
In this embodiment, the photographing mechanism includes a plurality of high-definition cameras 180, where the high-definition cameras 180 are used to collect image information of the communication optical cable.
A patrol method using an overhead power communication optical cable patrol system comprises the following steps:
S1, when the inspection vehicle 18 walks according to a preset route, the shooting mechanism is used for collecting and transmitting image information of a communication optical cable in real time;
S2, the image receiving module receives image information acquired by the shooting mechanism and transmits the image information to the image processing module; and the image processing module identifies target characteristics in the image information and classifies the target characteristics to obtain a defect classification result of the communication optical cable. Wherein the target features include breakage, and decay defects of the communication cable.
In this embodiment, the step S2 specifically includes:
S21, receiving the image information, extracting a region containing a target body from the image information by using a multi-scale fusion method of multi-level segmentation regions, and taking the region as a candidate window; wherein the target body is a communication optical cable selected during patrol;
S22, judging the positioning deviation of the candidate window, and correcting the positioning deviation if the positioning deviation exceeds a set threshold value, so as to prepare for subsequent operation; wherein the threshold is set according to a specific definition of the positioning deviation;
S23, obtaining a part of the super pixel crossing a candidate window based on an image segmentation method of the super pixel, and filling the part of the super pixel crossing the candidate window into the candidate window;
S24, extracting the characteristics of the candidate window by using a convolutional neural network, and performing category training according to the extracted characteristics to obtain an SVM linear classifier;
S25, classifying the defect categories of the communication optical cable by using an SVM linear classifier to obtain a defect classification result of the communication optical cable.
In this embodiment, in step S22, the positioning deviation of the candidate window is determined according to the degree of inclusion of the super pixel in the candidate window.
The inspection method for the overhead power communication optical cable improves the accuracy of feature extraction and can obtain more reliable detection results.
Finally, it is noted that the above embodiments are only for illustrating the technical solution of the present invention and not for limiting the same, and although the present invention has been described in detail with reference to the preferred embodiments, it should be understood by those skilled in the art that modifications and equivalents may be made thereto without departing from the spirit and scope of the technical solution of the present invention, which is intended to be covered by the scope of the claims of the present invention.

Claims (8)

1. An overhead power communication optical cable inspection system, characterized in that: the system comprises a patrol vehicle for a patrol person to remotely control and a control module connected with the patrol vehicle in a wireless communication manner;
The inspection vehicle comprises a shell, a water falling protection mechanism for protecting the inspection vehicle when the inspection vehicle falls into water, a shooting mechanism for acquiring image information and a dehumidifying mechanism for dehumidifying the interior of the inspection vehicle; the water falling protection mechanism is arranged below the shell, the shooting mechanism is arranged above the shell, and the dehumidification mechanism is arranged inside the shell;
The control module comprises an image receiving module and an image processing module;
the image receiving module is used for receiving the image information acquired by the shooting mechanism and transmitting the image information to the image processing module;
The image processing module is used for identifying target characteristics in the received image information and classifying the target characteristics to obtain a defect classification result of the communication optical cable;
the water falling protection mechanism comprises a water falling protection bin; the bottom of the water falling protection bin is provided with a bottom plate, and the edge of the bottom plate is tilted upwards and is clamped on the outer wall of the bottom of the water falling protection bin;
a compressed gas container and a protective air bag are arranged in the water falling protective bin;
A first air outlet is formed in one side of the compressed gas container, the first air outlet is connected with the protective air bag through a first air inlet pipe, and an electromagnetic valve is arranged on the first air inlet pipe;
A first water inlet bin is arranged on one side of the water falling protection bin, a water inlet is arranged on one side of the top of the first water inlet bin, a plug is inserted into the water inlet, and a floating ball is fixed on the top of the plug; a water inlet sensing piece is arranged in the first water inlet bin and is used for detecting a water inlet signal;
The bottom of the water falling protection bin is provided with a control box; the signal input end of the control box is connected with the detection signal output end of the water inlet sensing piece, and the signal output end of the control box is connected with the signal input end of the electromagnetic valve; the control box is used for receiving and identifying a water inlet signal so as to control the opening of the electromagnetic valve;
A second air outlet is formed in the other side of the compressed gas container, and the second air outlet is connected with the protective air bag through a second air inlet pipe;
A second water inlet bin is arranged on the other side of the water falling protection bin, and the second water inlet bin is fixedly connected with the second air inlet pipe; a water inlet is formed in one side of the top of the second water inlet bin, a plug is inserted into the water inlet, and a floating ball is fixed at the top of the plug; a water absorption expansion body and a valve body are arranged in the second water inlet bin, and a through hole is formed in the valve body; the water-absorbing expansion body expands after absorbing water, so that the valve body is pushed to slide, and the through hole is communicated with the second air outlet and the second air inlet pipe.
2. An overhead power communication cable inspection system according to claim 1, wherein: the dehumidification mechanism comprises a first convection hole and a second convection hole which are respectively arranged on two opposite side walls of the shell; a heating and dehumidifying piece is arranged in the first convection hole; and a negative pressure fan is arranged in the second convection hole.
3. The overhead power communication cable inspection system of claim 2, wherein: a first humidity detection piece is further arranged in the first convection hole; the inside of first humidity detection spare is provided with the standing groove, be provided with the humidity detection thing in the standing groove, first humidity detection spare is provided with transparent observation window towards one side outward.
4. The overhead power communication cable inspection system of claim 2, wherein: a second humidity detection piece is further arranged in the second convection hole; the inside of second humidity detection spare is provided with the standing groove, be provided with the humidity detection thing in the standing groove, one side that the second humidity detection spare outwards is provided with transparent observation window.
5. An overhead power communication cable inspection system according to claim 1, wherein: the shooting mechanism comprises a plurality of high-definition cameras, and the high-definition cameras are used for collecting image information of the communication optical cable.
6. An aerial power communication cable inspection method utilizing the inspection system of any one of claims 1-5, characterized by: the method comprises the following steps:
S1, acquiring and transmitting image information of a communication optical cable in real time;
S2, receiving the image information, identifying target features in the image information, and classifying the target features to obtain a defect classification result of the communication optical cable.
7. The method of aerial power communication cable inspection of claim 6, wherein: the step S2 specifically includes:
s21, receiving the image information, extracting an area containing a target body from the image information, and taking the area as a candidate window;
s22, judging the positioning deviation of the candidate window, and correcting the positioning deviation if the positioning deviation exceeds a set threshold value;
S23, obtaining a part of the super pixel crossing a candidate window based on an image segmentation method of the super pixel, and filling the part of the super pixel crossing the candidate window into the candidate window;
S24, extracting the characteristics of the candidate window by using a convolutional neural network, and performing category training according to the extracted characteristics to obtain an SVM linear classifier;
S25, classifying the defect categories of the communication optical cable by using an SVM linear classifier to obtain a defect classification result of the communication optical cable.
8. The method of claim 7, wherein: in step S22, the positioning deviation of the candidate window is determined according to the degree of inclusion of the super pixel in the candidate window.
CN202011242854.2A 2020-11-08 2020-11-08 Overhead power communication optical cable inspection system and method Active CN112418019B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202011242854.2A CN112418019B (en) 2020-11-08 2020-11-08 Overhead power communication optical cable inspection system and method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202011242854.2A CN112418019B (en) 2020-11-08 2020-11-08 Overhead power communication optical cable inspection system and method

