CN110443968A - A kind of cable external force damage alarm diagnostic device based on vibration signal monitoring - Google Patents

A kind of cable external force damage alarm diagnostic device based on vibration signal monitoring Download PDF

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Publication number
CN110443968A
CN110443968A CN201910706514.1A CN201910706514A CN110443968A CN 110443968 A CN110443968 A CN 110443968A CN 201910706514 A CN201910706514 A CN 201910706514A CN 110443968 A CN110443968 A CN 110443968A
Authority
CN
China
Prior art keywords
vibration
host computer
cable
external force
vibration signal
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.)
Pending
Application number
CN201910706514.1A
Other languages
Chinese (zh)
Inventor
夏睿
陈杰
谭笑
刘洋
胡丽斌
李陈莹
曹京荥
贾勇勇
任明
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
Xian Jiaotong University
State Grid Jiangsu Electric Power Co Ltd
Electric Power Research Institute of State Grid Jiangsu Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
Xian Jiaotong University
State Grid Jiangsu Electric Power Co Ltd
Electric Power Research Institute of State Grid Jiangsu 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, Xian Jiaotong University, State Grid Jiangsu Electric Power Co Ltd, Electric Power Research Institute of State Grid Jiangsu Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN201910706514.1A priority Critical patent/CN110443968A/en
Publication of CN110443968A publication Critical patent/CN110443968A/en
Pending legal-status Critical Current

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Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01HMEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H11/00Measuring mechanical vibrations or ultrasonic, sonic or infrasonic waves by detecting changes in electric or magnetic properties
    • G01H11/06Measuring mechanical vibrations or ultrasonic, sonic or infrasonic waves by detecting changes in electric or magnetic properties by electric means
    • G01H11/08Measuring mechanical vibrations or ultrasonic, sonic or infrasonic waves by detecting changes in electric or magnetic properties by electric means using piezoelectric devices
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B13/00Burglar, theft or intruder alarms
    • G08B13/02Mechanical actuation
    • G08B13/12Mechanical actuation by the breaking or disturbance of stretched cords or wires

Abstract

The invention discloses a kind of cable external force damage alarm diagnostic devices based on vibration signal monitoring, including, the distributed wireless vibrating sensor and host computer receiver that different parts are installed at a certain distance on channel inner cable ontology.Wireless vibration sensor is used to acquire the external force invasion vibration signal being subject in cable operational process, and exports to host computer receiver;Host computer receiver is used to receive the vibration signal of the wireless vibration sensor transmissions, and carries out vibration-mode analysis, shows current warning grade and modes of warning.Present invention is generally directed to conduit line inner cables to be invaded the vibration signal generated as monitoring object by external force, monitor the Oscillation Amplitude of cable in real time, pattern analysis and early warning are carried out in host computer, have the characteristics that high strong real-time, early warning accuracy, strong antijamming capability and can determine fault category.

