CN106089754A - Immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining - Google Patents

Immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining Download PDF

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Publication number
CN106089754A
CN106089754A CN201610531397.6A CN201610531397A CN106089754A CN 106089754 A CN106089754 A CN 106089754A CN 201610531397 A CN201610531397 A CN 201610531397A CN 106089754 A CN106089754 A CN 106089754A
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immersible pump
internet
sensor
pump
fault
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CN106089754B (en
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王凯
陈昆
刘厚林
翟松茂
滕康乐
娄建伟
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NINGBO JUSHEN PUMPS INDUSTRY Co Ltd
NINGBO JUSHEN PUMPS IND CO Ltd
Jiangsu University
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NINGBO JUSHEN PUMPS INDUSTRY Co Ltd
Jiangsu University
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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F04POSITIVE - DISPLACEMENT MACHINES FOR LIQUIDS; PUMPS FOR LIQUIDS OR ELASTIC FLUIDS
    • F04DNON-POSITIVE-DISPLACEMENT PUMPS
    • F04D15/00Control, e.g. regulation, of pumps, pumping installations or systems
    • F04D15/0088Testing machines

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  • Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Control Of Non-Positive-Displacement Pumps (AREA)

Abstract

The invention discloses immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining.The process of the present invention is: install pressure transducer, turbine flowmeter, Speed sensing formula sensor, vibrating sensor and current sensor in immersible pump pump group and pipe-line system;Run immersible pump real-time fault diagnosis based on " the Internet+" and maintenance system;Use the signal that each sensor of data collecting module collected sends, and set up the data communication between immersible pump real-time fault diagnosis and maintenance system and PLC;The data signal read is carried out real-time data analysis and diagnosis, the fault being diagnosed to be is saved in Mishap Database, and provides optimal fault solution, send fault pre-alarming notice;Estimate maintenance effect, and breakdown maintenance scheme is saved in maintenance management data base." the Internet+" technology and fault diagnosis technology are effectively combined by the present invention, it is achieved that the long-range initial failure early warning of immersible pump and maintenance, decrease the downtime.

