US20220186749A1 - Method for Preventing Vibration in Pumps - Google Patents

Method for Preventing Vibration in Pumps Download PDF

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Publication number
US20220186749A1
US20220186749A1 US17/594,433 US202017594433A US2022186749A1 US 20220186749 A1 US20220186749 A1 US 20220186749A1 US 202017594433 A US202017594433 A US 202017594433A US 2022186749 A1 US2022186749 A1 US 2022186749A1
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Prior art keywords
pump
signal
revolution rate
frequency
mechanical vibrations
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US17/594,433
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English (en)
Inventor
Martin Eckl
Joachim Schullerer
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KSB SE and Co KGaA
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KSB SE and Co KGaA
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Assigned to KSB SE & Co. KGaA reassignment KSB SE & Co. KGaA ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: SCHULLERER, JOACHIM, Eckl, Martin
Publication of US20220186749A1 publication Critical patent/US20220186749A1/en
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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
    • F04D29/00Details, component parts, or accessories
    • F04D29/66Combating cavitation, whirls, noise, vibration or the like; Balancing
    • F04D29/669Combating cavitation, whirls, noise, vibration or the like; Balancing especially adapted for liquid pumps
    • 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
    • F04D15/0066Control, e.g. regulation, of pumps, pumping installations or systems by changing the speed, e.g. of the driving engine
    • 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

