CN110821850A - Centrifugal pump test data correction method - Google Patents

Centrifugal pump test data correction method Download PDF

Info

Publication number
CN110821850A
CN110821850A CN201911305654.4A CN201911305654A CN110821850A CN 110821850 A CN110821850 A CN 110821850A CN 201911305654 A CN201911305654 A CN 201911305654A CN 110821850 A CN110821850 A CN 110821850A
Authority
CN
China
Prior art keywords
correction
value
data
centrifugal pump
correcting
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.)
Withdrawn
Application number
CN201911305654.4A
Other languages
Chinese (zh)
Inventor
朱荣生
陈一鸣
杨爱玲
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.)
Jiangsu Guoquan Pumps Co Ltd
Original Assignee
Jiangsu Guoquan Pumps 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 Jiangsu Guoquan Pumps Co Ltd filed Critical Jiangsu Guoquan Pumps Co Ltd
Priority to CN201911305654.4A priority Critical patent/CN110821850A/en
Publication of CN110821850A publication Critical patent/CN110821850A/en
Withdrawn legal-status Critical Current

Links

Images

Classifications

    • 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

Landscapes

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

Abstract

The invention provides a centrifugal pump test data correction method which comprises the following steps of detecting and calculating lift H, power P and efficiency η parameters of a centrifugal pump at different flow rates Q, correcting formulas H (f), (Q), P (f), (Q) and η (f) (Q) obtained by a Polyfit function based on a least square method principle, correcting test data of the lift H, the power P and the efficiency η respectively by a method combining with an interpolation method, and correcting performance curves for the second time.

