CN114608995B - Detection method of thrombus elasticity measuring device - Google Patents
Detection method of thrombus elasticity measuring device Download PDFInfo
- Publication number
- CN114608995B CN114608995B CN202210507792.6A CN202210507792A CN114608995B CN 114608995 B CN114608995 B CN 114608995B CN 202210507792 A CN202210507792 A CN 202210507792A CN 114608995 B CN114608995 B CN 114608995B
- Authority
- CN
- China
- Prior art keywords
- elasticity measuring
- thrombus elasticity
- measuring device
- thrombus
- 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.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N11/00—Investigating flow properties of materials, e.g. viscosity, plasticity; Analysing materials by determining flow properties
- G01N11/10—Investigating flow properties of materials, e.g. viscosity, plasticity; Analysing materials by determining flow properties by moving a body within the material
- G01N11/16—Investigating flow properties of materials, e.g. viscosity, plasticity; Analysing materials by determining flow properties by moving a body within the material by measuring damping effect upon oscillatory body
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N11/00—Investigating flow properties of materials, e.g. viscosity, plasticity; Analysing materials by determining flow properties
- G01N2011/0006—Calibrating, controlling or cleaning viscometers
Landscapes
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Investigating Or Analysing Biological Materials (AREA)
Abstract
The invention discloses a detection method of a thrombus elasticity measuring device, which belongs to the technical field of blood analysis, wherein an impact load is applied to a probe end, the thrombus elasticity measuring device freely damps vibration under the impact load, an original signal is collected, the original signal is preprocessed to obtain a vibration signal, a detection value of the natural frequency and the damping ratio of the thrombus elasticity measuring device is obtained by analyzing the vibration signal, the detection value of the natural frequency and the damping ratio is compared with a theoretical value, whether the state of the thrombus elasticity measuring device needs to be corrected or not is judged according to the comparison of a variation and a preset tolerance value, when the correction is needed, the thrombus elasticity measurement error caused by rigidity variation is corrected on line through a correction coefficient, no external equipment is needed in the whole detection process, and the online monitoring of the state of the thrombus elasticity measuring device and the correction of the measurement result can be realized.
Description
Technical Field
The invention relates to the technical field of blood analysis, in particular to a detection method of a thrombus elasticity measuring device.
Background
Fibrin, platelets and blood cells form a three-dimensional cross-linked reticular structure in the blood coagulation process, and the fibrin is dissolved under the action of plasmin. The blood viscoelasticity can be changed in the process, and the blood coagulation process can be qualitatively or quantitatively analyzed by detecting the change of the blood viscoelasticity in the blood coagulation process, so that doctors can know the blood coagulation function information of patients to make accurate diagnosis and treatment.
In the thrombus elasticity measuring device, measurement errors can be caused due to the problems of bending, assembly stress relaxation and the like of an elastic element, and in the prior art, for example, in a method and a system for detecting the stiffness coefficient of a suspension wire of a thrombus elastography instrument disclosed by patent CN201710481797.5, only the stiffness of the elastic element of a detection channel is detected, an external device is needed, and online stiffness detection and automatic correction of a thrombus elasticity measuring result of the instrument cannot be realized. In addition, the rigidity only reflects the state of the elastic element, so that the hidden problems such as damping change and the like caused by assembly stress relaxation cannot be reflected, and the state change of the detection channel cannot be comprehensively evaluated.
Disclosure of Invention
In order to overcome the defects of the prior art, an object of the present invention is to provide a method for detecting a thrombus elasticity measuring device, which can detect and comprehensively evaluate the overall state change of the thrombus elasticity measuring device on line, and automatically correct the thrombus elasticity measuring result.
One of the purposes of the invention is realized by adopting the following technical scheme:
a detection method of a thrombus elasticity measuring device comprises the following steps:
acquiring theoretical values of natural frequency and damping ratio of the thrombus elasticity measuring device;
applying impact load to the probe end, the thrombus elasticity measuring device performs free damping vibration under the impact response, and the angular displacement is collectedIn thatOriginal signal of time of dayWherein:,in order to sample the interval time of the sampling,;
for original signalPreprocessing the signal to obtain a vibration signalCorrecting the waveform distortion caused by the baseline deviation and eliminating the high frequency noise mixed in the signalAcoustic interference and influence, vibration signalFourier transform to obtain complex signal;
A complex signalThe real part is an abscissa, the imaginary part is an ordinate, and a Nyquist plot with frequency is drawn;
motion differential equation of thrombus elasticity measuring device under impact load effect,Andthe rigidity of the thrombus elasticity measuring device and the blood respectively,andrespectively the viscosity damping coefficients of the thrombus elasticity measuring device and the blood,the rotational inertia of the thrombus elasticity measuring device;in order to measure the angular displacement of the thrombus elasticity measuring device,calculating blood according to differential equation of motion as unit shock functionFrequency response function of bolt elasticity measuring deviceIn the formula:,,(ii) a Using the frequency response function equation to complex signalsPerforming least square fitting on the Nyquist curve to obtain detection values of the natural frequency and the damping ratio of the thrombus elasticity measuring device;
and comparing theoretical values of the natural frequency and the damping ratio with detection values of the natural frequency and the damping ratio, and judging whether the state of the thrombus elasticity measuring device needs to be corrected or not according to comparison of the variation and a preset tolerance value.