Definitions

  • the invention relates to a method for preventing or reducing mechanical vibrations during the operation of a pump, in particular a centrifugal pump.
  • causes of vibrations can be manifold.
  • Causes can be externally excited vibrations, for example due to the rotation of the pump impeller, or free vibrations due to the natural frequencies of the built-in pump.
  • Solid pumps are centrifugal pumps for the transport of pumped media with strongly abrasive solid parts, for example, suspensions of slag, coal or ore in mining. Occasionally, the pumped medium may also contain stones or other rigid elements which, when hitting the pump structure, may produce shocks during pump operation which cause the free vibrations of the pump to be excited. This effect also occurs increasingly in pumps for the waste water sector.
  • a particularly unfavorable case occurs if the rotational frequency of the impeller, i.e. the set pump revolution rate, equals the natural frequency of the built-in pump or corresponds to an integer multiple of the natural frequency.
  • resonance vibrations occur, i.e. the two causes of vibration mutually amplify each other. It is similarly problematic when the set rotational frequency of the impeller coincides with the pipeline resonance of the conveying system.
  • FIG. 1 Such a resonance case is exemplified in FIG. 1 .
  • This figure shows the frequency response of a ready-to-use built-in centrifugal pump.
  • the natural frequencies at which the system oscillates freely have the frequency values f 1 , f 2 , f 3 .
  • the frequency response i.e. the position of the natural frequencies f 1 , f 2 , f 3 , depends on the specific pump structure, the selected installation position, the materials used and the installed bearings. If the rotational frequency of the pump wheel which is set by means of the frequency converter is identical to or is instead an integer multiple of one of the natural frequencies f 1 , f 2 , shown, the system is excited by the externally excited rotation of the impeller and an amplified resonance vibration of the pump occurs. If the rotational frequency of the impeller is instead in the range of one of the anti-resonances drawn here af 1 , af 2 , this effect is minimal and there is no vibration or only a very small vibration
  • the idea of the present application builds on the above knowledge and proposes a method, which by targeted measures during the operation of the pump reduces the risk of the occurrence of possible vibrations, especially resonances, to a minimum.
  • a frequency converter for changing the revolution rate of the pump is decisive.
  • a frequency converter is integrated into the pump, attached to the pump housing or installed separately from the pump.
  • the pump controller for the implementation of the method which may be an integral part of the pump, but also may be installed as a separate unit to the pump, optionally in conjunction with a separate frequency converter.
  • the solution according to the invention of the present application consists in varying the revolution rate by a pump controller for a pump with a frequency converter during the operation of the pump in such a way that mechanical vibrations of the pump are reduced as optimally as possible.
  • Another core aspect of the invention also consists of the pump independently identifying its existing natural frequencies during operation by means of suitable signal evaluation in order to be able to optimally adapt the set pump revolution rate based on this knowledge.
  • the pump therefore does not need information about its frequency response which has already been generated in advance and stored in the pump but can instead determine this independently during operation.
  • the pump records a signal during pump operation which characterizes a pump operating parameter, which is influenced by occurring mechanical vibrations.
  • the recorded signal is subsequently investigated by the pump for the presence of any vibrations, in particular resonance vibrations. Such a vibration is subsequently reduced by a suitable revolution rate change.
  • the recorded signal in particular signal fluctuations can be identified which are caused by mechanical vibrations of the pump.
  • the amplitude of the identified oscillation frequency(ies) of the signal is reduced by a matching change of revolution rate.
  • the frequency spectrum of the recorded signal is considered. It is advantageous if the signal is first transformed into its frequency spectrum by means of transformation, in particular by means of a Fast Fourier Transformation, so as to identify the corresponding frequency values and associated amplitudes of occurring signal vibrations.
  • the motor current or currents of the pump drive proves to be a suitable operating signal for the identification of any vibrations.
  • the current values are available to the frequency converter used anyway, so that no further sensors are required. Since mechanical vibrations of the pump system are also reflected by magnetic induction in the motor windings of the pump drive and accordingly in the current of the motor, the motor therefore acts as an effective sensor that can be available at any time. By appropriate current analysis, mechanical vibrations of the pump system can be identified with sufficient accuracy. This possibility exists independently of the motor type of the electric pump drive used.
  • the pump pressure is suitable, for example, in particular the final pressure of the pump.
  • the final pressure of the pump can be determined, for example, by means of existing pressure sensors and can be transformed into its frequency spectrum by signal transformations, in particular a Fast Fourier Transformation.
  • the current pump pressure can be determined mathematically by means of operating point estimation. A possible method for this is disclosed in DE102018200651, the content of which is fully included at this point.
  • the method can be carried out iteratively with varying pump revolution rate, for example, to identify that pump revolution rate at which the amplitude of an identified vibration is as minimal as possible.
  • the pump thus analyzes the frequency spectrum of the repeatedly recorded signal again after the change of revolution rate and checks whether the variation of the revolution rate has led to a decrease in the corresponding amplitude.
  • the iterative implementation of the steps of the method can provide an arbitrary or random or else controlled change of revolution rate. If the amplitude increases, for example, then the change of revolution rate carried out between two iterations is reversed, otherwise it is retained. It is also conceivable to drive continuously through a certain full range of revolution rates and subsequently set the revolution rate with the lowest amplitude for pump operation.
  • An alternative is the use of suitable methods and algorithms for identifying a local or global amplitude minimum with the associated revolution rate.
  • An interval halving method and/or an optimization method are conceivable, such as an active-set method and/or a Newton method, to determine as quickly as possible the appropriate revolution rate which leads to an amplitude minimum.
  • a genetic algorithm is also conceivable which, although comparatively slow, enables the identification of a global minimum frequency response.
  • the setting of the revolution rate or the variation thereof during the iterations of the method also depends on which operating conditions are predetermined, for example by the pump operator. It is conceivable, for example, that the pump operator specifies a constant pump revolution rate or specifies only a small tolerance range for revolution rate changes. During the iterations of the method, a revolution rate variation is then carried out only within the previously defined tolerance range. In such a case, an iterative implementation of the method is usually sufficient, in which all or at least some of the permitted revolution rates are operated at to determine the corresponding amplitude minimum for this range.
