CN109818416A - A kind of multi-functional transformer station intelligent robot inspection system - Google Patents

A kind of multi-functional transformer station intelligent robot inspection system Download PDF

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CN109818416A
CN109818416A CN201711173831.9A CN201711173831A CN109818416A CN 109818416 A CN109818416 A CN 109818416A CN 201711173831 A CN201711173831 A CN 201711173831A CN 109818416 A CN109818416 A CN 109818416A
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robot
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intelligent
inspection
substation
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杨娜
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Abstract

The invention discloses a kind of multi-functional transformer station intelligent robot inspection systems, it includes monitoring center, and the station level intelligent robot cruising inspection system of the monitoring center and at least one substation passes through network connection;Each station level intelligent robot cruising inspection system includes at least one base station, it is additionally provided with environment information acquisition subsystem in substation simultaneously and is mounted on each fixed point auxiliary Monitor And Control Subsystem needed at monitoring device in substation, the intelligent inspection robot is equipped with intelligent inspection robot slave computer, the intelligent inspection robot slave computer is also connect with detection unit, the detection unit includes infrared detection unit and ultraviolet detection unit, and the ultraviolet detection unit includes ultraviolet video server and ultraviolet detector.Polling path optimization of the present invention, security protection is good, and intelligence degree is high, has the advantages that all the period of time fault detection and seamless video monitoring, provides completely new technology detection means and comprehensive safety guarantee for intelligent substation.

Description

A kind of multi-functional transformer station intelligent robot inspection system
Technical field
The present invention relates to power system transformer substation operation and maintenance technical field more particularly to a kind of transformer station intelligent robots Cruising inspection system.
Background technique
For a long time, manual type is mostly used to carry out substation inspection work, traditional manual inspection mode is not only deposited In large labor intensity, working efficiency is low, detection mass-dispersion, in place of the deficiencies of means are single, and it is subsequent also can not will be artificial Data detected are accurately and timely transmitted in management information system to use in work.
With the popularization of unattended Substation, incident is that substation inspection workload is increasing, is patrolled Inspection arrival rate, timeliness are more unable to get guarantee.Especially the Special Geographics condition such as plateau, gobi or as strong wind, the greasy weather, The extreme weathers such as ice and snow, hail, thunderstorm occur after, cause manually can not timely inspection, and inspection subject to conditions exist compared with Big security risk, contingency once occurs for substation at this time, and policymaker because that can not obtain intuitive field data in time, often The opportunity that optimization process accident can be affected adversely causes the great accidents such as unnecessary economic loss even casualties.
In recent years, with the development of science and technology, the appearance of transformer station intelligent robot, it is standing that realization is automatically performed substation day The work such as standby tour, infrared measurement of temperature, operation front and back equipment state inspection, to greatly improve the work to substation equipment patrol Efficiency and quality reduce personnel labor intensity and work risk, promote intelligent substationization level, mention for substation is unattended For powerful technical support.Transformer station intelligent robot has become the important supplementary means of inspecting substation equipment.
The patent No. CN201442264U that State Intellectual Property Office announced on April 28th, 2010, entitled " substation's intelligence The application number 201010508300.2 that energy crusing robot " and State Intellectual Property Office announced on June 1st, 2011, it is entitled The technical solution in terms of transformer station intelligent robot is proposed in the patent of " Intelligent inspection robot system for transformer substation equipment ". By analysis, there are following technical problems for the existing Intelligent Mobile Robot technical solution announced:
1, the crusing robot being previously mentioned does not have global path planning function.When being maked an inspection tour to particular device, survey monitor Device people does not optimize path, needs some unnecessary paths, not only wastes the energy content of battery, but also increase survey monitor The time that device people detects in place, detection efficiency be not high.
2, the crusing robot pattern recognition function being previously mentioned is weak.The shape of current substation's high-voltage circuitbreaker equipment State is mostly manually maked an inspection tour or is monitored on-line, and manual patrol large labor intensity, working efficiency are low;Tour/verification is not in place, and existing There is the management information system docking period long;Sampled signal is less, data deficiencies for the crusing robot on-line monitoring being previously mentioned;To fortune Dynamic process lacks record;The disadvantages of analysis precision is not high, and diagnosis lacks persuasion.
3, the crusing robot being previously mentioned lacks security protection system.Crusing robot is in commissioning test and normal inspection Cheng Zhong when operating especially by wireless technology, due to lacking effective preventive means, causes crusing robot occurring surprisingly When situation, shell collides with equipment and is damaged.
4, the crusing robot being previously mentioned can not shift to an earlier date failure early period of detection device.Infrared detection is vulnerable to infrared in environment Radiation especially solar radiation influences, therefore infrared detection cannot generally carry out on daytime, result in some equipment faults in this way It cannot be timely detected and find;The later period failure of the usual detection device of infrared detection, can not failure early period to equipment make Early warning.
5, the crusing robot being previously mentioned can not effectively be combined with traditional video monitoring system.There is also very big Blind area of monitoring is difficult really to meet the requirement that video is maked an inspection tour, covered all around.
6, the crusing robot being previously mentioned can not cooperate with successive control system.Existing Intelligent Mobile Robot, cannot achieve The automatic identification of equipment state after grid switching operation can not interact with transformer substation sequence control platform, also cannot achieve grid switching operation Sequence process.
Summary of the invention
The purpose of the present invention is to solve the above-mentioned problems, provides a kind of multi-functional transformer station intelligent robot inspection system System.It integrates existing robot technology, power equipment non-contact detecting technology, more sensings using intelligent inspection robot as core Device integration technology, pattern-recognition, navigator fix technology and technology of Internet of things etc..It is complete with can be realized transformer substation robot Weather, comprehensive, full autonomous intelligence inspection and monitoring realize to inspection monitoring data intelligent storage, while utilizing pattern-recognition, Labor intensity is effectively reduced, reduces substation's O&M cost, improve normal inspection operation and manages intelligent and automatic Change level, for intelligent substation and unattended operation transformer station provides innovative technology detection means and comprehensive safety is protected Barrier, the advantages of quickly promoting substation's unattended process.
