CN111343285A - Electric power on-line monitoring system with reinforcement learning and intelligent image recognition - Google Patents
Electric power on-line monitoring system with reinforcement learning and intelligent image recognition Download PDFInfo
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- CN111343285A CN111343285A CN202010241857.8A CN202010241857A CN111343285A CN 111343285 A CN111343285 A CN 111343285A CN 202010241857 A CN202010241857 A CN 202010241857A CN 111343285 A CN111343285 A CN 111343285A
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- 238000012544 monitoring process Methods 0.000 title claims abstract description 38
- 230000002787 reinforcement Effects 0.000 title claims abstract description 8
- 230000005540 biological transmission Effects 0.000 claims abstract description 31
- 230000010365 information processing Effects 0.000 claims abstract description 18
- 238000004458 analytical method Methods 0.000 claims abstract description 17
- 230000002457 bidirectional effect Effects 0.000 claims abstract description 4
- 230000000694 effects Effects 0.000 claims abstract description 4
- 230000000007 visual effect Effects 0.000 claims description 7
- 238000010191 image analysis Methods 0.000 claims description 5
- 239000013307 optical fiber Substances 0.000 claims description 4
- 230000002265 prevention Effects 0.000 abstract 1
- 230000006870 function Effects 0.000 description 22
- 238000012806 monitoring device Methods 0.000 description 5
- 238000010586 diagram Methods 0.000 description 4
- 230000002159 abnormal effect Effects 0.000 description 2
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
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- 238000012986 modification Methods 0.000 description 1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/02—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
- H04L67/025—Protocols based on web technology, e.g. hypertext transfer protocol [HTTP] for remote control or remote monitoring of applications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/18—Status alarms
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
- H04L67/125—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks involving control of end-device applications over a network
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/52—Network services specially adapted for the location of the user terminal
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/18—Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/22—Adaptations for optical transmission
Abstract
The invention discloses an electric power on-line monitoring system with reinforcement learning and intelligent image identification, which comprises an electric power on-line monitoring system, wherein the electric power on-line monitoring system comprises on-site monitoring equipment, an information processing system, a remote control system and a data transmission system, the information processing system comprises a server, an automatic alarm module, an intelligent algorithm analysis module and a power supply management module, the remote control system comprises a computer end control system and a mobile end control system, the on-site monitoring equipment is connected with the information processing system through the data transmission system, and the information processing system and the remote control system realize bidirectional data connection through the data transmission system. The prevention and control efficiency and the monitoring effect are improved.
Description
Technical Field
The invention relates to the technical field of power transmission line monitoring systems, in particular to an electric power on-line monitoring system with reinforcement learning and intelligent image identification.
Background
At present, the mode that unmanned aerial vehicle or manual work were patrolled and examined is mostly adopted to patrolling and examining of transmission line, the operation degree of difficulty that the manual work was patrolled and examined is big, danger is high, though unmanned aerial vehicle patrols and examines the degree of difficulty that can alleviate the manual work and patrol and examine, but need personnel to control, and still can not be constantly to electric power control, can not in time discover the safety problem that the circuit exists, and the image that unmanned aerial vehicle obtained needs the manual work to differentiate, a large amount of image data information can seriously influence the effective discernment of personnel to electric power hidden danger, with this problem.
Disclosure of Invention
The technical problem to be solved by the invention is to provide an electric power on-line monitoring system for reinforcement learning and intelligent image identification, which aims to solve the problem of hidden danger by adopting a high-definition monitoring camera module to monitor the electric power constantly, transmitting data to an information processing center in real time through a network, analyzing the data, and giving an alarm in real time through a mobile terminal.
In order to solve the technical problems, the technical scheme adopted by the invention is as follows: an electric power on-line monitoring system with reinforcement learning and intelligent image identification comprises an electric power on-line monitoring system, the electric power on-line monitoring system comprises on-site monitoring equipment, an information processing system, a remote control system and a data transmission system, the on-site monitoring equipment comprises a camera module, an intelligent image analysis module and a visual positioning module, the information processing system comprises a server, an automatic alarm module, an intelligent algorithm analysis module and a power management module, the remote control system comprises a computer end control system and a mobile end control system, the on-site monitoring equipment is connected with the information processing system through a data transmission system, the information processing system and the remote control system realize bidirectional data connection through a data transmission system, the data transmission system comprises a mobile network transmission system, a wireless network transmission system and an optical fiber transmission system.