  • the method can not only serve to reduce occurring vibrations, but the determination according to the invention of the frequency response is also suitable for pump monitoring, for example, to detect wear or any damage to the pump mechanism at an early stage.
  • a core aspect of the invention is to determine the frequency response of the pump. This depends essentially on the pump design, its installation position, the materials used and the installed bearing components. A change in one of these factors, for example due to wear or material damage, leads to a change of the frequency response of the pump.
  • the pump therefore preferably stores the determined frequency response and monitors this by running repeating measurements for frequency shifts of the identified relevant frequencies. If such a frequency deviation is detected, this is an indication of wear and tear or of pump damage.
  • the pump can then produce a corresponding warning message or carry out an appropriate measure.
  • the present invention also relates to a pump, preferably a centrifugal pump, particularly preferably a waste water pump or a solids pump or a supply pump, with an internal or external frequency converter and an internal or external pump controller for carrying out the method according to the invention.
  • a pump preferably a centrifugal pump, particularly preferably a waste water pump or a solids pump or a supply pump, with an internal or external frequency converter and an internal or external pump controller for carrying out the method according to the invention.
  • a pump preferably a centrifugal pump, particularly preferably a waste water pump or a solids pump or a supply pump, with an internal or external frequency converter and an internal or external pump controller for carrying out the method according to the invention.
  • FIG. 1 shows a possible frequency response of an installed and operational centrifugal pump
  • FIG. 2 shows a time diagram of a periodic signal
  • FIG. 3 shows the calculated frequency spectrum of the time signal from FIG. 2 .
  • the invention describes a method for the targeted prevention of undesirable vibration amplifications in the resonant case during the operation of a pump, in particular a solids pump, a waste water pump or another supply pump, by means of a frequency converter.
  • the foundation for the targeted prevention of these resonant vibrations is that such resonance cases must initially be detected by the pump controller, but preferably without having to retrofit the pump with a special sensor system such as accelerometers.
  • accelerometers there is nothing to prevent fitting the pump with additional sensors, for example accelerometers, which may increase the accuracy of the method if necessary.
  • FIG. 2 shows a time diagram of a recorded signal, which was generated here for the sake of simplicity by a superposition of three sinusoidal signals with different frequencies.
  • the time signal can now be decomposed into its harmonic components, and it results in the frequency amplitude spectrum represented in FIG. 3 , from which, as expected, the individual frequencies of the sinusoidal signals can be read out.
  • the pump can therefore detect mechanical vibrations which are reflected in the recorded motor current.
  • the pump or the pump controller seeks to set the pump revolution rate so that the resulting rotational frequency of the impeller does not fall on a natural frequency of the pump or a multiple of such a natural frequency.
  • the revolution rate is initially varied and in a further step a spectrum analysis of the currently recorded motor current is again performed at a changed revolution rate. If the amplitude of the occurring current oscillation has become smaller, this is an indication that the mechanical vibration could be successfully reduced by the revolution rate variation.
  • the method is now carried out iteratively to achieve as small an amplitude value of the occurring fluctuations in the current signal as possible. Finding the ideal revolution rate can in principle be carried out according to two scenarios:
  • Scenario 1 The Required Rotational Frequency is Subject to Fixed Requirements.
  • the rotational frequency may only have a certain value. This may have energy-related reasons or the intended purpose requires a certain (fixed) revolution rate.
  • the pump operator defines a tolerance value in the pump controller by which the circulating frequency may deviate maximally from the setpoint, for example ⁇ 3 Hz.
  • the pump controller then varies the revolution rate within the allowable tolerance range and iteratively finds out the revolution rate at which the vibration amplitude is minimal. Often even very small variations are sufficient to depart from the natural frequency of the system and thus to minimize the occurring mechanical vibrations.
  • the pump controller can change the pump revolution rate at will. This allows a targeted search for an anti-resonance and setting the final operating revolution rate of the pump to this anti-resonance.
  • the easiest way (and thus the one with the lowest memory and process requirements) to determine the appropriate revolution rate (antiresonance) from the available revolution rate range is based on bisection. Mathematical optimization methods are faster and more effective, such as the “active-set method” or the “Newton method”. A global optimum can also be reliably determined by means of a genetic algorithm.
  • the signal of the final pressure of the pump can also be examined, in that similarly to the motor current here too the frequency spectrum is analyzed and evaluated for corresponding resonance frequencies by means of Fast Fourier Transformation.
  • the final pressure can be calculated, for example, with a pressure sensor of the pump or else by means of operating point estimation.
  • both signals can also be merged by means of sensor data fusion.
  • current and pressure signals can also be evaluated individually.
  • the individual signal values can be evaluated as shown above and then merged by means of weighting. It is also conceivable to define ranges of interest in which the individual results of the separately evaluated signals can be weighted differently. For example, the result of the evaluation of the motor currents for frequency ranges between 10 and 200 Hz is used, while the result of the final pressure evaluation for higher frequencies is taken into account.
  • a particular advantage of the method presented here is that the pump itself can find its natural frequencies and therefore no mathematical process model, which would be complex to develop, is required.
  • the main application of the method presented here is the prevention or reduction of vibrations to reduce wear and noise during pump operation.
  • the process can also provide a contribution to wear and damage monitoring and can warn the user in case of damage.
  • the frequency response of the built-in pump is permanently monitored. However, as mentioned above, this depends on the construction of the pump, the installation position, the materials and the bearings. Therefore a change in the frequency response is in any case an indication that one or more of these variables have changed, for example due to wear and tear.
  • This information can then be used for wear monitoring, for example in combination with the solution from DE 10 2018 200 651, to which express reference is made at this point. A combination of these two approaches makes it possible to evaluate the wear condition more precisely.