To achieve the above object, the present invention adopts the following technical scheme:
A kind of multi-functional transformer station intelligent robot inspection system, it includes monitoring center, the monitoring center at least The station level intelligent robot cruising inspection system of one substation passes through network connection;Each station level intelligent robot cruising inspection system packet At least one base station is included, base station is then wirelessly communicated at least one intelligent inspection robot;
It is additionally provided at least one robot electrically-charging equipment in substation simultaneously, is also equipped with and intelligent patrol detection in substation Robot navigation's location facilities for walking that robot matches, while environment information acquisition is additionally provided in substation System and be mounted in substation it is each need at monitoring device fixed point auxiliary Monitor And Control Subsystem;
Environment information acquisition subsystem, fixed point auxiliary Monitor And Control Subsystem and base station communication;The intelligent inspection robot It is equipped with intelligent inspection robot slave computer, it passes through network communication unit and base station communication;
The intelligent inspection robot slave computer is also connect with detection unit, and the detection unit includes infrared detection unit With ultraviolet detection unit, the ultraviolet detection unit includes ultraviolet video server and ultraviolet detector, ultraviolet detector The analog video that acquisition equipment image obtains is sent to base by ultraviolet video server access switch by wireless communication It stands background monitoring computer i.e. host computer;Ultraviolet detector is connect with ultraviolet video server, ultraviolet detector with it is ultraviolet Video server connect with intelligent inspection robot slave computer and is controlled by slave computer.
The monitoring center includes an at least server, at least a monitoring host computer and corresponding warning device;Wherein, The monitoring host computer has all monitoring, control and a management function in video monitoring center, and using pattern-recognition to video and Picture carries out intellectual analysis;The server storage time information, photos and videos file, for quick-searching;Warning device For system hardware and software anomaly alarming device or/and detection warning device, wherein monitoring alarm is selected from environmental information and reports extremely Alarm device, fire fighting alarm device one of break in warning device, video movable alarm device or a variety of.
The monitoring center is connect with each base station by electric power special optical cable.
The base station includes background monitoring computer i.e. host computer, it passes through wireless communication module I and Intelligent inspection machine Device people communication;
The host computer is connect by firewall with Substation SCADA System and mis system;
The host computer is connect by mobile communication module with long-range monitoring center, and the mobile communication module is GSM Module, CDMA module, GPRS module or 3G module;
The environment information acquisition subsystem uses temperature, humidity and air velocity transducer, using RS485 serial communication protocol Base station background monitoring computer i.e. host computer is sent the data to by cable, and carries out display storage.
The intelligent inspection robot includes intelligent inspection robot ontology;Intelligent inspection robot ontology includes fixing Slave computer on a mobile platform and navigation positioning module, power module, the cradle head control module, letter being connected with slave computer Cease acquisition module, display module, safety protection module, detection module, network communication unit;The wherein network communication unit It is communicated including the wireless communication module II and wireless communication module I of base station.
The navigation positioning module includes that two RFID readers, a GPS unit, a magnetic navigation unit and one are sharp Ligh-ranging unit, the GPS unit receive GPS positioning information, read RFID navigation information by RFID reader, pass through magnetic conductance The unit that navigates reads magnetic navigation mark, reads target/obstacle distance information by laser ranging unit, is sent to after information collection Slave computer;
The power module includes input power, and input power is connect with power supply processing module, power supply processing module point eight Power supply output in road is exported including two-way 12V output and six road 28V;In 12V output is wireless communication module and friendship all the way It changes planes power supply, another way is information collecting device power supply;The six roads 28V output is then the next with radiator, robot respectively Machine, safety protection module, cradle head control module, robot ambulation equipment and charging positioning mechanism power supply;
The structure that the cradle head control module uses is using described in Chinese granted patent number ZL200920029359.6 Structure;
The information acquisition module includes with lower unit: image information acquisition unit, acoustic information acquisition unit, temperature/wet Spend information acquisition unit;The image information acquisition unit also wraps in addition to thermal infrared imager, ultraviolet imager, video server Visible light camera is included, the visible light camera, thermal infrared imager, ultraviolet imager are respectively or combination is mounted on corresponding cloud On platform;The acoustic information acquisition unit is sound pick-up;The temperature/humidity information acquisition unit is Temperature Humidity Sensor;
The safety protection module includes ultrasonic fault detection unit, safe touch side unit, is also comprised and Video service The front camera and rear camera of device connection, information collected compress volume by being controlled by the video encoder of slave computer After code, base station is sent to through wireless communication module I, wireless communication module II;After rear camera provides intelligent inspection robot Square real-time video, auxiliary remote control intelligent inspection robot retreat;
The ultrasound obstacle detection unit includes the ultrasound transducer probe that robot front end is arranged in, and is passed with ultrasound The ultrasonic signal processing board of sensor probe connection, the range information that it will test are transmitted to robot slave computer.The ultrasound There are four sensor probes, is mounted on robot front end side by side.The structure that this unit uses is using Chinese granted patent number Structure described in ZL200920029427.9, when for detecting the barrier of crusing robot direction of travel, preventing automatic running Accident collision;
The safe touch side unit is the ribbon of flexible bendable, is fixed on the edge placement of intelligent inspection robot On, realize safeguard protection.When crusing robot is mobile strikes barrier, Flexible Safety side will transmit a signal to power supply system System is mobile to stop robot, and important security protection is provided for crusing robot accident collision.
The wireless communication module I, wireless communication module II are the wireless bridge based on 802.11N;
The slave computer uses embedded industrial control computer, built-in built-in Linux operating system, and slave computer leads to It crosses wireless communication module II and host computer communicates, the communication data for being transmitted to host computer includes image information acquisition unit, sound Information acquisition unit, temperature/humidity information acquisition unit data;The collected RFID number of navigation positioning module is also transmitted simultaneously According to, GPS data, target/obstacle distance data.
The fixed point auxiliary Monitor And Control Subsystem is included in substation equipped at least one high-definition network camera;It is described High-definition network camera is connect by optical cable with base station;High-definition network camera setting makes an inspection tour blind area in intelligent inspection robot, High-definition network camera is directly monitored by intelligent inspection robot missing inspection equipment, upload the data to base station, carries out unified monitoring It is stored with analysis.
The intelligent inspection robot electrically-charging equipment includes accumulator plant and charging positioning mechanism, and the accumulator plant is using logical Road formula cabin, split two doors in accumulator plant install automatic gate inhibition, intelligent inspection robot can module by wireless communication, control Make the folding of automatic gate inhibition;Accumulator plant is equipped with intelligent inspection robot navigator fix facility, certainly convenient for intelligent inspection robot Dynamic charging positioning;Charge indoor location charging case.The structure of accumulator plant's automatic door control system uses Chinese patent application Number for the structure in 2011201896988 patents of invention, charging positioning mechanism use China's granted patent number for The structure of ZL200920290409.6.