Description

A kind of cable external force damage alarm diagnostic device based on vibration signal monitoring
Technical field
The present invention relates to a kind of cable external force damage alarm diagnostic devices based on vibration signal monitoring, belong to transmission system Middle power cable on-line monitoring and fault diagonosing technical field.
Background technique
Instantly city reconstruction is more and more, since overhead line influences urban, meeting again when breaking down in city It threatens to people, the vehicle etc. on ground, overhead line changes the work that routinizes that cable embedment underground has been distribution network construction into. Compared to aerial condutor, power cable transmission of electricity have do not take up an area space of planes, same buried cable channel can accommodate multi circuit transmission lines, Influenced conducive to city appearance neat appearance, by natural meteorological condition and ambient enviroment very little, to the person it is safer, power supply can The advantage high by property, operation and maintenance cost is less.Although cable laying is in underground, occupied area is small, and cable is in use When be subjected to external force destruction, the safe and reliable advantage of cable power supply is severely impacted.Be laid at present the cable of underground by The reason of destruction the mainly artificial medium and heavy machinery of pilferage and blindness work progress excavation etc..
The measure means for protecting cables from external force destruction commonly used at present are optical fiber vibration measuring.Although the spirit of optical fiber vibration measuring The case where sensitivity is high, but there are more wrong reports, and optical fiber vibration measuring is for the discrimination of damaging vibration and non-destructive vibration It is not high enough.The laying work amount of optical fiber distributed type vibration measuring system is big, and the cost of the maintenance in later period is high.The limitation of above-mentioned factor Optical fiber vibration measuring is caused to be difficult to do vibration detection application in large-scale power cable system.
Experimental study show power cable in normal course of operation the mode of oscillation of itself with by external force invade when Mode of oscillation makes a big difference.During conventional operation, cable periodically shakes by a small margin since circulating current can generate It is dynamic;And when being invaded by external force, acutely, the vibration signal of generation usually has biggish amplitude and certain spy for cable body vibration Frequency is levied, therefore, carrying out real-time vibration signal monitoring to power cable not only can make early warning to its external force destructive malfunction, also Corresponding fault category can be analyzed and determined according to the shape information of vibration signal.Currently, vibrating sensor development on the market Maturation, it is higher for the capture sensitivity of mechanical oscillation, the real-time sampling of vibration signal may be implemented, compare optical fiber vibration measuring side Method, service life is longer, and size sluggishness is high, small power consumption, is suitble to the large-scale distributed sensor-based system of production, is also convenient for The on-line monitoring of Vibration Condition is carried out to power cable.
Summary of the invention
The present invention, by the actual conditions such as human factor and blindness breakage in installation early warning, is proposed for conduit line inner cable Based on vibration signal monitoring cable external force damage alarm diagnostic device, realize to conduit line inner cable by external force invade and The real-time early warning of destruction monitors.
In order to achieve the above objectives, the present invention is realized by following technical proposal:
A kind of cable external force damage alarm diagnostic device based on vibration signal monitoring, including wireless vibration sensor and host computer Receiver;The wireless vibration sensor is mounted on different parts on channel inner cable ontology;The wireless vibration sensor is used The external force being subject in acquisition cable operational process invades vibration signal, and exports to host computer receiver;
The host computer receiver is used to receive the vibration signal of the wireless vibration sensor transmissions, and carries out mode of oscillation point Analysis, shows current warning grade and modes of warning.
Further, wireless vibration sensor is mounted at conduit line inner cable bracket and position between two stands, and Equidistant deployment is kept to install.
Further, wireless vibration sensor includes:
Sensor module includes vibrating sensor and Signal Pretreatment and modulus sampling A/D chip;The vibrating sensor is for adopting The external force invasion vibration signal being subject in collection cable operational process, and voltage signal is converted by internal piezoelectric ceramics;Institute It states Signal Pretreatment and modulus sampling A/D chip is used to convert digital signal by certain sample rate for voltage signal;
Central processing module, including arm processor and memory;The arm processor is for controlling Signal Pretreatment and modulus Sampling, interception and the denoising of sampling A/D chip;The memory is for saving the vibration signal of sampling;
Wireless transport module, for the vibration signal of sampling to be transmitted to host computer receiver;
Power management module, for being powered to sensor module, central processing module and wireless transport module and power consumption pipe Reason.
Further, wireless vibration sensor is greater than 5kHz using response band, and operating temperature range is -20 ° ~ 120 °, Voltage sensibility is greater than the vibrating sensor of 100mV/g.
Further, host computer receiver carries out vibration-mode analysis, comprising:
Host computer receiver obtains the digitlization vibration signal waveforms of wireless vibration sensor, reads the waveform peak in a period of time Value A;
As A < threshold value of warning S, it is judged as cable normal operation, wireless vibration sensor is sent just to host computer receiver Normal status information;
As A > threshold value of warning S, it is judged as that questionable signal, wireless vibration sensor send abnormality letter to host computer receiver Breath, while sending the questionable signal waveform in corresponding time window;
Host computer receiver carries out frequency-domain analysis by fast fourier transform algorithm to questionable signal waveform, and time domain waveform is believed Number it is converted into frequency spectrum;
Frequency spectrum and historical data base are compared;
If the characteristic feature peak match in frequency spectrum and historical data base, is judged as corresponding fault type and alarms;
If not alarming with the matched characteristic feature peak of the frequency spectrum as suspicious abnormal signal in historical data base.
Further, host computer receiver can synchronize the digitlization vibration signal wave for receiving multiple wireless vibration sensors Shape.