Publications (2)

Publication Number Publication Date
CN112418019A CN112418019A (en) 2021-02-26
CN112418019B true CN112418019B (en) 2024-06-28

Family

ID=74780906

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202011242854.2A Active CN112418019B (en) 2020-11-08 2020-11-08 Overhead power communication optical cable inspection system and method

Country Status (1)

Country Link
CN (1) CN112418019B (en)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113252684B (en) * 2021-04-29 2022-09-02 国网冀北电力有限公司唐山供电公司 Electric power optical cable surface defect recognition device and method
CN116934308B (en) 2023-09-15 2023-12-15 浙江恒逸石化有限公司 Control method, device and equipment of road inspection equipment and storage medium
CN117250705A (en) * 2023-09-21 2023-12-19 宏安集团有限公司 Integrated communication optical cable

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105108728A (en) * 2015-09-17 2015-12-02 国网山东省电力公司德州供电公司 Inspection robot special for cable trenches of substations
CN205389792U (en) * 2016-03-03 2016-07-27 甘肃省农业科学院林果花卉研究所 Device driped irrigation is carried out soil water content demand according to fruit tree
CN106740629A (en) * 2017-03-16 2017-05-31 周小平 Overboard anti-settling protection device and automobile
CN110222648A (en) * 2019-06-10 2019-09-10 国网上海市电力公司 A kind of aerial cable fault recognition method and device
CN209710560U (en) * 2018-11-28 2019-11-29 王浩 A kind of moisture-proof electrical cabinet