A kind of transformer station intelligent robot method for inspecting the following steps are included:
Step 1, charging;Intelligent inspection robot refers in the patrol task for not receiving wireless communication networks or contactless transmission When enabling, equipment charge is carried out in intelligent inspection robot accumulator plant, patrol task is waited to issue;
Step 2, path planning;When path planning, substation is modeled first, form topological network diagramming and is connected to pass It is matrix;Searching route matrix, i.e. shortest path matrix are determined followed by Floyd Freud's algorithm, and excellent by iteration Change, improves arithmetic speed;Then pass through the traversal to node and side, the most short access of calculating originating point to target point sequence Diameter;Most short communication path is finally transformed into the travel route indicated with RFID sequence;RFID at each crossing, according to path Connectivity calculates the rotational angle of intelligent inspection robot;
Step 3, mission dispatching and execution;Base station epigyny machine is required according to inspection, and path planning module plans letter of going out on missions Breath, and intelligent inspection robot slave computer is sent by wireless telecommunication system by timed task;After reaching task time, inspection Robot is detached from electrically-charging equipment and starts inspection;Intelligent inspection robot navigation positioning module acquires navigator fix information, by position Attitude signal sends slave computer, travels under the control of master control system in substation;
Step 4, anchor point detection;When navigation positioning module, which detects, reaches target detection point, stop mobile platform, root According to task, call the holder of detection system accordingly prefabricated position, video that alignment substation equipment is detected, and will test and Image data is sent to base station epigyny machine by wireless telecommunication system and carries out data processing, analysis, storage;
Step 5, pattern-recognition;Based on the video and image data of the acquisition of robot visible detection, template matching is utilized Technology, the circuit-breaker status of substation is identified;Based on the video and image data of the acquisition of robot infrared detection, benefit Substation's disconnecting link state is identified with Sift feature;Base station background monitoring computer, that is, host computer divides detection data Analysis judgement, issues overtemperature warning when necessary;
Step 6, sequence execute task, until patrol task is completed, intelligent inspection robot returns to robot electrically-charging equipment, Charging waits next timing patrol task;
Step 7, fixed point monitoring auxiliary inspection;By the way that multiple video cameras of different fixed points are all added to fixed point inspection In sequencing column, it is configured to inspection route, each video camera is according to planning alignment robot missing inspection equipment and by video information It is uploaded to base station;The fixed point auxiliary video of upload is utilized the failure that equipment is judged after pattern-recognition identification by the host computer of base station State;Trigger condition is arranged to the region that monitors of needs in system, i.e., on demand setting pass through the detection of warning face, into, leave invasion Region detection, once triggering under deployment state, system can interlink warning;
Step 8, inspection report generation;Whole tasks are completed, and base station background monitoring computer receives inspection end message, Analysis handles this inspection data, forms inspection report, this inspection terminates;Patrol officer can be in the monitoring time reality of base station When monitoring inspection it is whole;Inspection report can also be browsed after the completion of inspection;It can also periodically be retrieved, be checked by historical data Inspection historical data.
In addition, further illustrating, the background monitoring computer, that is, host computer is equipped with background monitoring and analyzes software, backstage Monitoring analysis software includes boundary layer, control layer and data Layer;
The boundary layer is divided into video display module, information display module, alarm display module, report generation module, electricity Sub- mapping module, data inquiry module, data configuration module and device control module, intelligent inspection robot oneself state and inspection The monitoring of the real time data of examining system provides operating interactive interface by boundary layer and realizes;
The control layer, be divided into path planning, pattern-recognition, sequence cooperation, audio processing modules, network communication module, Video processing module, alert process module, report form processing module, path planning module can with crusing robot inspection route from Dynamic optimization, can also be when formulating the specific patrol task of equipment and when intelligent inspection robot low pressure alarming auto-returned charges Shortest path is provided;The automatic identification of equipment may be implemented in pattern recognition module, can in infrared image accurate positioning equipment, Automatic accurate judgement device temperature;Pattern recognition module can also with the state of automatic identification equipment, as disconnecting switch state and The reading of instrument;Sequence fit module in summary functional module, interacts with transformer substation sequence control platform, utilizes optimal path Planning algorithm, image analysis, algorithm for pattern recognition realize the automatic detection of the equipment state after Substation Switch Changing Operation, and will know Other result is sent to transformer substation sequence control platform, realizes the automatic school conjunction of equipment state after grid switching operation, and back brake is driven to grasp The one-touch sequential control of Substation Switch Changing Operation is really realized in automatic, the smooth execution made;
The data Layer is divided into real-time data base, system configuration file, video file and historical data base;To testing number According to carrying out classification storage, and realizes the sequence of historical data, screening etc. and retrieve.
The invention has the following advantages:
1, polling path optimizes.
Intelligent inspection robot optimizes polling path using global path planning algorithm, and travel route is short, intelligence Detection time is fast in place for crusing robot, saves the energy content of battery, while can effectively save mobile intelligence after substation equipment operation The time of energy crusing robot equipment verification.
2, there is stronger pattern recognition function.
Pattern recognition function, including substation breakers state is realized based on visible detection technology, template matching technique It identifies and the state recognition of substation's disconnecting link is realized based on infrared detection, these modules and algorithm arithmetic speed are fast, image recognition rate Height improves the efficiency of automatic detecting and identification, can meet the real-time tour requirement at scene.
3, all the period of time fault detection.
Ultraviolet detection is not interfered by solar radiation, and intelligent inspection robot can carry out inspection to substation equipment on daytime, Cooperate with visible light and/or infrared detection, equipment can be detected with whole day any time section, improves equipment deficiency detection Timeliness;It is ultraviolet, infrared, visible detection excellent by being combined in intelligent inspection robot distribution equipment detection unit Gesture can be improved the efficiency of equipment deficiency detection, accurately and reliably position, can be set with complete detection substation to equipment deficiency Standby temperature, appearance, state and corona flashover situation.
4, comprehensive security protection.