Further, the frequency spectrum characteristic peak information of typical fault is stored in historical data base.
The beneficial effects obtained by the present invention are as follows are as follows:
Present invention is generally directed to conduit line inner cables to be invaded the vibration signal generated as monitoring object, real time monitoring by external force The Oscillation Amplitude of cable carries out pattern analysis and early warning in host computer, has strong real-time, early warning accuracy height, anti-interference energy The features such as power is strong and can determine fault category.
Detailed description of the invention
Fig. 1 is wireless vibration Fundamentals of Sensors in the present invention;
Fig. 2 is the structure principle chart of wireless vibration sensor in the present invention;
Fig. 3 is the pictorial diagram of wireless vibration sensor in the present invention;
Fig. 4 is deployed position of the wireless vibration sensor in conduit line in the present invention;
Fig. 5 is host computer receiver vibration-mode analysis early warning decision logic in the present invention;
Fig. 6 is that vibrational waveform and result of spectrum analysis are surveyed during the present invention is implemented, and Fig. 6 (a) is actual measurement vibrational waveform, and Fig. 6 (b) is Frequency-domain waveform.
Specific embodiment
The invention will be further described below.Following embodiment is only used for clearly illustrating technical side of the invention Case, and not intended to limit the protection scope of the present invention.
The present invention provides a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring, is connect using non-electrical It touches, the mechanical signal detection means of non electrical quantity, realizes the real-time early warning invaded by external force conduit line inner cable and destroyed Monitoring.Specifically, different parts install distributed wireless vibrating sensor at a certain distance on channel inner cable ontology, wirelessly Vibrating sensor monitors the Vibration Condition of current cable, time recording Oscillation Amplitude, the vibrational states information such as frequency spectrum in real time.
Wireless vibration covers disposed on sensor has wireless transport module, and wireless transport module is for uploading to vibrational state information Host computer receiver;Host computer receiver is used to carry out mould to the wireless vibration sensor current data and historical data received State analysis, and show current warning grade and modes of warning or alarm.
Referring to Fig. 1, using response band wide (being greater than 5kHz), operating temperature range big (- 20 ° ~ 120 °), electricity in the present invention Press the vibration signal of the wireless vibration sensor acquisition cable of high sensitivity (be greater than 100mV/g), output and vibration signal at than The voltage signal of example.
The mounting means of wireless vibration sensor are as follows: partially selected at conduit line inner cable bracket and between two stands The equidistant deployment installation of suitable position, destruction position is easily received to cable and is monitored.By taking 110kV cable as an example, wireless vibration is passed The specific deployed position of sensor as shown in figure 4,6 installation site of wireless vibration sensor be the intermediate position of two cable bearer 7, actually answer More wireless vibration sensor mount administrations may be selected in including the positions such as at bracket.
Referring to figs. 2 and 3, wireless vibration sensor 6 of the invention is by sensor module 1, central processing module 2, wirelessly 4 four modular units of transmission module 3 and power management module are constituted.It also include shell 5 in Fig. 2.
Wherein, vibrating sensor and Signal Pretreatment and modulus sampling A/D chip, vibrating sensor are included in sensor module For acquiring the external force being subject in cable operational process invasion vibration signal and being converted into voltage by its internal piezoelectric ceramics Signal;Signal Pretreatment and modulus sampling A/D chip are used to convert digital signal by certain sample rate for voltage signal.
Central processing module includes arm processor and memory, and arm processor is used to control Signal Pretreatment and modulus is adopted Sample chip realizes sampling, interception and the denoising of voltage signal by programming;Memory is for saving sampled data.
Wireless transport module is used to the strum sampled signal that arm processor obtains being transmitted to host computer receiver.
Power management module is used to be powered sensor module, central processing module and wireless transport module and power consumption Management.
Host computer receiver can synchronize the real time data for receiving multiple wireless vibration sensors in the present invention, and have vibration Dynamic model analysis and status early warning function, the decision logic of vibration-mode analysis referring to Fig. 5, specifically: host computer receiver The digitlization vibration signal waveforms for obtaining current each wireless vibration sensor read one to each wireless vibration sensor Waveform peak A in the section time is judged as normal operation as A < threshold value of warning S, and wireless vibration sensor is to host computer Receiver sends normal state information;As A > threshold value of warning S, it is judged as questionable signal, wireless vibration sensor is to host computer Receiver sends abnormal state information, while sending the questionable signal waveform in corresponding time window, and host computer receiver is to suspicious Signal waveform carries out frequency-domain analysis by fast fourier transform algorithm, converts frequency spectrum for time domain waveform signal to get arriving The amplitude of different frequency component compares frequency spectrum and historical data base, if characteristic feature peak match, is judged as corresponding event Barrier type is simultaneously alarmed;If not believing with the matched characteristic feature peak of the frequency spectrum as suspicious exception in historical data base Number alarm.Database information can be constantly updated, and recognition accuracy is reinforced.The frequency of typical fault is stored in historical data base Spectrum signature peak information.
Referring to Fig. 6, vibration signal waveforms when cable bearer are cut for the cutting machine that wireless vibration sensor is surveyed Fig. 6 (a) and the frequency-domain waveform Fig. 6 (b) obtained by transformation.The shape information that the wireless vibration sensor is adopted is complete, frequency There is apparent characteristic peak in spectrum, historical data base is added in the criterion that can be used as such failure.
The above is only a preferred embodiment of the present invention, it is noted that for the ordinary skill people of the art For member, without departing from the technical principles of the invention, several improvement and deformations can also be made, these improvement and deformations Also it should be regarded as protection scope of the present invention.