Family Cites Families (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2223312C (en) * 1997-12-02 2006-05-09 Hugh Downey Snowmobile flotation device
CN2628418Y (en) * 2003-04-01 2004-07-28 张乃芹 Life belt
JP3179545U (en) * 2012-08-09 2012-11-08 ▲きん▼餘貿易有限公司 Car waterproof cover
CN203975192U (en) * 2014-06-20 2014-12-03 天津市兰纳针织服饰有限公司 A kind of Novel submerged clothing
CN105790132A (en) * 2014-12-17 2016-07-20 泰州市辉龙机电有限公司 Distribution box with automatic dehumidification and temperature control function
CN104820423A (en) * 2015-03-13 2015-08-05 华北电力大学 Remote control cable trench intelligent patrol car
CN105022990B (en) * 2015-06-29 2018-09-21 华中科技大学 A kind of waterborne target rapid detection method based on unmanned boat application
CN105242702A (en) * 2015-10-08 2016-01-13 国网山东高密市供电公司 Dehumidifying apparatus for electric control cabinet
CN205022832U (en) * 2015-10-13 2016-02-10 宁波振华救生设备有限公司 Automatic emergent rescue bag of type of aerifing
WO2018044243A1 (en) * 2016-08-29 2018-03-08 Mahmoud Hassan Elsayed Haman Mervat An automatic system to separate, and, thrust the plane's black box away from the fuselage in case of drowning
JP6859891B2 (en) * 2017-08-08 2021-04-14 中国電力株式会社 Patrol inspection system
US10699453B2 (en) * 2017-08-17 2020-06-30 Adobe Inc. Digital media environment for style-aware patching in a digital image
CN107833220B (en) * 2017-11-28 2021-06-11 河海大学常州校区 Fabric defect detection method based on deep convolutional neural network and visual saliency
CN108956640B (en) * 2018-04-04 2020-12-18 国网智能科技股份有限公司 Vehicle-mounted detection device and detection method suitable for power distribution line inspection
CN108986119B (en) * 2018-07-25 2020-07-28 京东方科技集团股份有限公司 Image segmentation method and device, computer equipment and readable storage medium
CN109229044B (en) * 2018-08-06 2020-05-29 常州信息职业技术学院 Safe intelligent automobile
JP2020064555A (en) * 2018-10-19 2020-04-23 中国電力株式会社 Patrol server, and patrol and inspection system
CN209485770U (en) * 2018-12-20 2019-10-11 中国水利水电科学研究院 A kind of height-adjustable groundwater sampling device
CN109928485A (en) * 2019-04-29 2019-06-25 河南迪诺环保科技股份有限公司 A kind of ozone nanometer air bubble machine
CN211833462U (en) * 2019-12-18 2020-11-03 辽东学院 Special bill storage device of financial accounting
CN111874184B (en) * 2020-08-18 2024-05-14 交通运输部北海航海保障中心天津海事测绘中心 Loss prevention device for marine equipment

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105108728A (en) * 2015-09-17 2015-12-02 国网山东省电力公司德州供电公司 Inspection robot special for cable trenches of substations
CN205389792U (en) * 2016-03-03 2016-07-27 甘肃省农业科学院林果花卉研究所 Device driped irrigation is carried out soil water content demand according to fruit tree
CN106740629A (en) * 2017-03-16 2017-05-31 周小平 Overboard anti-settling protection device and automobile
CN209710560U (en) * 2018-11-28 2019-11-29 王浩 A kind of moisture-proof electrical cabinet
CN110222648A (en) * 2019-06-10 2019-09-10 国网上海市电力公司 A kind of aerial cable fault recognition method and device

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
基于类别概率反向传播机制的弱监督语义分割;李良御;;电气技术(第04期);全文 *

Also Published As

Publication number Publication date
CN112418019A (en) 2021-02-26

Similar Documents

Publication Publication Date Title
CN112418019B (en) Overhead power communication optical cable inspection system and method
CN113128473A (en) Underground comprehensive pipe gallery-oriented inspection system, method, equipment and storage medium
CN112101088B (en) Unmanned aerial vehicle electric power automatic inspection method, device and system
WO2020199538A1 (en) Bridge key component disease early-warning system and method based on image monitoring data
CN110027701A (en) Underground pipe gallery cruising inspection system
CN112491982A (en) Refined sensing method based on cloud edge cooperative power transmission line
CN111008587A (en) Intelligent visual recognition system based on deep learning and applied to robot
CN107014971A (en) Underwater hiding-machine with efficient charging and remote data transmission function uses buoy base station
CN112697798A (en) Infrared image-oriented diagnosis method and device for current-induced thermal defects of power transformation equipment
CN109782803A (en) A kind of unmanned plane transmission pressure inspection system and method
CN114882410B (en) Tunnel dome lamp fault detection method and system based on improved positioning loss function
CN208707804U (en) Multipurpose tunnel cable supervisory-controlled robot
CN110702161A (en) Device and method for monitoring and positioning dropping of pins of insulators of transmission towers
CN117496337A (en) Thermal power plant safety monitoring device and method based on deep learning
CN208172191U (en) A kind of pressing plate switch condition intelligent detection identification device system
CN208714919U (en) A kind of arrangements for automotive doors
CN116647032B (en) Real-time protection system and method for power transmission line of target construction vehicle
CN211225909U (en) Floor character superposition device based on intelligent perception technology
CN220649567U (en) Monitoring device and lamp pole with same
CN206725001U (en) A kind of dynamic environment monitoring system
CN114655361A (en) Intelligent buoy and offshore cruise unmanned aerial vehicle cluster control management system and method
CN208079221U (en) A kind of gas cloud imaging device
CN111289853A (en) Channel-space attention mechanism-based insulator detection system and algorithm
CN215258540U (en) Solar energy pipeline early warning detecting system
CN212904801U (en) Air quality detection device with power generation function

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