Ultrasonic obstacle detection unit is used to detect the barrier of robot direction of travel, prevents accident when automatic running from touching It hits;Front camera, rear camera provide the real-time video of intelligent inspection robot front and back, auxiliary remote control Intelligent inspection machine Device people's forward-reverse;Intelligent inspection robot accident collision is protected in last official seal of safe touch side.Comprehensive security protection can be with Intelligent inspection robot automatic safe is run, intelligent inspection robot accident collision when automatic detecting or remote control is prevented or is fallen It falls.
5, intelligence degree is high.
The full autonomous operation that patrol task is realized by automatic charging and Camera calibration, is not necessarily to manual intervention;Intelligence Change degree is high, and inspection data consistency is good, is pinpointed, determines angle, fixed time using intelligent inspection robot realization substation equipment Inspection is automated, data are not influenced by subjective factors such as patrol officer's Quality abilities.
6, the seamless monitoring of comprehensive video.
The cooperation that Monitor And Control Subsystem is assisted by mobile intelligent inspection robot and fixed point, realizes transformer substation video Seamless monitoring, inspection non-blind area, eliminate original security protection, fixed video monitoring blind spot, reduce unit area monitoring point Quantity keeps monitoring scene coverage area wider, and efficiency and the intelligent Application for improving monitoring system of electric substation are horizontal.
7, it realizes and the cooperation of substation sequence control system, SCADA system, mis system.
It is interacted by IEC61850 agreement with transformer substation sequence control platform, SCADA system, mis system, utilizes optimal road The automatic detection of equipment state after diameter planning algorithm, image analysis, algorithm for pattern recognition realization Substation Switch Changing Operation, and will Recognition result is sent to transformer substation sequence control platform by IEC61850 agreement, and equipment state is automatic after realization grid switching operation School is closed, and drives automatic, the smooth execution of grid switching operation, really realizes the one-touch sequential control of Substation Switch Changing Operation.
8, the Centralized Monitoring of multistation grade intelligent inspection robot intelligent inspection system is realized.
Multiple robot used for intelligent substation patrol Centralized Monitorings, centralized management, meet the demand of substation's unattended, And detection means is provided for the equipment safety operation of unattended operation transformer station;The centralized management of inspection data and shared, Ke Yigeng Equipment fault and Analysis on Fault Diagnosis are judged comprehensively.
Detailed description of the invention
Fig. 1 is robot used for intelligent substation patrol cruising inspection system overall construction drawing;
Fig. 2 is station level crusing robot intelligent patrol detection subsystem composite structural diagram;
Fig. 3 is fixed point auxiliary Monitor And Control Subsystem structure chart;
Fig. 4 is intelligent inspection robot system construction drawing;
Fig. 5 is background monitoring analyzing software system structure chart;
Fig. 6 is intelligent inspection robot detection data flow graph;
Fig. 7 is intelligent inspection robot safety protection module data flow diagram;
Fig. 8 is a kind of multi-functional transformer station intelligent robot inspection system method for inspecting flow chart.
1. monitoring center in figure, 2. station level intelligent robot cruising inspection systems, 3. robot navigation's location facilities, 4. robots Electrically-charging equipment, 5. intelligent inspection robots, 6. environment information acquisition subsystems, 7. fixed points assist Monitor And Control Subsystem, 8 high definition nets Network camera, 9. host computers, 10. wireless communication module I, 11. wireless communication module II, 12. slave computers, 13. mobile platforms, 14. navigation positioning module, 15. cradle head control modules, 16. power modules, 17. information acquisition modules, 18. safety protection modules, 19 display modules, 20. interchangers, 21. video encoders, 22. front cameras, 23. rear cameras, 24. safe touch sides, 25. ultrasonic fault detection unit, 26. visible light cameras, 27. thermal infrared imagers, 28. ultraviolet imagers, 29. base stations, 30. nets Road communication unit.
Specific embodiment
The present invention will be further described with embodiment with reference to the accompanying drawing.
Embodiment 1
In Fig. 1, Fig. 2, Fig. 3, Fig. 4, Fig. 6, Fig. 7, a kind of multi-functional transformer station intelligent robot inspection system, it includes prison Control center 1, the monitoring center 1 and the station level intelligent robot cruising inspection system 2 of at least one substation pass through network connection;Institute State each station level intelligent robot cruising inspection system 2 include at least one base station 29, base station 29 then at least one intelligent inspection machine People 5 wirelessly communicates;It is additionally provided at least one robot electrically-charging equipment 4 in substation simultaneously, is also equipped with and intelligence in substation Robot navigation's location facilities 3 for walking that energy crusing robot 5 matches, while environment letter is additionally provided in substation It ceases acquisition subsystem 6 and is mounted on each fixed point auxiliary Monitor And Control Subsystem 7 needed at monitoring device in substation;Environment Information gathering subsystem 6, fixed point auxiliary Monitor And Control Subsystem 7 are communicated with base station 29;The intelligent inspection robot 5 is equipped with intelligence The slave computer 12 of energy crusing robot, it is communicated by network communication unit 30 with base station 29;The intelligent inspection robot 5 Slave computer 12 is also connect with detection unit, and the detection unit includes infrared detection unit and ultraviolet detection unit, described ultraviolet Detection unit includes ultraviolet video server and ultraviolet detector, the simulation view that ultraviolet detector acquisition equipment image obtains Frequency is by ultraviolet video server access switch 20, and it is i.e. upper to be sent to base station background monitoring computer by wireless communication Machine 9;Ultraviolet detector is connect with ultraviolet video server, and ultraviolet detector and ultraviolet video server are and intelligent patrol detection Robot slave computer 12 connects and is controlled by slave computer 12.
The monitoring center 1 includes an at least server, at least a monitoring host computer and corresponding warning device;Its In, monitoring, control and the management function that the monitoring host computer has video monitoring center all, and using pattern-recognition to video Intellectual analysis is carried out with picture;The server storage time information, photos and videos file, for quick-searching;Alarm dress It is set to system hardware and software anomaly alarming device or/and detection warning device, wherein it is abnormal that monitoring alarm is selected from environmental information Warning device, fire fighting alarm device one of break in warning device, video movable alarm device or a variety of.
The monitoring center 1 is connect with each base station 29 by electric power special optical cable.
The base station 29 includes background monitoring computer, that is, host computer 9, it is patrolled by wireless communication module I10 and intelligence Robot 5 is examined to communicate;
The host computer 9 is connect by firewall with Substation SCADA System and mis system;
The host computer 9 is connect by mobile communication module with long-range monitoring center, and the mobile communication module is GSM Module, CDMA module, GPRS module or 3G module;
The environment information acquisition subsystem 6 is assisted using temperature, humidity and air velocity transducer using RS485 serial communication View sends the data to 29 background monitoring computer of base station by cable;Carry out display storage.