Description

Immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining
Technical field
The invention belongs to fluid machinery Intelligent Diagnosis Technology field, refer in particular to relate to immersible pump based on " the Internet+" real-time Fault diagnosis and method for maintaining.
Background technology
The industry internet epoch have arrived, the utilization of big data and analysis, and digitized, networking and intellectuality become The key character of water pump industry development, is the Main way of water pump Future Development of Enterprise.The development war that " the Internet+water pump " is following Slightly, it is intended to " the Internet+" technology and water pump designing, researches and develops, manufactures, markets, each stage such as maintenance fully merges, To improve the efficiency of operation of whole water pump industry.Water pump real-time fault diagnosis based on " the Internet+" and maintenance, it is simply that use Water pump is detected and fault anticipation by " the Internet+" technology, data analysis and fault diagnosis technology in real time, takes for pump maintenance Business personnel provide maintenance suggestion, so that water pump assembly safe and stable operation.
At present, Pump Fault Diagnosis based on " the Internet+" is the most immature with method for maintaining, such as: master thesis " base Power plant water pump vibration online monitoring research in industry internet " (in June, 2014) use the networking of data under industry internet Achieve on-line monitoring and the expert diagnosis of power plant's water pump vibration signal, but the fault of water pump is not only to vibrate to cause, temperature Degree and electric current are likely to cause fault of water pump;Utility model patent " thermal power plant turbine pumping unit fault based on industry internet Early warning and inspection optimization system " (application number: 201520176105.2) describe a kind of thermal power plant turbine based on industry internet Pumping unit fault pre-alarming and inspection optimization system, this patent is only applicable to thermal power plant's pump, and this system is according only to historical data Carry out breakdown judge.
Summary of the invention
(1) to solve the technical problem that
For problem present in above-mentioned existing Pump Fault Diagnosis based on the Internet and method for maintaining, it is contemplated that A kind of immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining are provided.
(2) technical scheme
For solving above-mentioned technical problem, the technical solution adopted in the present invention is: based on " the Internet+" exploitation immersible pump fortune Row condition monitoring and diagnostic system, use the signal that each sensor of data collecting module collected sends, and uses PLC (Programmable Logic Controller) technology converts the signals into digital signal, sets up immersible pump and runs shape Data communication between state monitor and diagnosis system and PLC, the data of reading data in real-time acquisition module, and to the data read Signal carries out real-time data analysis and operational diagnostics, sends pre-alert notification, with SMS after being diagnosed to be the fault being likely to occur Mode notify that maintainer overhauls, finally to maintenance after immersible pump running status monitor in real time, estimate maintenance Effect, and breakdown maintenance scheme is saved in maintenance management data base.It specifically comprises the following steps that
(1) pressure transducer, turbine flowmeter, Speed sensing formula sensing are installed in immersible pump pump group and pipe-line system Device, vibrating sensor and current sensor.Use electrical measuring method to measure the open circuit loss of immersible pump submersible motor, draw out iron loss Consume with machinery.The rotating speed n of immersible pump is obtained by inductosyn measurement, and flow Q is by the whirlpool in submersible pump outlet pipe-line system Flowmeters measurement obtains, and submersible pump outlet pressure Po is obtained by the pressure transducer measurement on pump discharge pipeline.Submersible motor Obtain by vibrating sensor measurement with the vibration severity of immersible pump.Described pressure transducer, speed probe, vibrating sensor Need to do water-proofing treatment with current sensor, prevent water from entering in sensor, to guarantee the sensitivity of sensor.
(2) use WinCC design immersible pump running state monitoring and diagnostic system, utilize PLC technology to realize immersible pump The process control of running status.A VPN service is set up in the immersible pump running state monitoring Intranet resource with diagnostic system Device.Move 2G/3G/4G network by mobile phone or mobile phone wireless network linking vpn server realizes the remote of immersible pump running status Range monitoring.Communication data between vpn server and cell phone is encrypted, to ensure the safety that data are transmitted.
(3) data collecting module collected pressure transducer, turbine flowmeter, Speed sensing formula sensor, vibration is used to pass Sensor and current sensor send 4~20mA current signal.Use PLC technology that the current signal gathered is carried out data to turn Change.Carry out A/D by PLC and be converted into digital signal, set up between immersible pump running state monitoring and diagnostic system and PLC simultaneously Data communication.Diving pump lift H is calculated by the pressure Po away from 2 times of calibers of pump discharge flange,Wherein ρ For the density of centrifugal pump pumped (conveying) medium, g is acceleration of gravity, g=9.8;The iron loss unloaded according to submersible motor and machinery consumption, meter Calculate the submersible motor output after load test, i.e. input power P of immersible pump;Efficiency eta is calculated by formula η=ρ gQH/P Obtain.The data such as flow, pressure, rotating speed, lift, power, efficiency, vibration, electric current are stored and back up.
(4) data such as the flow read in step (3), pressure, rotating speed, lift, power, efficiency, electric current are carried out in real time Trend analysis and spectrum analysis.The vibration signal reading step (3) carries out wavelet decomposition, uses the wavelet coefficient of high band Hlibert-Huang conversion carries out Envelope Analysis, then the envelope signal using Empirical mode decomposition to obtain Envelope Analysis enters Row decomposes.Be diagnosed to be supercurrent, bearing damage, rotor misalignment, pump group foundation bolt loosen, damage in impeller or impeller and the pump housing After the fault that contact etc. is likely to occur, utilize the popularization of mobile Internet, search efficient and rational fault in the world Solution, be concurrently out of order pre-alert notification, in the way of SMS, fault and fault solution is notified maintainer.