Claims (7)

1. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring, which is characterized in that including wireless vibration Sensor and host computer receiver;The wireless vibration sensor is mounted on different parts on channel inner cable ontology;The nothing Linearly coupled sensor is used to acquire the external force invasion vibration signal being subject in cable operational process, and exports to host computer and receive Device;
The host computer receiver is used to receive the vibration signal of the wireless vibration sensor transmissions, and carries out mode of oscillation point Analysis, shows current warning grade and modes of warning.
2. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 1, special Sign is that the wireless vibration sensor is mounted at conduit line inner cable bracket and position between two stands, and keep etc. Distance deployment installation.
3. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 1, special Sign is that the wireless vibration sensor includes:
Sensor module includes vibrating sensor and Signal Pretreatment and modulus sampling A/D chip;The vibrating sensor is for adopting The external force invasion vibration signal being subject in collection cable operational process, and voltage signal is converted by internal piezoelectric ceramics;Institute It states Signal Pretreatment and modulus sampling A/D chip is used to convert digital signal by certain sample rate for voltage signal;
Central processing module, including arm processor and memory;The arm processor is for controlling Signal Pretreatment and modulus Sampling, interception and the denoising of sampling A/D chip;The memory is for saving the vibration signal of sampling;
Wireless transport module, for the vibration signal of sampling to be transmitted to host computer receiver;
Power management module, for being powered to sensor module, central processing module and wireless transport module and power consumption pipe Reason.
4. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 3, special Sign is that the wireless vibration sensor is greater than 5kHz using response band, and operating temperature range is -20 ° ~ 120 °, voltage spirit Sensitivity is greater than the vibrating sensor of 100mV/g.
5. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 1, special Sign is that the host computer receiver carries out vibration-mode analysis, comprising:
Host computer receiver obtains the digitlization vibration signal waveforms of wireless vibration sensor, reads the waveform peak in a period of time Value A;
As A < threshold value of warning S, it is judged as cable normal operation, wireless vibration sensor is sent just to host computer receiver Normal status information;
As A > threshold value of warning S, it is judged as that questionable signal, wireless vibration sensor send abnormality letter to host computer receiver Breath, while sending the questionable signal waveform in corresponding time window;
Host computer receiver carries out frequency-domain analysis by fast fourier transform algorithm to questionable signal waveform, and time domain waveform is believed Number it is converted into frequency spectrum;
Frequency spectrum and historical data base are compared;
If the characteristic feature peak match in frequency spectrum and historical data base, is judged as corresponding fault type and alarms;
If not alarming with the matched characteristic feature peak of the frequency spectrum as suspicious abnormal signal in historical data base.
6. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 5, special Sign is that the host computer receiver can synchronize the digitlization vibration signal waveforms for receiving multiple wireless vibration sensors.
7. a kind of cable external force damage alarm diagnostic device based on vibration signal monitoring according to claim 5, special Sign is, the frequency spectrum characteristic peak information of typical fault is stored in the historical data base.
CN201910706514.1A 2019-08-01 2019-08-01 A kind of cable external force damage alarm diagnostic device based on vibration signal monitoring Pending CN110443968A (en)