The intelligent inspection robot 5 includes robot body;Robot body includes being fixed on mobile platform 13 Slave computer 12 and the navigation positioning module 14, power module 16, the cradle head control module 15, information that are connected with slave computer 12 Acquisition module 17, display module 19, safety protection module 18, detection module, network communication unit 30;Wherein the network is logical Believe that unit 30 includes the wireless communication module I10 communication of wireless communication module II11 and base station 29.
The navigation positioning module 14 includes two RFID readers, a GPS unit, a magnetic navigation unit and one Laser ranging unit, the GPS unit receive GPS positioning information, read RFID navigation information by RFID reader, pass through magnetic Navigation elements read magnetic navigation mark, read target/obstacle distance information by laser ranging unit, transmit after information collection To slave computer 12;
The power module 16 includes input power, and input power is connect with power supply processing module, power supply processing module point The output of eight road power supplys is exported including two-way 12V output and six road 28V;In 12V output all the way for wireless communication module and Interchanger 20 is powered, and another way is the power supply of 17 equipment of information acquisition module;Six roads 28V output then respectively with radiator, Robot slave computer 12, safety protection module 18, cradle head control module 15, robot ambulation equipment and charging positioning mechanism supply Electricity.
The structure that the cradle head control module 15 uses is using described in Chinese granted patent number ZL200920029359.6 Structure.
The information acquisition module 17 includes with lower unit: image information acquisition unit, acoustic information acquisition unit, temperature/ Humidity information acquisition unit;The image information acquisition unit removes thermal infrared imager 27, ultraviolet imager 28, video server Outside, further includes: visible light camera 26, the visible light camera 26, thermal infrared imager 27, ultraviolet imager 28 are installed respectively On corresponding holder;The acoustic information acquisition unit is sound pick-up;The temperature/humidity information acquisition unit is temperature and humidity biography Sensor;
The wireless communication module I10, wireless communication module II11 are the wireless bridge based on 802.11N;
The slave computer 12 uses embedded industrial control computer, built-in built-in Linux operating system, slave computer 12 module ii 11 and the communications of host computer 9 by wireless communication, the communication data for being transmitted to host computer 9 includes image information acquisition Unit, acoustic information acquisition unit, temperature/humidity information acquisition unit data;Also transmission navigation positioning module 14 acquires simultaneously RFID data, GPS data, the target/obstacle distance data arrived.,
The safety protection module 18 also comprises the front camera 22 and rear camera connecting with video server 23, after information collected is by being controlled by 21 compressed encoding of video encoder of slave computer 12, through wireless communication module I10, Wireless communication module II11 sends base station 29 to;Rear camera 23 provides 5 rear real-time video of intelligent inspection robot, auxiliary Intelligent inspection robot 5 is remotely controlled to retreat.
The ultrasound obstacle detection unit includes the ultrasound transducer probe that robot front end is arranged in, and is passed with ultrasound The ultrasonic signal processing board of sensor probe connection, the range information that it will test are transmitted to industrial control computer.It is described super There are four sonic transducer probes, is mounted on robot front end side by side.The structure that this unit uses is using Chinese granted patent number Structure described in ZL200920029427.9, for detecting the barrier of 5 direction of travel of intelligent inspection robot, preventing from transporting automatically Accident collision when row;
Safe touch side Unit 24 is the ribbon of flexible bendable, is fixed on the edge position of intelligent inspection robot 5 It sets, realizes safeguard protection.When intelligent inspection robot 5 is mobile strikes barrier, Flexible Safety touching side 24 will be transmitted Signal stops robot movement to power-supply system, provides important security protection for 5 accident collision of intelligent inspection robot.
The fixed point ancillary equipment Monitor And Control Subsystem 7 is included in substation equipped at least one high-definition network camera 8;The high-definition network camera 8 is connect by optical cable with base station 29;High-definition network camera 8 is arranged in intelligent inspection robot 5 make an inspection tour blind area, and high-definition network camera 8 is directly monitored by 5 missing inspection equipment of intelligent inspection robot, upload the data to base station 29, Carry out unified monitoring and analysis storage;
The robot electrically-charging equipment 4 includes accumulator plant and charging positioning mechanism, and the accumulator plant is small using channel-type Room, split two doors in accumulator plant install automatic gate inhibition, and intelligent inspection robot 5 can module, control be automatic by wireless communication The folding of gate inhibition;Accumulator plant is equipped with intelligent inspection robot navigator fix facility 3, fills automatically convenient for intelligent inspection robot 5 Electricity positioning;Charge indoor location charging case.The structure of accumulator plant's automatic door control system use Chinese Patent Application No. for Structure in 2011201896988 patents of invention, charging positioning mechanism use China granted patent number for The structure of ZL200920290409.6;
The mobile platform 13 uses wheeled construction, and preceding two-wheeled is driving wheel, is respectively driven by two motors, differential steering, Two-wheeled is universal wheel afterwards, is servo-actuated.Structure is simple, easy processing, and linear motion property is good with turn performance, can be with two driving wheel centers Point does pivot turn, and without sideslip.It is adaptable, and it is convenient for the design of control system.
Station level intelligent robot cruising inspection system 2, the process for executing remote data acquisition is: intelligent inspection robot benefit first With itself data acquisition device by collected inspection data (including battery capacity, Drive Status and speed, holder shape State, obstacle information, Magnetic Sensor information, image information, audio-frequency information, data of the Temperature and Humidity module), module transfer by wireless communication To base station system;Then base station system using itself each functional module will after inspection data processing generate inspection log, patrol Item and inspection real time data are examined, is reported to inspection log, inspection item and inspection real time data by mobile communication module Long-range monitoring center facilitates technical staff to understand intelligent inspection robot situation in time, and to intelligent inspection robot failure Carry out maintenance promptly and accurately.
The working principle of robot used for intelligent substation patrol security protection are as follows: range information acquisition device passes through ultrasound detection Obstacle information before module detection intelligent inspection robot 5 on line direction, and intelligent inspection machine is made using safe touch side 24 The collision protection of people guarantees that intelligent inspection robot 5 will not damage shell and equipment, intelligent patrol detection crashing After robot 5 encounters barrier or collides, by the Information Collecting & Processing of industrial control computer, intelligence can be ordered to patrol Inspection 5 people of machine is correctly acted.When video server is mainly used to carry out remote control to intelligent inspection robot, pass through Front camera 22 and rear camera 23 are monitored 5 traveling road conditions of intelligent inspection robot, and by vision signal It wirelessly passes monitoring room background computer back, allows the operator to carry out safety operation to intelligent inspection robot 5, It avoids that accident occurs.