(5) the immersible pump running status after maintenance is monitored in real time, estimate maintenance effect, and by breakdown maintenance scheme It is saved in maintenance management data base.
(3) beneficial effect
It is an advantage of the current invention that:
(1) " the Internet+" technology and fault diagnosis technology are effectively combined, it is achieved that the early stage of immersible pump fault is pre- Police and maintenance so that pump group safe and stable operation.
(2) fault that line real time diagnosis proof submersible sand discharging pump is likely to occur, can not only decrease submersible sewage failure of pump and stop The machine time, moreover it is possible to provide technical support for maintainer, reduce maintenance cost.
(3) utilize the popularization of mobile Internet, efficient and rational fault solution can be searched in the world, enter One step improves trouble diagnosibility and maintenance effect.
Accompanying drawing explanation
Fig. 1 is the schematic diagram of immersible pump running state monitoring based on " the Internet+" and repair method;
In figure, 1-water pump vibrating sensor, 2-proof submersible sand discharging pump, 3-vicarious speed probe, 4-motor oscillating senses Device, 5-submersible motor, 6-pump discharge pressure sensor, 7-current sensor, 8-immersible pump running state monitoring and diagnostic system, 9-turbine flowmeter, 10-exports gate valve.
Detailed description of the invention
Below in conjunction with the accompanying drawings and embodiment, the detailed description of the invention of the present invention is described in further detail.Hereinafter implement Example is used for illustrating the present invention, but is not limited to the scope of the present invention.
Embodiment: specific revolution is WQK25-40-7.5 type proof submersible sand discharging pump (Fig. 1) of 54.6, and its design discharge is Qd =25m3/h, rated lift Hd=40m, rotating speed n=2860r/min.Specifically comprise the following steps that
(1) pressure transducer, turbine flowmeter, Speed sensing formula sensing are installed in immersible pump pump group and pipe-line system Device, vibrating sensor and current sensor.Use electrical measuring method to measure the open circuit loss of immersible pump submersible motor, draw out iron loss Consume with machinery.The rotating speed n of immersible pump is obtained by inductosyn measurement, and flow Q is by the whirlpool in submersible pump outlet pipe-line system Flowmeters measurement obtains, and submersible pump outlet pressure Po is obtained by the pressure transducer measurement on pump discharge pipeline.Submersible motor Obtain by vibrating sensor measurement with the vibration severity of immersible pump.Described pressure transducer, speed probe, vibrating sensor and Current sensor needs to do water-proofing treatment, prevents water from entering in sensor, to guarantee the sensitivity of sensor.Flow Q when pump When=27.1m3/h, rotating speed n=2866r/min, outlet pressure Po=0.38MPa, motor oscillating speed is 0.94mm/s, and pump shakes Dynamic speed is 0.82mm/s.
(2) use WinCC design immersible pump running state monitoring and diagnostic system, utilize PLC technology to realize immersible pump The process control of running status.A VPN service is set up in the immersible pump running state monitoring Intranet resource with diagnostic system Device.Move 2G/3G/4G network by mobile phone or mobile phone wireless network linking vpn server realizes the remote of immersible pump running status Range monitoring.Communication data between vpn server and cell phone is encrypted, to ensure the safety that data are transmitted.
(3) data collecting module collected pressure transducer, turbine flowmeter, Speed sensing formula sensor, vibration is used to pass Sensor and current sensor send 4~20mA current signal.Use PLC technology that the current signal gathered is carried out data to turn Change.Carry out A/D by PLC and be converted into digital signal, set up between immersible pump running state monitoring and diagnostic system and PLC simultaneously Data communication.Diving pump lift H is calculated by the pressure Po away from 2 times of calibers of pump discharge flange,Wherein ρ For the density of centrifugal pump pumped (conveying) medium, g is acceleration of gravity, g=9.8;The iron loss unloaded according to submersible motor and machinery consumption, meter Calculate the submersible motor output after load test, i.e. input power P of immersible pump;Efficiency eta is calculated by formula η=ρ gQH/P Obtain.By above-mentioned formula it can be calculated that as Q=27.1m3/h, n=2866r/min, H=39.9m, P=6.5kW, n= 61.3%.The data such as flow, pressure, rotating speed, lift, power, efficiency, vibration, electric current are stored and back up.
(4) data such as the flow read in step (3), pressure, rotating speed, lift, power, efficiency, electric current are carried out in real time Trend analysis and spectrum analysis.The vibration signal reading step (3) carries out wavelet decomposition, uses the wavelet coefficient of high band Hlibert-Huang conversion carries out Envelope Analysis, then the envelope signal using Empirical mode decomposition to obtain Envelope Analysis enters Row decomposes.Be diagnosed to be supercurrent, bearing damage, rotor misalignment, pump group foundation bolt loosen, damage in impeller or impeller and the pump housing After the fault that contact etc. is likely to occur, utilize the popularization of mobile Internet, search efficient and rational fault in the world Solution, be concurrently out of order pre-alert notification, in the way of SMS, fault and fault solution is notified maintainer.
(5) the immersible pump running status after maintenance is monitored in real time, estimate maintenance effect, and by breakdown maintenance scheme It is saved in maintenance management data base.
The above is only the preferred embodiment of the present invention, it is noted that for the ordinary skill people of the art For Yuan, on the premise of without departing from the technology of the present invention principle, it is also possible to make some improvements and modifications, these improvements and modifications Also should be regarded as protection scope of the present invention.