Description

Centrifugal pump test data correction method
Technical Field
The invention relates to the technical field of water pump tests, in particular to a method for correcting test data of a centrifugal pump.
Background
At present, a water pump performance test is an important link of water pump production, is an effective means for inspecting processing, manufacturing, assembling and performance quality of a water pump, and can play a key role in inspection and acceptance of pump products. An interpolation method is commonly adopted in the existing water pump performance test system to correct the error of pump test data, so that the performance curve of pump products is obtained. However, in some cases, the interpolation method corrects errors of pump test data, which results in poor accuracy, and thus the fitting data does not reach the standard.
Disclosure of Invention
Aiming at the defects in the prior art, the invention provides a centrifugal pump test data correction method, which adopts a correction method combining a least square method and an interpolation method, reduces data errors in test tests, improves correction precision, and can ensure that the fitting degree has higher precision.
The present invention achieves the above-described object by the following technical means.
A method for fitting and correcting a performance curve of a centrifugal pump comprises the following steps:
detecting and collecting η parameters of the lift H, the power P and the efficiency of the centrifugal pump at different flow rates Q;
correcting detection parameters of the lift H, the power P and the efficiency η by adopting a method of combining a Polyfit function method and an interpolation method based on a least square method principle;
respectively establishing a Q-H curve, a Q-P curve and a Q- η curve according to the corrected parameters of the flow Q, the lift H, the power P and the efficiency η;
and fitting, correcting and outputting the performance curve.
Further, the test data is corrected, specifically:
calculating a correction value set y according to an n-order approximate expression obtained by a Polyfit function based on the principle of a least square method1{h1,p11And y2{h2,p22Calculating Q of two adjacent data points of the randomly selected target data point according to an interpolation method2
According to y1{h1,p11And y2{h2,p22Get the median value, calculate yCorrectionA value;
respectively calculating an original data value y and a corrected value yCorrectionRelative error values m, n, r;
and (3) judging: if the original data value y and the correction value yCorrectionAnd (4) outputting the current correction data and correcting other data points when the relative error values m, n and r are all less than 5.5%. If the original data value y and the correction value yCorrectionIf any value of the error values m, n and r is more than or equal to 5.5%, two adjacent data points of the target data point are randomly selected again, and the original data value y and the corrected value y are repeatedly calculatedCorrectionThe relative error values m, n, r and the judgment process.
Further, an n-order approximate expression obtained by a Polyfit function based on the principle of the least square method is adopted to correct and calculate the original test data, and the specific formula is as follows:
h(Q)=-9e-7Q3+0.0004Q2-0.1424Q+137.34
p(Q)=-2e-6Q3+0.001Q2-0.0019Q+60.84
η(Q)=-4e-9Q4+4e-6Q3-0.0024Q2+0.6951Q+0.0515
the invention has the beneficial effects that: according to the centrifugal pump test data correction method, the correction method combining the least square method and the interpolation method is adopted, the possible measurement error of original data in test is eliminated, and the correction precision is improved.
Drawings
FIG. 1 is a flow chart of a method for correcting test data of a centrifugal pump according to the present invention;
FIG. 2 is a schematic diagram of the Q-H curve, Q-P curve, and Q- η curve fitting in an embodiment of the present invention.
Detailed Description
The invention will be further described with reference to the following figures and specific examples, but the scope of the invention is not limited thereto.
As shown in fig. 1, a method for fitting and correcting a performance curve of a centrifugal pump includes the following steps:
detecting and collecting η parameters of the lift H, the power P and the efficiency of the centrifugal pump at different flow rates Q;
selecting a target data point Q1Respectively correcting detection parameters of the lift H, the power P and the efficiency η by adopting a method of combining a Polyfit function method based on a least square method principle and an interpolation method;
the approximate expression of the order n obtained by the Polyfit function based on the principle of the least square method is as follows:
h(Q)=-9e-7Q3+0.0004Q2-0.1424Q+137.34
p(Q)=-2e-6Q3+0.001Q2-0.0019Q+60.84
η(Q)=-4e-9Q4+4e-6Q3-0.0024Q2+0.6951Q+0.0515
correcting the test data specifically as follows:
calculating a correction value set y according to an n-order approximate expression obtained by a Polyfit function based on the principle of a least square method1{h1,p11And y2{h2,p22Calculating Q of two adjacent data points of the randomly selected target data point according to an interpolation method2
According to y1{h1,p11And y2{h2,p22Get the median value, calculate yCorrectionA value;
respectively calculating an original data value y and a corrected value yCorrectionRelative error values m, n, r;
and (3) judging: if the original data value y and the correction value yCorrectionAnd (4) outputting the current correction data and correcting other data points when the relative error values m, n and r are all less than 5.5%. If the original data value y and the correction value yCorrectionIf any value of the error values m, n and r is more than or equal to 5.5%, two adjacent data points of the target data point are randomly selected again, and the original data value y and the corrected value y are repeatedly calculatedCorrectionThe relative error values m, n, r and the judgment process.
Respectively establishing a Q-H curve, a Q-P curve and a Q- η curve according to the corrected parameters of the flow Q, the lift H, the power P and the efficiency η;
and fitting, correcting and outputting the performance curve.
The following takes a centrifugal pump of a certain type as a specific embodiment.
The basic parameters of the centrifugal pump are as follows: flow rate Q290 m3H, head H102 m, speed n 1480r/min, specific speed ns=47.9。
The specific operation steps are as follows:
s01: test data were recorded. And operating the water pump test system, monitoring and acquiring test data under each working condition by using a flowmeter and a pressure sensor in the data acquisition module, converting the test data into electric signals and transmitting the electric signals to the test data correction module. The collected external characteristic data of a part of the centrifugal pump are shown in table 1.
TABLE 1 external characteristic data of centrifugal pumps
Flow rate Q (m)3/h) Delivery lift (m) Power (kW) Efficiency (%)
0 137.56 61.11931 0
104 124.42 68.53595 51.43
152 120.46 77.62387 62.45
202 115.93 88.39608 72.17
250 109.15 96.78278 76.8
372 83.92 111.89776 76
S02: and correcting the test measurement data. In the test data correction module, the set formula analyzes the test data points one by one.
As shown in fig. 2, the operation steps are as follows:
s02.1: randomly selecting an abscissa value Q of the target data point1。Q1∈[Qmin,Qmax];
S02.2: for the target data point (Q)1,H)、(Q1,P)、(Q1η) is analyzed, the correction is carried out according to the least square method, and the abscissa value Q of the point to be corrected is corrected1H (Q), p (Q), and η (Q) are respectively substituted into h (Q), p (Q), and η (Q) to obtain h (Q) ═ h1=117.48,p(Q)=p1=84.78,η(Q)=η168.84 to obtain y1{117.48,84.78,68.84};
S02.3: the abscissa value Q of two data points adjacent to the point Q to be correctedm152 and Qn250 according to equation Q2=(Qm+Qn) /2, mixing Q2H (Q), p (Q), η (Q) are respectively substituted into 201 to obtain h2=117.57、p2=84.62、η268.76 to obtain y2{117.57,84.62、68.76};
S02.4: it is substituted into the formula (y ═ y)1+y2')/2 to obtain a correction value yCorrection{117.53、84.7、68.8};
S02.5: and calculating relative percentage error values m, n and r before and after data correction. If the relative error values m, n and r are less than 5.5%, entering S02.6;
s02.6: and correcting other data points, and repeatedly executing the step S02 until all the data points are corrected, and outputting corrected test data.
S03: and (5) fitting and correcting a performance curve.
S04: and (6) outputting the data. As shown in fig. 2.
The present invention is not limited to the above-described embodiments, and any obvious improvements, substitutions or modifications can be made by those skilled in the art without departing from the spirit of the present invention.