The principle of transformer station intelligent robot all the period of time fault detection: intelligent inspection robot 5 has visible detection list Member, infrared detection unit and ultraviolet detection unit;Visible detection unit includes visible light video server and visible detection Device, it is seen that the analog video that optical detection device acquisition equipment image obtains accesses network communication by visible light video server Unit, the control instruction that 29 background monitoring computer issues from robot base station are taken through network communication unit by visible light video Business device is sent to visible detection device.Infrared detection unit includes infrared video server and infrared detecting device, infrared inspection It surveys the analog video that device acquisition equipment image obtains and network communication unit, infrared detection dress is accessed by infrared video server Net can be transmitted via infrared video server with other data exchanges of intelligent inspection robot slave computer or directly pass through by setting Network communication unit is completed;Ultraviolet detection unit includes ultraviolet video server and ultraviolet detector, ultraviolet detector acquisition The analog video that equipment image obtains accesses network communication unit by ultraviolet video server, and ultraviolet detector is patrolled with intelligence The other data exchanges for examining robot slave computer can transmit via ultraviolet video server or directly pass through network communication unit It completes.By combining ultraviolet, infrared, visible detection advantage in intelligent inspection robot distribution equipment detection unit, The efficiency that equipment deficiency detection can be improved, accurately and reliably positions equipment deficiency.
In Fig. 5, host computer background monitoring analysis software is made of boundary layer, control layer and data Layer.
The boundary layer is divided into video display module, information display module, alarm display module, report generation module, electricity Sub- mapping module, data inquiry module, data configuration module and device control module.Boundary layer provides friendly operating interactive circle The monitoring of the real time data of intelligent inspection robot oneself state and detection system is completed in face.
The control layer, be divided into path planning, pattern-recognition, sequence cooperation, audio processing modules, network communication module, Video processing module, alert process module, report form processing module.Path planning module can be with intelligent inspection robot inspection route Automatic Optimal, can also fill when formulating the specific patrol task of equipment with intelligent inspection robot low pressure alarming auto-returned Shortest path is provided when electric.Substation is modeled first when path planning, forms topological network diagramming and connected relation matrix; Searching route matrix, i.e. shortest path matrix are determined followed by Floyd Freud's algorithm, and by iteration optimization, are improved Arithmetic speed;Then pass through the traversal to node and side, the most short communication path of calculating originating point to target point sequence;Finally will Most short communication path is transformed into the travel route indicated with RFID sequence;It is calculated in each crossing RFID according to path connectivity The rotational angle of intelligent inspection robot out.The automatic identification of equipment may be implemented in mode identification technology, can be in infrared image Middle accurate positioning equipment, automatic accurate judgement device temperature;Mode identification technology can also with the state of automatic identification equipment, such as every Leave the state of pass and the reading of instrument.Sequence fit module in summary functional module is handed over transformer substation sequence control platform Mutually, the equipment state after Substation Switch Changing Operation is realized using optimum path planning algorithms, image analysis, algorithm for pattern recognition Automatic detection, and recognition result is sent to transformer substation sequence control platform, realize the automatic school of equipment state after grid switching operation It closes, and drives automatic, the smooth execution of grid switching operation, really realize the one-touch sequential control of Substation Switch Changing Operation.
The data Layer is divided into real-time data base, system configuration file, video file and historical data base.To testing number According to carrying out classification storage, and realizes the sequence of historical data, screening etc. and retrieve.
Above-mentioned, although the foregoing specific embodiments of the present invention is described with reference to the accompanying drawings, not protects model to the present invention The limitation enclosed, those skilled in the art should understand that, based on the technical solutions of the present invention, those skilled in the art are not Need to make the creative labor the various modifications or changes that can be made still within protection scope of the present invention.
In Fig. 8, robot method for inspecting, comprising the following steps:
Step 1, charging;Intelligent inspection robot 5 is in the patrol task for not receiving wireless communication networks or contactless transmission When instruction, equipment charge is carried out in 5 accumulator plant of intelligent inspection robot, patrol task is waited to issue;
Step 2, path planning: when path planning, first modeling substation, forms topological network diagramming and is connected to pass It is matrix;Searching route matrix, i.e. shortest path matrix are determined followed by Floyd Freud's algorithm, and excellent by iteration Change, improves arithmetic speed;Then pass through the traversal to node and side, the most short access of calculating originating point to target point sequence Diameter;Most short communication path is finally transformed into the travel route indicated with RFID sequence;RFID at each crossing, according to path Connectivity calculates the rotational angle of intelligent inspection robot 5;
Step 3, mission dispatching and execution;The host computer 9 of base station 29 is required according to inspection, and path planning module planning is taken the post as Business information, and 5 slave computer 12 of intelligent inspection robot is sent by wireless telecommunication system by timed task;Reach task time Afterwards, the disengaging of intelligent inspection robot 5 electrically-charging equipment starts inspection;The acquisition navigation of 5 navigation positioning module 3 of intelligent inspection robot is fixed Position and attitude signal is sent slave computer 12 by position information, is travelled under the control of master control system in substation;
Step 4, anchor point detection;When navigation positioning module, which detects, reaches target detection point, stop mobile platform, root According to task, call the holder of detection system accordingly prefabricated position, video that alignment substation equipment is detected, and will test and Image data carries out data processing, analysis, storage by the host computer 9 that wireless telecommunication system is sent to base station 29;
Step 5, pattern-recognition;Based on the video and image data of the acquisition of robot visible detection, template matching is utilized Technology, the circuit-breaker status of substation is identified;Based on the video and image data of the acquisition of robot infrared detection, benefit Substation's disconnecting link state is identified with Sift feature;Background monitoring computer, that is, host computer 9 of base station 29 is to detection data It is analyzed and determined, issues overtemperature warning when necessary;
Step 6, sequence execute task, until patrol task is completed, intelligent inspection robot 5 returns to robot electrically-charging equipment 4, charging waits next timing patrol task;
Step 7, fixed point monitoring auxiliary inspection;By the way that multiple video cameras of different fixed points are all added to fixed point inspection In sequencing column, it is configured to inspection route, each video camera is according to planning alignment robot missing inspection equipment and by video information It is uploaded to base station;The fixed point auxiliary video of upload is utilized the event that equipment is judged after pattern-recognition identification by the host computer of base station 29 Barrier state;Trigger condition is arranged to the region that monitors of needs in system, i.e., on demand setting pass through the detection of warning face, into, leave into Region detection is invaded, once triggering under deployment state, system can interlink warning;
Step 8, inspection report generation;Whole tasks are completed, and 29 background monitoring computer of base station, that is, host computer 9 is received and patrolled End message is examined, analysis handles this inspection data, forms inspection report, this inspection terminates;Patrol officer can be in base station 29 monitoring time real time monitoring inspection is whole;Inspection report can also be browsed after the completion of inspection;It can also be periodically by going through History data retrieval checks inspection historical data.