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Cited By (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111189533A (en) * 2019-12-26 2020-05-22 深圳供电局有限公司 External force invasion monitoring method and device, computer equipment and storage medium
CN111308544A (en) * 2020-02-19 2020-06-19 广东电网有限责任公司 Prevent external damage response positioner based on sound is gathered
CN111397725A (en) * 2020-03-20 2020-07-10 符霞 Automatic monitoring system and method for intelligent vibration frequency spectrum sensor
CN111509844A (en) * 2020-04-14 2020-08-07 佛山市威格特电气设备有限公司 Cable external damage prevention early warning device with handheld electric pick characteristic quantity recognition function
CN111780855A (en) * 2020-05-26 2020-10-16 山东大学 Cable external-damage-prevention method and system based on fiber radial vibration source ranging vibration identification
CN111862506A (en) * 2020-07-29 2020-10-30 杭州巨骐信息科技股份有限公司 Holographic sensing external force damage monitoring method
CN111982192A (en) * 2020-08-11 2020-11-24 国家电网有限公司技术学院分公司 Cable fault self-learning identification method and system based on Internet of things
CN112082642A (en) * 2020-09-14 2020-12-15 江苏华世远电力技术有限公司 Modular cable trench system capable of automatically early warning
CN112285483A (en) * 2020-10-15 2021-01-29 国网河北省电力有限公司邯郸供电分公司 Storage medium, system and method for accurately positioning cable fault
CN112419634A (en) * 2020-11-13 2021-02-26 广东电网有限责任公司 External damage prevention system for power cable
CN112803341A (en) * 2020-12-31 2021-05-14 国网浙江省电力有限公司嘉兴供电公司 Non-invasive cable anti-breaking monitoring device and method
CN113140367A (en) * 2021-04-25 2021-07-20 渝丰科技股份有限公司 Trigger type early warning cable
CN113706843A (en) * 2021-08-25 2021-11-26 国网湖南省电力有限公司 Cable external force damage detection device and application method thereof
CN113936438A (en) * 2021-10-12 2022-01-14 国家电网有限公司 Underground cable operating environment monitoring and early warning device
CN113993001A (en) * 2021-09-08 2022-01-28 四创电子股份有限公司 Real-time streaming analysis alarm method based on sliding data window
CN114001939A (en) * 2021-10-20 2022-02-01 广州番禺电缆集团有限公司 Line connection device monitoring method, device, equipment and storage medium
CN114353935A (en) * 2022-01-04 2022-04-15 北京英华达软件工程有限公司 Electric quantity controllable wireless vibration acceleration sensor
CN114706062A (en) * 2022-06-02 2022-07-05 武汉新能源研究院有限公司 Protection system for monitoring cable external force damage
CN115060326A (en) * 2022-07-12 2022-09-16 四川鑫电电缆有限公司 Cable monitoring method and system
CN115684349A (en) * 2022-10-28 2023-02-03 北京交通大学 Pipeline wearing-through real-time early warning method based on vibration signals