Claims (3)

1. A centrifugal pump test data correction method is characterized by comprising the following steps:
detecting and collecting η parameters of the lift H, the power P and the efficiency of the centrifugal pump at different flow rates Q;
correcting detection parameters of the lift H, the power P and the efficiency η by adopting a method of combining a Polyfit function method and an interpolation method based on a least square method principle;
respectively establishing a Q-H curve, a Q-P curve and a Q- η curve according to the corrected parameters of the flow Q, the lift H, the power P and the efficiency η;
and fitting, correcting and outputting the performance curve.
2. A centrifugal pump test data correction method as described in claim 1, wherein correction value set y is calculated from an n-order approximation expression obtained from a Polyfit function based on the least square principle1{h1,p11And y2{h2,p22Calculating Q of two adjacent data points of the randomly selected target data point according to an interpolation method2
According to y1{h1,p11And y2{h2,p22Get the median value, calculate yCorrectionA value;
respectively calculating an original data value y and a corrected value yCorrectionRelative error values m, n, r;
and (3) judging: if the original data value y and the correction value yCorrectionAnd (4) outputting the current correction data and correcting other data points when the relative error values m, n and r are all less than 5.5%. If the original data value y and the correction value yCorrectionIf any value of the error values m, n and r is more than or equal to 5.5%, two adjacent data points of the target data point are randomly selected again, and the original data value y and the corrected value y are repeatedly calculatedCorrectionThe relative error values m, n, r and the judgment process.
3. A centrifugal pump test data correction method according to claim 2, characterized in that the approximate expression of order n obtained from the Polyfit function based on the least squares principle is as follows:
h(Q)=-9e-7Q3+0.0004Q2-0.1424Q+137.34
p(Q)=-2e-6Q3+0.001Q2-0.0019Q+60.84
η(Q)=-4e-9Q4+4e-6Q3-0.0024Q2+0.6951Q+0.0515。
CN201911305654.4A 2019-12-18 2019-12-18 Centrifugal pump test data correction method Withdrawn CN110821850A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201911305654.4A CN110821850A (en) 2019-12-18 2019-12-18 Centrifugal pump test data correction method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201911305654.4A CN110821850A (en) 2019-12-18 2019-12-18 Centrifugal pump test data correction method

Publications (1)

Publication Number Publication Date
CN110821850A true CN110821850A (en) 2020-02-21

Family

ID=69546315

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201911305654.4A Withdrawn CN110821850A (en) 2019-12-18 2019-12-18 Centrifugal pump test data correction method

Country Status (1)