Above-mentioned, although the foregoing specific embodiments of the present invention is described with reference to the accompanying drawings, not protects model to the present invention The limitation enclosed, those skilled in the art should understand that, based on the technical solutions of the present invention, those skilled in the art are not Need to make the creative labor the various modifications or changes that can be made still within protection scope of the present invention.

Claims (9)

1. a kind of multi-functional transformer station intelligent robot inspection system, characterized in that it includes monitoring center, the monitoring center Pass through network connection with the station level intelligent robot cruising inspection system of at least one substation;Each station level intelligent robot inspection System includes at least one base station, and base station is then wirelessly communicated at least one intelligent inspection robot;Simultaneously in substation also Equipped at least one intelligent inspection robot electrically-charging equipment, the use matched with intelligent inspection robot is also equipped in substation In the crusing robot navigator fix facility of walking, while environment information acquisition subsystem and installation are additionally provided in substation Each fixed point auxiliary Monitor And Control Subsystem needed at monitoring device, environment information acquisition subsystem, fixed point in substation Assist Monitor And Control Subsystem and base station communication;The intelligent inspection robot is equipped with intelligent inspection robot slave computer, it passes through Network communication unit and base station communication;The intelligent inspection robot slave computer is also connect with detection unit, the detection unit Including infrared detection unit and ultraviolet detection unit, the ultraviolet detection unit includes that ultraviolet video server and ultraviolet detection fill It sets, the analog video that ultraviolet detector acquisition equipment image obtains is passed through by ultraviolet video server access switch Wireless communication is sent to base station background monitoring computer i.e. host computer;Ultraviolet detector is connect with ultraviolet video server, purple Outer detection device connect with intelligent inspection robot slave computer with ultraviolet video server and is controlled by slave computer.
2. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1, characterized in that in the monitoring Pericardium contains an at least server, at least a monitoring host computer and corresponding warning device;Wherein, the monitoring host computer has view All monitoring of frequency monitoring center, control and management function, and intelligence point is carried out to video and picture using mode identification technology Analysis;The server storage time information, photos and videos file, for quick-searching;Warning device is that system hardware and software is different Normal warning device or/and detection warning device, wherein monitoring alarm is selected from environmental information anomaly alarming device, fire-fighting report Alarm device one of breaks in warning device, video movable alarm device or a variety of.
3. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1, characterized in that in the monitoring The heart is connect with each base station by electric power special optical cable.
4. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1, characterized in that the base station Including background monitoring computer, that is, host computer, it is communicated by wireless communication module I and intelligent inspection robot;
The host computer is connect by firewall with Substation SCADA System and M I S system;
The host computer is connect by mobile communication module with long-range monitoring center, the mobile communication module be gsm module, CDMA module, GPRS module or 3G module;
The environment information acquisition subsystem uses temperature, humidity and air velocity transducer, is passed through using RS485 serial communication protocol Cable sends the data to base station background monitoring computer;Carry out display storage.
5. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1 or 4, characterized in that described Intelligent inspection robot includes robot body;Robot body includes slave computer and the navigator fix that is connected with slave computer Module, power module, cradle head control module, information acquisition module, display module, safety protection module, detection module, network are logical Believe unit;Wherein the network communication unit includes wireless communication module I I, wireless communication module I I and base station it is wireless Communication module I communication;
The navigation positioning module includes two RF I D readers, a GPS unit, a magnetic navigation unit and a laser Distance measuring unit, the GPS unit receive GPS positioning information, read RF I D navigation information by RF I D reader, pass through magnetic Navigation elements read magnetic navigation mark, read target/obstacle distance information by laser ranging unit, transmit after information collection To slave computer;
The power module includes input power, and input power is connect with power supply processing module, eight roads of power supply processing module point electricity Source output is exported including two-way 12V output and six road 28V;In 12V output is wireless communication module and interchanger all the way Power supply, another way are information acquisition module power supply;Six roads 28V output then respectively with radiator, robot slave computer, peace Full protection module, cradle head control module, robot ambulation equipment and charging positioning mechanism power supply;
The information acquisition module includes with lower unit: image information acquisition unit, acoustic information acquisition unit, temperature/humidity letter Cease acquisition unit;The image information acquisition unit is in addition to thermal infrared imager, ultraviolet imager, video server, further includes: can Light-exposed video camera, the visible light camera, thermal infrared imager, ultraviolet imager are respectively or combination is mounted on corresponding holder On;The acoustic information acquisition unit is sound pick-up;The temperature/humidity information acquisition unit is Temperature Humidity Sensor;
The wireless communication module I, wireless communication module I I are the wireless bridge based on 802.11N;
The slave computer uses embedded industrial control computer, built-in embedded L i nux operating system, and slave computer passes through Wireless communication module I I and host computer communicate, and the communication data for being transmitted to host computer includes image information acquisition unit, sound letter Cease acquisition unit, temperature/humidity information acquisition unit data;The collected RF I D number of navigation positioning module is also transmitted simultaneously According to, GPS data, target/obstacle distance data.
6. a kind of multi-functional transformer station intelligent robot inspection system as claimed in claim 5, characterized in that the safety is anti- Protecting module includes ultrasonic fault detection unit, safe touch side unit, also comprises the front camera connecting with video server And rear camera, after information collected is by being controlled by the video encoder compressed encoding of slave computer, through radio communication mold Block I, wireless communication module I I send base station to;It is distant that rear camera provides intelligent inspection robot rear real-time video, auxiliary Intelligent inspection robot is controlled to retreat.