Claims (8)

1. immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining, it is characterised in that comprise the following steps:
(1) pressure transducer, turbine flowmeter, Speed sensing formula sensor are installed in immersible pump pump group and pipe-line system, shake Dynamic sensor and current sensor;
(2) immersible pump real-time fault diagnosis based on " the Internet+" and maintenance system are run;
(3) signal using each sensor of data collecting module collected to send, uses PLC technology to convert the signal into numeral letter Number, and set up the data communication between immersible pump real-time fault diagnosis and maintenance system and PLC;
(4) data signal read is carried out real-time data analysis and diagnosis, the fault being diagnosed to be is saved in Mishap Database, And the fault being diagnosed to be is analyzed, provide optimal fault solution, send fault pre-alarming notice;
(5) the immersible pump running status after maintenance is monitored in real time, estimate maintenance effect, and breakdown maintenance scheme is preserved To maintenance management data base.
Immersible pump real-time fault diagnosis based on " the Internet+" the most according to claim 1 and method for maintaining, its feature exists In:
Described step (1) is installed in immersible pump pump group and pipe-line system pressure transducer, turbine flowmeter, Speed sensing formula Specifically comprising the following steps that of sensor, vibrating sensor and current sensor
(A) pressure transducer, turbine flowmeter, Speed sensing formula sensor are installed in immersible pump pump group and pipe-line system, shake Dynamic sensor and current sensor;
(B) use electrical measuring method to measure the open circuit loss of immersible pump submersible motor, draw out iron loss and machinery consumption;
(C) the rotating speed n of immersible pump is obtained by inductosyn measurement, and flow Q is by the turbine in submersible pump outlet pipe-line system Flowmeter survey obtains, and submersible pump outlet pressure Po is obtained by the pressure transducer measurement on pump discharge pipeline;
(D) vibration severity of submersible motor and immersible pump is obtained by vibrating sensor measurement.
Immersible pump real-time fault diagnosis based on " the Internet+" the most according to claim 1 and method for maintaining, its feature exists In:
In described step (2), immersible pump real-time fault diagnosis based on " the Internet+" is as follows with the development procedure of maintenance system:
(A) use WinCC (Windows Control Center) design immersible pump running state monitoring and diagnostic system, utilize PLC technology realizes the process control to immersible pump running status;
(B) in the immersible pump running state monitoring Intranet resource with diagnostic system, set up a vpn server, moved by mobile phone Dynamic 2G/3G/4G network or mobile phone wireless network linking vpn server realize the long-range monitoring of immersible pump running status;
(C) communication data between vpn server and cell phone is encrypted.
Immersible pump real-time fault diagnosis based on " the Internet+" the most according to claim 1 and method for maintaining, its feature exists In:
The signal using each sensor of data collecting module collected to send in described step (3), uses PLC technology to be turned by signal Change digital signal into, and set up the concrete steps of data communication between immersible pump real-time fault diagnosis and maintenance system and PLC As follows:
(A) data collecting module collected pressure transducer, turbine flowmeter, Speed sensing formula sensor, vibrating sensor are used With current sensor send 4~20mA current signal;
(B) use PLC technology that the current signal gathered is carried out data conversion, carry out A/D by PLC and be converted into digital signal, Set up the data communication between immersible pump running state monitoring and diagnostic system and PLC simultaneously;
(C) data process;Diving pump lift H is calculated by the pressure Po away from 2 times of calibers of pump discharge flange, Wherein ρ is the density of centrifugal pump pumped (conveying) medium, and g is acceleration of gravity, g=9.8;The iron loss unloaded according to submersible motor and machinery Consumption, calculates the submersible motor output after load test, i.e. input power P of immersible pump;Efficiency eta is by formula η=ρ gQH/ P is calculated;
(D) data such as flow, pressure, rotating speed, lift, power, efficiency, vibration, electric current are stored and back up.
Immersible pump real-time fault diagnosis based on " the Internet+" the most according to claim 1 and method for maintaining, its feature exists In:
Described step (4) carries out real-time data analysis and diagnosis to the data signal read, the fault being diagnosed to be is saved in Mishap Database, and the fault being diagnosed to be is analyzed, provide optimal fault solution, send fault pre-alarming notice Specifically comprise the following steps that
(A) data such as the flow read in step (3), pressure, rotating speed, lift, power, efficiency, electric current are carried out real-time tendency Analyze and spectrum analysis;
(B) vibration signal reading step (3) carries out wavelet decomposition, and the wavelet coefficient of high band is used Hlibert- Huang conversion carries out Envelope Analysis, then the envelope signal using Empirical mode decomposition to obtain Envelope Analysis decomposes;
(C) fault being diagnosed to be is analyzed, and utilizes the popularization of mobile Internet, search in the world and efficiently close The fault solution of reason, be concurrently out of order pre-alert notification.
The most according to claim 1 or 5, immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining, it is special Levy and be: the described fault being diagnosed to be probably supercurrent, bearing damage, rotor misalignment, pump group foundation bolt loosen, leaf Foot wheel abrasion or impeller contact with the pump housing.
The most according to claim 1 or 5, immersible pump real-time fault diagnosis based on " the Internet+" and method for maintaining, it is special Levy and be: described pre-alert notification is, in the way of SMS, fault and fault solution are notified maintainer.
8. according to the immersible pump running state monitoring based on " the Internet+" described in claim 1,2,3,4 and repair method, its It is characterised by: described pressure transducer, speed probe, vibrating sensor and current sensor need to do water-proofing treatment, prevent Water enters in sensor.
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Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108241346A (en) * 2017-12-05 2018-07-03 北京智拓博科技有限公司 Fluid machinery intelligent monitor system and its method
CN108412780A (en) * 2018-03-13 2018-08-17 福建省福安市力德泵业有限公司 A kind of automatic coupling variable speed pump machine and control method
CN108757502A (en) * 2018-05-15 2018-11-06 江苏大学 A kind of water pump assembly typical case's health status monitoring device and method based on Internet of Things
CN109538459A (en) * 2018-10-17 2019-03-29 重庆川仪自动化股份有限公司 Pump equipment fault monitoring operational system and method based on networking
CN110805549A (en) * 2019-08-05 2020-02-18 大港油田集团有限责任公司 Failure diagnosis system for polymer injection pump
CN111336100A (en) * 2020-04-10 2020-06-26 中国恩菲工程技术有限公司 Water pump fault diagnosis system
CN111980938A (en) * 2020-08-22 2020-11-24 浙江水利水电学院 Diagnosis technical route of flood control and drainage water pump unit
CN112377398A (en) * 2020-12-01 2021-02-19 博利源科技(南京)有限公司 Safety monitoring system of submersible pump
CN117570039A (en) * 2024-01-16 2024-02-20 山东大洋矿用设备有限公司 Mining flameproof submersible sand discharge electric pump fault monitoring system and method

Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN202676203U (en) * 2012-05-08 2013-01-16 武汉立方科技有限公司 Large-size pumping station state monitoring and diagnosing and energy efficiency management device
CN102913465A (en) * 2012-11-09 2013-02-06 昆山北极光电子科技有限公司 Working condition detection and fault diagnosis method of centrifugal pump
EP2573403A1 (en) * 2011-09-20 2013-03-27 Grundfos Holding A/S Pump
WO2013040853A1 (en) * 2011-09-20 2013-03-28 Jiang Yongdong Cloud computing-based system and method for management and control of water pump
CN203067249U (en) * 2012-05-08 2013-07-17 赛莱默(中国)有限公司 Pump system with remote control function
CN103837345A (en) * 2014-03-25 2014-06-04 上海电机学院 Gearbox fault diagnosis method and device
CN104110391A (en) * 2014-07-11 2014-10-22 金华倍特泵业有限公司 Multi-stage deep well submersible pump based on internet of things
CN104819146A (en) * 2015-05-25 2015-08-05 华东建筑设计研究院有限公司 Device for automatically testing flow and pressure of fire pump
CN105158685A (en) * 2015-06-25 2015-12-16 国家电网公司 Detection method, apparatus and system for breaker
CN205001161U (en) * 2015-10-09 2016-01-27 唐山开诚电控设备集团有限公司 Adopt automatically controlled and monitoring device of water pump of ethernet technique
CN105275833A (en) * 2015-10-30 2016-01-27 北京航空航天大学 CEEMD (Complementary Empirical Mode Decomposition)-STFT (Short-Time Fourier Transform) time-frequency information entropy and multi-SVM (Support Vector Machine) based fault diagnosis method for centrifugal pump
CN105673467A (en) * 2016-01-27 2016-06-15 烟台阳光泵业有限公司 Pump remote intelligent control system based on mobile Internet