Country Link
CN (1) CN110821850A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114201926A (en) * 2022-02-18 2022-03-18 中国计量大学 Method for acquiring performance curve sample of centrifugal pump and application of method in machine learning
CN116542039A (en) * 2023-04-26 2023-08-04 安徽新沪屏蔽泵有限责任公司 Water pump performance curve simulation method

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103032342A (en) * 2013-01-10 2013-04-10 扬州大学 Method for predicting angle change performance of water pump
CN105988974A (en) * 2015-01-27 2016-10-05 国网上海市电力公司 Load curve convergence optimal inflection point recognition method
US20180172010A1 (en) * 2016-12-21 2018-06-21 Saudi Arabian Oil Company Centrifugal pump with adaptive pump stages
CN110242589A (en) * 2019-06-25 2019-09-17 江苏大学 A kind of centrifugal pump performance fitting modification method

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103032342A (en) * 2013-01-10 2013-04-10 扬州大学 Method for predicting angle change performance of water pump
CN105988974A (en) * 2015-01-27 2016-10-05 国网上海市电力公司 Load curve convergence optimal inflection point recognition method
US20180172010A1 (en) * 2016-12-21 2018-06-21 Saudi Arabian Oil Company Centrifugal pump with adaptive pump stages
CN110242589A (en) * 2019-06-25 2019-09-17 江苏大学 A kind of centrifugal pump performance fitting modification method

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
何根木等: ""泵性能预测系统设计"", 《技术与应用》 *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114201926A (en) * 2022-02-18 2022-03-18 中国计量大学 Method for acquiring performance curve sample of centrifugal pump and application of method in machine learning
CN114201926B (en) * 2022-02-18 2022-05-24 中国计量大学 Centrifugal pump performance curve sample acquisition method and application thereof in machine learning
CN116542039A (en) * 2023-04-26 2023-08-04 安徽新沪屏蔽泵有限责任公司 Water pump performance curve simulation method
CN116542039B (en) * 2023-04-26 2024-01-12 安徽新沪屏蔽泵有限责任公司 Water pump performance curve simulation method

Similar Documents

Publication Publication Date Title
CN110242589B (en) Centrifugal pump performance curve fitting correction method
KR102362786B1 (en) Estimation of yaw misalignment for wind turbines
CN110821850A (en) Centrifugal pump test data correction method
CN116664557A (en) Visual detection method for surface defects of fan blade
CN104517027A (en) State diagnosing method and state diagnosing apparatus
CN103701731B (en) symbol rate estimation method and device
CN106935683A (en) A kind of solar battery sheet SPEED VISION positioning and correction system and its method
CN110838097A (en) Conveyor belt offset measurement method based on machine vision
CN103837097A (en) Workpiece angle automatic measurement device based on image processing and measurement method thereof
CN111640088A (en) Electronic component polarity detection method and system based on deep learning and electronic device
CN109992748B (en) Estuary tide level harmonic analysis method
CN117437223B (en) Intelligent defect detection method for high-speed board-to-board connector
CN112126907B (en) Vacuum coating control system and control method thereof, and vacuum coating equipment
CN108459314B (en) Three-dimensional solid-state area array laser radar non-uniform correction method
CN116718598B (en) Aluminum alloy impeller defect monitoring system based on visual inspection
CN111403318B (en) Method and device for detecting wafer state in process chamber
CN109584225B (en) Unsupervised defect detection method based on self-encoder
CN116644368A (en) Outlier identification method based on improved Grabbs test method
CN114199127B (en) Automobile part size detection system and method based on machine vision
CN112800103B (en) System and method for acquiring power curve of wind turbine generator based on SCADA data mining
CN112524012B (en) Method and device for testing performance of vacuum pump
CN115408860A (en) Abnormal value monitoring and correcting method for wind speed-power data of wind power plant
CN110529203B (en) Steam turbine overspeed protection system and control method thereof
CN110376436B (en) Multi-scale noise power spectral line spectrum detection method
CN111980853B (en) Pitch control method and device and computer readable storage medium

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WW01 Invention patent application withdrawn after publication
WW01 Invention patent application withdrawn after publication

Application publication date: 20200221