7. a kind of multi-functional transformer station intelligent robot inspection system as claimed in claim 5, characterized in that the ultrasound barrier Hindering detection unit includes the ultrasound transducer probe that robot front end is arranged in, and the ultrasound connecting with ultrasound transducer probe Signal transacting board analysis, the range information that it will test are transmitted to industrial control computer, and there are four the ultrasound transducer probes, It is mounted on robot front end side by side;When for detecting the barrier of intelligent inspection robot direction of travel, preventing automatic running Accident collision;The safe touch side unit is the ribbon of flexible bendable, is fixed on the edge placement of intelligent inspection robot On, realize safeguard protection, when intelligent inspection robot is mobile strikes barrier, Flexible Safety side will transmit a signal to electricity Source system is mobile to stop robot, and important security protection is provided for intelligent inspection robot accident collision.
8. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1, characterized in that the fixation Point ancillary equipment Monitor And Control Subsystem is included in substation equipped at least one high-definition network camera;The high-definition network camera It is connect by optical cable with base station;High-definition network camera setting makes an inspection tour blind area, high-definition network camera in intelligent inspection robot It is directly monitored by intelligent inspection robot missing inspection equipment, upload the data to base station, carries out unified monitoring and analysis storage.
9. a kind of multi-functional transformer station intelligent robot inspection system as described in claim 1, characterized in that the intelligence Crusing robot electrically-charging equipment includes accumulator plant and charging positioning mechanism, and the accumulator plant uses channel-type cabin, accumulator plant pair Open two doors, automatic gate inhibition be installed, intelligent inspection robot can module by wireless communication, control the folding of automatic gate inhibition; Accumulator plant is equipped with intelligent inspection robot navigator fix facility, positions convenient for intelligent inspection robot automatic charging;Accumulator plant Interior installation charging case.
CN201711173831.9A 2017-11-22 2017-11-22 A kind of multi-functional transformer station intelligent robot inspection system Pending CN109818416A (en)

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CN110209174A (en) * 2019-06-28 2019-09-06 北京史河科技有限公司 A kind of method and system for realizing robot navigation
CN110286684A (en) * 2019-07-17 2019-09-27 国网湖北省电力有限公司检修公司 A kind of Intelligent Mobile Robot and substation inspection system
CN110658830A (en) * 2019-11-12 2020-01-07 北京华能新锐控制技术有限公司 Power plant inspection system and control method thereof
CN110989609A (en) * 2019-12-16 2020-04-10 中信重工开诚智能装备有限公司 Mining self-power-generation type inspection robot system and control method
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CN112039215A (en) * 2020-09-23 2020-12-04 深圳市赛为智能股份有限公司 Three-dimensional inspection system and inspection method for transformer substation
CN112070456A (en) * 2020-07-31 2020-12-11 深圳市优必选科技股份有限公司 Task issuing method, terminal equipment, robot and storage medium
CN112147936A (en) * 2020-09-27 2020-12-29 武汉大学 Electric power operation safety control device and behavior identification method
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CN112910094A (en) * 2021-03-05 2021-06-04 国网河南省电力公司郑州供电公司 Remote automatic transformer substation inspection system and method based on ubiquitous power Internet of things
CN112953014A (en) * 2021-03-15 2021-06-11 杭州佐客科技有限公司 Low-voltage transformer area line loss monitoring robot, system and use method thereof
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CN113310513A (en) * 2021-05-17 2021-08-27 苏州香农科技有限公司 UWB-based factory intelligent inspection robot system
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CN110209174A (en) * 2019-06-28 2019-09-06 北京史河科技有限公司 A kind of method and system for realizing robot navigation
CN110286684A (en) * 2019-07-17 2019-09-27 国网湖北省电力有限公司检修公司 A kind of Intelligent Mobile Robot and substation inspection system
TWI711014B (en) * 2019-08-29 2020-11-21 行政院原子能委員會核能研究所 A system and method for a mobile vehicle to detect the safety area or hazardous area
WO2021042924A1 (en) * 2019-09-05 2021-03-11 北京海益同展信息科技有限公司 Inspection robot, inspection system, and inspection method
CN112748722A (en) * 2019-10-30 2021-05-04 大金工业株式会社 Mobile body control system
CN110658830A (en) * 2019-11-12 2020-01-07 北京华能新锐控制技术有限公司 Power plant inspection system and control method thereof
CN110989609A (en) * 2019-12-16 2020-04-10 中信重工开诚智能装备有限公司 Mining self-power-generation type inspection robot system and control method
CN111506065A (en) * 2020-04-15 2020-08-07 海隆石油集团(上海)信息技术有限公司 Petrochemical multi-dimensional sensing inspection robot and power supply system thereof
CN112070456B (en) * 2020-07-31 2023-12-29 深圳市优必选科技股份有限公司 Method for issuing task, terminal equipment, robot and storage medium
CN112070456A (en) * 2020-07-31 2020-12-11 深圳市优必选科技股份有限公司 Task issuing method, terminal equipment, robot and storage medium
CN112039215A (en) * 2020-09-23 2020-12-04 深圳市赛为智能股份有限公司 Three-dimensional inspection system and inspection method for transformer substation
CN112147936A (en) * 2020-09-27 2020-12-29 武汉大学 Electric power operation safety control device and behavior identification method
CN112865307A (en) * 2021-01-13 2021-05-28 华东交通大学 Auxiliary monitoring system for traction substation
CN112818716A (en) * 2021-01-17 2021-05-18 马陆咀 Intelligent operation staring and controlling visual management system
CN112910094B (en) * 2021-03-05 2022-09-27 国网河南省电力公司郑州供电公司 Remote automatic transformer substation inspection system and method based on ubiquitous power Internet of things
CN112910094A (en) * 2021-03-05 2021-06-04 国网河南省电力公司郑州供电公司 Remote automatic transformer substation inspection system and method based on ubiquitous power Internet of things
CN112953014A (en) * 2021-03-15 2021-06-11 杭州佐客科技有限公司 Low-voltage transformer area line loss monitoring robot, system and use method thereof
CN113194128A (en) * 2021-04-21 2021-07-30 深圳华瑞通科技有限公司 Positioning system and method for inspection robot by applying 5G transmission communication
CN113310513A (en) * 2021-05-17 2021-08-27 苏州香农科技有限公司 UWB-based factory intelligent inspection robot system
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Application publication date: 20190528