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  • Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Control Of Non-Positive-Displacement Pumps (AREA)
  • Structures Of Non-Positive Displacement Pumps (AREA)
  • Control Of Positive-Displacement Pumps (AREA)
US17/594,433 2019-04-18 2020-04-14 Method for Preventing Vibration in Pumps Pending US20220186749A1 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
DE102019002826.0 2019-04-18
DE102019002826.0A DE102019002826A1 (de) 2019-04-18 2019-04-18 Verfahren zur Schwingungsvermeidung in Pumpen
PCT/EP2020/060432 WO2020212330A1 (de) 2019-04-18 2020-04-14 Verfahren zur schwingungsvermeidung in pumpen

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US20220186749A1 true US20220186749A1 (en) 2022-06-16

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EP (1) EP3956567A1 (https=)
JP (1) JP7583742B2 (https=)
CN (1) CN113646538B (https=)
DE (1) DE102019002826A1 (https=)
WO (1) WO2020212330A1 (https=)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115929608A (zh) * 2022-10-12 2023-04-07 中国船舶重工集团公司第七一九研究所 一种降低船舶泵组振动噪声的变频调速控制方法
CN116816511A (zh) * 2023-07-17 2023-09-29 中国航发沈阳发动机研究所 一种航空发动机齿轮整机状态共振转速修正方法
US12498283B1 (en) * 2024-09-20 2025-12-16 Halliburton Energy Services, Inc. Determining a condition of an electric submersible pump using orthogonal accelerometers

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI773107B (zh) * 2021-01-29 2022-08-01 復盛股份有限公司 喘振偵測方法及壓縮裝置
DE102021206777A1 (de) 2021-06-29 2022-12-29 Rolls-Royce Solutions GmbH Steuerungseinrichtung zur Steuerung des Betriebs einer Strömungsmaschine, Strömungsmaschinenanordnung mit einer solchen Steuerungseinrichtung, Brennkraftmaschine mit einer solchen Strömungsmaschinenanordnung und Verfahren zum Betreiben einer Strömungsmaschine

Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5419197A (en) * 1992-06-02 1995-05-30 Mitsubishi Denki Kabushiki Kaisha Monitoring diagnostic apparatus using neural network
US5623579A (en) * 1993-05-27 1997-04-22 Martin Marietta Energy Systems, Inc. Automated method for the systematic interpretation of resonance peaks in spectrum data
US5846056A (en) * 1995-04-07 1998-12-08 Dhindsa; Jasbir S. Reciprocating pump system and method for operating same
US6260004B1 (en) * 1997-12-31 2001-07-10 Innovation Management Group, Inc. Method and apparatus for diagnosing a pump system
US20020161550A1 (en) * 2001-04-17 2002-10-31 Sanjay Bharadwaj Method and apparatus for continuous prediction, monitoring and control of compressor health via detection of precursors to rotating stall and surge
US20040199480A1 (en) * 1999-09-28 2004-10-07 Unsworth Peter J. Detection of pump cavitation/blockage and seal failure via current signature analysis
US20060198744A1 (en) * 2005-03-03 2006-09-07 Carrier Corporation Skipping frequencies for variable speed controls
US20070194772A1 (en) * 2006-02-20 2007-08-23 Fix Joshua M Assessing soundness of motor-driven devices
US20110189028A1 (en) * 2010-01-29 2011-08-04 Rod Shampine Pressure pulse interaction management in a multiple pump system
US20110200450A1 (en) * 2010-02-16 2011-08-18 Edwards Limited Apparatus and method for tuning pump speed
US8401806B2 (en) * 2007-03-23 2013-03-19 Grundfos Management A/S Method for the detection of errors in pump units
US20170037857A1 (en) * 2014-03-26 2017-02-09 Wilo Se Method of determining operating point of a pump
US20190128324A1 (en) * 2017-11-01 2019-05-02 Rolls-Royce Plc Resonance vibration control method and system
US20190383700A1 (en) * 2018-06-19 2019-12-19 Palo Alto Research Center Incorporated Model-based diagnosis in frequency domain
US20200049152A1 (en) * 2018-08-08 2020-02-13 Fluid Handling Llc Variable speed pumping control system with active temperature and vibration monitoring and control means
US10670016B2 (en) * 2015-03-18 2020-06-02 Edwards Limited Pump monitoring apparatus and method

Family Cites Families (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5475685A (en) * 1977-11-29 1979-06-16 Toshiba Corp Grinding tool abnormality detecting device
JPH09329099A (ja) * 1996-06-11 1997-12-22 Mitsubishi Heavy Ind Ltd 大型ポンプ機場
JPH10281076A (ja) * 1997-04-10 1998-10-20 Hitachi Ltd ポンプ機場の故障診断方法及びポンプ機場の故障診断装置
JP2000303872A (ja) * 1999-04-22 2000-10-31 Hitachi Constr Mach Co Ltd 油圧式建設機械のエンジン制御装置
JP2003271241A (ja) * 2002-03-13 2003-09-26 Mitsubishi Heavy Ind Ltd 運転監視制御システム
JP3624289B2 (ja) * 2002-04-26 2005-03-02 株式会社日立製作所 ポンプ振動監視方法および装置
DE10334817A1 (de) * 2003-07-30 2005-03-10 Bosch Rexroth Ag Vorrichtung und Verfahren zur Fehlererkennung an Pumpen
US20070017672A1 (en) * 2005-07-22 2007-01-25 Schlumberger Technology Corporation Automatic Detection of Resonance Frequency of a Downhole System
JP2006009581A (ja) * 2004-06-22 2006-01-12 Ebara Corp 羽根車の損傷検出方法及び装置
DE102004048866A1 (de) * 2004-10-07 2006-04-13 Leybold Vacuum Gmbh Schnelldrehende Vakuumpumpe
US20060266913A1 (en) * 2005-05-26 2006-11-30 Baker Hughes Incororated System, method, and apparatus for nodal vibration analysis of a device at different operational frequencies
JP2008215107A (ja) * 2007-02-28 2008-09-18 Mitsubishi Heavy Ind Ltd 圧縮機
JP2013027105A (ja) * 2011-07-19 2013-02-04 Toshiba Corp モータ駆動回路、および、モータ駆動システム
JP6436785B2 (ja) * 2015-01-09 2018-12-12 三菱電機株式会社 空気調和装置
DE102017213131A1 (de) * 2017-07-31 2019-01-31 Robert Bosch Gmbh Verfahren und Steuergerät zum Steuern eines Aktuators eines Systems sowie derartiges System
DE102018200651A1 (de) 2018-01-16 2019-07-18 KSB SE & Co. KGaA Verfahren zur Eigendiagnose des mechanischen und/oder hydraulischen Zustandes einer Kreiselpumpe