Preferably, the camera module is composed of a plurality of high-definition cameras.
Preferably, the image intelligent analysis module comprises an image enhancement function, a foreign matter recognition function, an ultrahigh object recognition function and a dynamic monitoring function, and the image enhancement function has an military grade enhancement effect.
Preferably, the visual positioning module comprises a positioning function, an equipment running state and surrounding environment information, and the positioning function comprises a GPS (global positioning system) and a Beidou satellite positioning system.
Preferably, the intelligent algorithm analysis module has a weather analysis function and intelligently judges the operation target, and the power management module comprises an intelligent switching working mode and an automatic image acquisition interval adjusting module.
Preferably, the remote control system is provided with an alarm reminding module, a monitoring module and a picture viewing module, the computer-side control system comprises a Windows system and a Unix system, and the mobile-side control system comprises a software APP and an applet push.
Preferably, the server comprises a central processor, a video storage center and an image storage center.
The invention has the beneficial effects that: (1) the real-time monitoring can be realized by arranging the field monitoring equipment, and the real-time data is transmitted to the terminal equipment where the personnel are located through the data transmission system, so that the remote monitoring is realized; (2) the intelligent image analysis module is arranged, the military-level image enhancement module is arranged, the shot image can be enhanced and analyzed, and objects in the image, such as large-scale construction equipment, ultrahigh objects and foreign matters hung on electric power, can be intelligently distinguished; (3) remote control, namely managing, inquiring and setting images at a mobile terminal software APP or a computer terminal, and performing alarm processing; (4) the system is provided with a positioning system, and the abnormal place can be quickly reached through the positioning system; (5) the weather analysis algorithm is provided, algorithm analysis can be carried out according to weather prediction, and information whether the weather accords with the operation state is given.
Drawings
FIG. 1 is a schematic diagram of the overall structural framework of the present invention.
FIG. 2 is a schematic diagram of the structural framework of the on-site monitoring device of the present invention.
FIG. 3 is a block diagram of an architecture of an information handling system according to the present invention.
Fig. 4 is a schematic diagram of the structural framework of the remote control system of the present invention.
1. An electric power on-line monitoring system; 10. a field monitoring device; 11. a camera module; 12. an image intelligent analysis module; 121. an image enhancement function; 122. a foreign matter recognition function; 123. ultrahigh object identification function; 124. a dynamic monitoring function; 13. a visual positioning module; 131. a positioning function; 1311. a GPS positioning system; 1312. a Beidou satellite positioning system; 132. the running state of the equipment; 133. information of surrounding environment; 20. an information processing system; 21. a server; 22. an automatic alarm module; 23. an intelligent algorithm analysis module; 24. a power management module; 30. a remote control system; 31. a computer-side control system; 32. a mobile terminal control system; 40. a data transmission system; 41. a mobile network transmission system; 42. a wireless network transmission system; 43. an optical fiber transmission system.
Detailed Description
The present invention will be described in further detail with reference to the accompanying drawings.
As shown in fig. 1-2, an online power monitoring system with reinforcement learning and intelligent image recognition includes an online power monitoring system 1, wherein the online power monitoring system 1 includes an on-site monitoring device 10, an information processing system 20, a remote control system 30 and a data transmission system 40, the on-site monitoring device 10 includes a camera module 11, an intelligent image analysis module 12 and a visual positioning module 13, wherein the camera module 11 is composed of a plurality of high definition cameras, the intelligent image analysis module 12 includes an image enhancement function 121, a foreign object recognition function 122, an ultrahigh object recognition function 123 and a dynamic monitoring function 124, the image enhancement function 121 has military level enhancement effect, and can enable a captured image to have attributes such as good resolution, exposure, focal ratio and brightness, and the visual positioning module 13 includes a positioning function 131, a positioning function 13, The equipment running state 132 and the surrounding environment information 133, and the positioning function 131 includes a GPS positioning system 1311 and a beidou satellite positioning system 1312, and can perform quick positioning and processing when an abnormal situation is found.