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Cited By (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111189533A (en) * 2019-12-26 2020-05-22 深圳供电局有限公司 External force invasion monitoring method and device, computer equipment and storage medium
CN111308544A (en) * 2020-02-19 2020-06-19 广东电网有限责任公司 Prevent external damage response positioner based on sound is gathered
CN111397725A (en) * 2020-03-20 2020-07-10 符霞 Automatic monitoring system and method for intelligent vibration frequency spectrum sensor
CN111509844A (en) * 2020-04-14 2020-08-07 佛山市威格特电气设备有限公司 Cable external damage prevention early warning device with handheld electric pick characteristic quantity recognition function
CN111780855A (en) * 2020-05-26 2020-10-16 山东大学 Cable external-damage-prevention method and system based on fiber radial vibration source ranging vibration identification
CN111862506A (en) * 2020-07-29 2020-10-30 杭州巨骐信息科技股份有限公司 Holographic sensing external force damage monitoring method
CN111982192A (en) * 2020-08-11 2020-11-24 国家电网有限公司技术学院分公司 Cable fault self-learning identification method and system based on Internet of things
CN112082642A (en) * 2020-09-14 2020-12-15 江苏华世远电力技术有限公司 Modular cable trench system capable of automatically early warning
CN112285483A (en) * 2020-10-15 2021-01-29 国网河北省电力有限公司邯郸供电分公司 Storage medium, system and method for accurately positioning cable fault
CN112419634A (en) * 2020-11-13 2021-02-26 广东电网有限责任公司 External damage prevention system for power cable
CN112803341A (en) * 2020-12-31 2021-05-14 国网浙江省电力有限公司嘉兴供电公司 Non-invasive cable anti-breaking monitoring device and method
CN113140367A (en) * 2021-04-25 2021-07-20 渝丰科技股份有限公司 Trigger type early warning cable
CN113140367B (en) * 2021-04-25 2023-02-03 渝丰科技股份有限公司 Trigger type early warning cable
CN113706843A (en) * 2021-08-25 2021-11-26 国网湖南省电力有限公司 Cable external force damage detection device and application method thereof
CN113706843B (en) * 2021-08-25 2022-11-01 国网湖南省电力有限公司 Cable external force damage detection device and application method thereof
CN113993001A (en) * 2021-09-08 2022-01-28 四创电子股份有限公司 Real-time streaming analysis alarm method based on sliding data window
CN113993001B (en) * 2021-09-08 2024-04-12 四创电子股份有限公司 Real-time stream analysis alarm method based on sliding data window
CN113936438B (en) * 2021-10-12 2022-12-13 国家电网有限公司 Underground cable operating environment monitoring and early warning device
CN113936438A (en) * 2021-10-12 2022-01-14 国家电网有限公司 Underground cable operating environment monitoring and early warning device
CN114001939A (en) * 2021-10-20 2022-02-01 广州番禺电缆集团有限公司 Line connection device monitoring method, device, equipment and storage medium
CN114001939B (en) * 2021-10-20 2024-04-12 广州番禺电缆集团有限公司 Line connection device monitoring method, device, equipment and storage medium
CN114353935A (en) * 2022-01-04 2022-04-15 北京英华达软件工程有限公司 Electric quantity controllable wireless vibration acceleration sensor
CN114706062A (en) * 2022-06-02 2022-07-05 武汉新能源研究院有限公司 Protection system for monitoring cable external force damage
CN115060326A (en) * 2022-07-12 2022-09-16 四川鑫电电缆有限公司 Cable monitoring method and system
CN115684349A (en) * 2022-10-28 2023-02-03 北京交通大学 Pipeline wearing-through real-time early warning method based on vibration signals
CN115684349B (en) * 2022-10-28 2024-04-19 北京交通大学 Pipeline wear-through real-time early warning method based on vibration signals

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Application publication date: 20191112