Patent Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP2573403A1 (en) * 2011-09-20 2013-03-27 Grundfos Holding A/S Pump
WO2013040853A1 (en) * 2011-09-20 2013-03-28 Jiang Yongdong Cloud computing-based system and method for management and control of water pump
CN202676203U (en) * 2012-05-08 2013-01-16 武汉立方科技有限公司 Large-size pumping station state monitoring and diagnosing and energy efficiency management device
CN203067249U (en) * 2012-05-08 2013-07-17 赛莱默(中国)有限公司 Pump system with remote control function
CN102913465A (en) * 2012-11-09 2013-02-06 昆山北极光电子科技有限公司 Working condition detection and fault diagnosis method of centrifugal pump
CN103837345A (en) * 2014-03-25 2014-06-04 上海电机学院 Gearbox fault diagnosis method and device
CN104110391A (en) * 2014-07-11 2014-10-22 金华倍特泵业有限公司 Multi-stage deep well submersible pump based on internet of things
CN104819146A (en) * 2015-05-25 2015-08-05 华东建筑设计研究院有限公司 Device for automatically testing flow and pressure of fire pump
CN105158685A (en) * 2015-06-25 2015-12-16 国家电网公司 Detection method, apparatus and system for breaker
CN205001161U (en) * 2015-10-09 2016-01-27 唐山开诚电控设备集团有限公司 Adopt automatically controlled and monitoring device of water pump of ethernet technique
CN105275833A (en) * 2015-10-30 2016-01-27 北京航空航天大学 CEEMD (Complementary Empirical Mode Decomposition)-STFT (Short-Time Fourier Transform) time-frequency information entropy and multi-SVM (Support Vector Machine) based fault diagnosis method for centrifugal pump
CN105673467A (en) * 2016-01-27 2016-06-15 烟台阳光泵业有限公司 Pump remote intelligent control system based on mobile Internet

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
关醒凡: "《现代泵理论与设计》", 30 April 2011, 中国宇航出版社 *

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108241346A (en) * 2017-12-05 2018-07-03 北京智拓博科技有限公司 Fluid machinery intelligent monitor system and its method
CN108412780A (en) * 2018-03-13 2018-08-17 福建省福安市力德泵业有限公司 A kind of automatic coupling variable speed pump machine and control method
CN108757502A (en) * 2018-05-15 2018-11-06 江苏大学 A kind of water pump assembly typical case's health status monitoring device and method based on Internet of Things
WO2019218408A1 (en) * 2018-05-15 2019-11-21 江苏大学 Internet of things-based device and method for monitoring typical health status of pump unit
CN109538459A (en) * 2018-10-17 2019-03-29 重庆川仪自动化股份有限公司 Pump equipment fault monitoring operational system and method based on networking
CN110805549A (en) * 2019-08-05 2020-02-18 大港油田集团有限责任公司 Failure diagnosis system for polymer injection pump
CN111336100A (en) * 2020-04-10 2020-06-26 中国恩菲工程技术有限公司 Water pump fault diagnosis system
CN111980938A (en) * 2020-08-22 2020-11-24 浙江水利水电学院 Diagnosis technical route of flood control and drainage water pump unit
CN112377398A (en) * 2020-12-01 2021-02-19 博利源科技(南京)有限公司 Safety monitoring system of submersible pump
CN117570039A (en) * 2024-01-16 2024-02-20 山东大洋矿用设备有限公司 Mining flameproof submersible sand discharge electric pump fault monitoring system and method
CN117570039B (en) * 2024-01-16 2024-04-12 山东大洋矿用设备有限公司 Mining flameproof submersible sand discharge electric pump fault monitoring system and method

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