As shown in fig. 3, the information processing system 20 includes a server 21, an automatic alarm module 22, an intelligent algorithm analysis module 23, and a power management module 24, where the intelligent algorithm analysis module 23 has a weather analysis function, can perform algorithm analysis according to weather conditions, and give a prompt whether the current operation state is met, and the power management module 24 includes an intelligent switching operation mode and an automatic image acquisition interval time adjustment, can switch operation modes according to the use state of the power supply, and automatically adjusts the image acquisition interval time to ensure that the remaining power supply can support operation.
The server 21 includes a central processing unit, a video storage center and an image storage center, and can store a large amount of generated data to facilitate retrieval of data in the future.
As shown in fig. 4, the remote control system 30 includes a computer-side control system 31 and a mobile-side control system 32, the computer-side control system 31 includes a Windows system and a Unix system, the mobile-side control system 32 includes a software APP and an applet push, and the remote control system 30 has an alarm reminding module, a monitoring module and a picture viewing module, which can operate on the computer-side control system 31 or the mobile-side control system 32.
The on-site monitoring device 10 is connected with the information processing system 20 through a data transmission system 40, images or videos shot on the site are transmitted to the server 21, storage management is carried out, and the information processing system 20 and the remote control system 30 are connected in a bidirectional data mode through the data transmission system 40, wherein the data transmission system 40 comprises a mobile network transmission system 41, a wireless network transmission system 42 and an optical fiber transmission system 43.
The above examples are intended to illustrate rather than to limit the invention, and all equivalent changes and modifications made by the methods described in the claims of the present invention are intended to be included within the scope of the present invention.
Claims (7)
1. The utility model provides a reinforcement study and image intelligent recognition's electric power on-line monitoring system, includes electric power on-line monitoring system, its characterized in that: the electric power on-line monitoring system comprises on-site monitoring equipment, an information processing system, a remote control system and a data transmission system, the on-site monitoring equipment comprises a camera module, an image intelligent analysis module and a visual positioning module, the information processing system comprises a server, an automatic alarm module, an intelligent algorithm analysis module and a power management module, the remote control system comprises a computer end control system and a mobile end control system, the on-site monitoring equipment is connected with the information processing system through the data transmission system, the information processing system and the remote control system realize bidirectional data connection through the data transmission system, and the data transmission system comprises a mobile network transmission system, a wireless network transmission system and an optical fiber transmission system.
2. The system of claim 1, wherein the system comprises: the camera module comprises a plurality of high definition digtal cameras.
3. The system of claim 1, wherein the system comprises: the intelligent image analysis module comprises an image enhancement function, a foreign matter identification function, an ultrahigh object identification function and a dynamic monitoring function, and the image enhancement function has a military grade enhancement effect.
4. The system of claim 1, wherein the system comprises: the visual positioning module comprises a positioning function, an equipment running state and surrounding environment information, and the positioning function comprises a GPS positioning system and a Beidou satellite positioning system.
5. The system of claim 1, wherein the system comprises: the intelligent algorithm analysis module has a weather analysis function and intelligently judges a working target, and the power management module comprises an intelligent switching working mode and an automatic image acquisition interval adjusting module.
6. The system of claim 1, wherein the system comprises: the remote control system is provided with an alarm reminding module, a monitoring module and a picture viewing module, the computer side control system comprises a Windows system and a Unix system, and the mobile side control system comprises a software APP and an applet push.
7. The system of claim 1, wherein the system comprises: the server comprises a central processing unit, a video storage center and an image storage center.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010241857.8A CN111343285A (en) | 2020-03-31 | 2020-03-31 | Electric power on-line monitoring system with reinforcement learning and intelligent image recognition |
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| CN202010241857.8A CN111343285A (en) | 2020-03-31 | 2020-03-31 | Electric power on-line monitoring system with reinforcement learning and intelligent image recognition |
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| CN111343285A true CN111343285A (en) | 2020-06-26 |
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| CN112432667A (en) * | 2020-11-25 | 2021-03-02 | 深圳市特发信息股份有限公司 | Intelligent on-line monitoring system for conducting wire state of power transmission line |
| CN113270097A (en) * | 2021-05-18 | 2021-08-17 | 成都傅立叶电子科技有限公司 | Unmanned mechanical control method, radio station voice instruction conversion method and device |
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| CN113270097A (en) * | 2021-05-18 | 2021-08-17 | 成都傅立叶电子科技有限公司 | Unmanned mechanical control method, radio station voice instruction conversion method and device |
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Application publication date: 20200626 |