Patent Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5419197A (en) * 1992-06-02 1995-05-30 Mitsubishi Denki Kabushiki Kaisha Monitoring diagnostic apparatus using neural network
US5623579A (en) * 1993-05-27 1997-04-22 Martin Marietta Energy Systems, Inc. Automated method for the systematic interpretation of resonance peaks in spectrum data
US5846056A (en) * 1995-04-07 1998-12-08 Dhindsa; Jasbir S. Reciprocating pump system and method for operating same
US6260004B1 (en) * 1997-12-31 2001-07-10 Innovation Management Group, Inc. Method and apparatus for diagnosing a pump system
US20040199480A1 (en) * 1999-09-28 2004-10-07 Unsworth Peter J. Detection of pump cavitation/blockage and seal failure via current signature analysis
US20020161550A1 (en) * 2001-04-17 2002-10-31 Sanjay Bharadwaj Method and apparatus for continuous prediction, monitoring and control of compressor health via detection of precursors to rotating stall and surge
US20060198744A1 (en) * 2005-03-03 2006-09-07 Carrier Corporation Skipping frequencies for variable speed controls
US20070194772A1 (en) * 2006-02-20 2007-08-23 Fix Joshua M Assessing soundness of motor-driven devices
US8401806B2 (en) * 2007-03-23 2013-03-19 Grundfos Management A/S Method for the detection of errors in pump units
US20110189028A1 (en) * 2010-01-29 2011-08-04 Rod Shampine Pressure pulse interaction management in a multiple pump system
US20110200450A1 (en) * 2010-02-16 2011-08-18 Edwards Limited Apparatus and method for tuning pump speed
US20170037857A1 (en) * 2014-03-26 2017-02-09 Wilo Se Method of determining operating point of a pump
US10670016B2 (en) * 2015-03-18 2020-06-02 Edwards Limited Pump monitoring apparatus and method
US20190128324A1 (en) * 2017-11-01 2019-05-02 Rolls-Royce Plc Resonance vibration control method and system
US20190383700A1 (en) * 2018-06-19 2019-12-19 Palo Alto Research Center Incorporated Model-based diagnosis in frequency domain
US20200049152A1 (en) * 2018-08-08 2020-02-13 Fluid Handling Llc Variable speed pumping control system with active temperature and vibration monitoring and control means

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
Definition of Iteratively (Obtained on 19 November 2025, from "https://dictionary.cambridge.org/us/dictionary/english/iteratively") (Year: 2025) *
GU disclosure for provisional application US 62/716027 (Year: 2018) *
The PID Controller & Theory Explained (obtained 19 November 2025; "https://www.ni.com/en/shop/labview/pid-theory-explained.html")(Year: 2025) *

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115929608A (zh) * 2022-10-12 2023-04-07 中国船舶重工集团公司第七一九研究所 一种降低船舶泵组振动噪声的变频调速控制方法
CN116816511A (zh) * 2023-07-17 2023-09-29 中国航发沈阳发动机研究所 一种航空发动机齿轮整机状态共振转速修正方法
US12498283B1 (en) * 2024-09-20 2025-12-16 Halliburton Energy Services, Inc. Determining a condition of an electric submersible pump using orthogonal accelerometers

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JP2022529976A (ja) 2022-06-27
EP3956567A1 (de) 2022-02-23
JP7583742B2 (ja) 2024-11-14
CN113646538B (zh) 2025-04-08
DE102019002826A1 (de) 2020-10-22
BR112021019522A2 (pt) 2021-12-07
WO2020212330A1 (de) 2020-10-22
CN113646538A (zh) 2021-11-12

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