Further, the frequency response functionHas a real part of(ii) a Imaginary part of(ii) a In the formula (I), the compound is shown in the specification,。
further, the air conditioner is provided with a fan,in the vicinity of the location of the mobile station,,thus, therefore, it is;At this time, the process of the present invention,andsatisfy the requirement ofThe equation is a circular equation with the coordinates of the center of the circleRadius of。
Further, fitting a Nyquist circle to the complex signalSolving min back face by least square method;,;;In order to be able to sample the frequency,,the detection values of the natural frequency and the damping ratio of the system can be determined according to the sampling interval.
Further, a plurality of signals are connected by adopting a broken lineAt the intersection of the curve and the imaginary axisReal part ofImaginary partThe detected values of the natural frequency and the damping ratio of the system can be determined accordingly.
Further, the vibration signal is transmittedObtained by Fourier transformThe method specifically comprises the following steps:;;;in order to be able to sample the frequency,,is the sampling interval time.
Further, for the original signalThe pretreatment specifically comprises the following steps: from the original signalSubtracting the least squares best fit line from the original signalThe linear trend is removed, and the analysis can be concentrated on the vibration signalOn the fluctuation of (c).
further, when no blood is in the measuring cup,,the rigidity of the thrombus elasticity measuring apparatus。
Further, the detection method of the thrombus elasticity measurement device further comprises a correction step, wherein the correction step specifically comprises the following steps: and calculating a correction coefficient by measuring the frequency variation, and correcting the measurement error caused by the rigidity variation on line.
Further, the correction coefficientAmount of variationIs the difference between the rigidity detection value and the theoretical value of the thrombus elasticity measuring device,moment of inertiaCalculated by three-dimensional drawing software.
Compared with the prior art, the detection method of the thrombus elasticity measuring device does not need external equipment, the thrombus elasticity measuring device freely attenuates and vibrates under the impact response by applying impact load to the probe end, the original signal is collected and preprocessed to obtain the vibration signal, the natural frequency and the damping ratio of the thrombus elasticity measuring device are obtained by analyzing the vibration signal, the detected natural frequency and the damping ratio are compared with the theoretical value, whether the state of the thrombus elasticity measuring device needs to be corrected or not is judged according to the comparison between the variation and the preset tolerance value, and when the state needs to be corrected, the measurement error caused by the variation of the rigidity is corrected on line through the correction coefficient.
Drawings
FIG. 1 is a schematic view showing the detection of the detection method of the thrombus elasticity measuring apparatus according to the present invention;
fig. 2 is a nyquist circle of a frequency response function of a vibration signal.
In the figure: 1. measuring the cup; 2. and (3) a probe.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
It will be understood that when an element is referred to as being "secured to" another element, it can be directly on the other element or intervening elements may also be present, secured by intervening elements. When a component is referred to as being "connected" to another component, it can be directly connected to the other component or intervening components may also be present. When an element is referred to as being "disposed on" another element, it can be directly disposed on the other element or intervening elements may also be present. The terms "vertical," "horizontal," "left," "right," and the like as used herein are for illustrative purposes only.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used in the description of the invention herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used herein, the term "and/or" includes any and all combinations of one or more of the associated listed items.
Referring to fig. 1, the thrombus elastic force measuring device is used for detecting the change of blood viscoelasticity during blood coagulation. Thrombus elasticity measuring device includes flexible bearing, probe 2 and surveys cup 1, surveys cup 1 and is used for holding blood. The probe 2 is arranged on the limiting shaft of the flexible bearing. During detection, the cup cover is loaded on the probe 2, and the change of the viscoelasticity of blood in the blood coagulation process is measured through the rotary motion between the measuring cup 1 and the probe 2.
The invention relates to a detection method of a thrombus elasticity measuring device, which has the following detection principle: the angular displacement of the thrombus elasticity measuring device during free damping vibration is measured by applying impact load to the probe end, a Nyquist curve is drawn according to frequency domain information of the angular displacement measuring device, and the natural frequency and the damping ratio are solved. The rigidity of the thrombus elasticity measuring device can be calculated according to the natural frequency. When the thrombus elasticity measuring device is subjected to fatigue damage, fastening failure or the cup cover and the cup body are not coaxial, the damping ratio and the natural frequency of the thrombus elasticity measuring device deviate from allowable values.
A detection method of a thrombus elasticity measuring device comprises the following steps:
acquiring the theoretical values of the natural frequency and the damping ratio of the thrombus elasticity measuring device;
applying impact load to the probe end, the thrombus elasticity measuring device performs free damping vibration under the impact response, and the angular displacement is collectedIn thatOriginal signal of time of dayWherein:,in order to sample the interval time of the sampling,;
for original signalPreprocessing the signal to obtain a vibration signalCorrecting the waveform distortion caused by the baseline deviation, eliminating the interference and influence of high-frequency noise mixed in the signal, and vibrating the signalFourier transform to obtain complex signal;
A complex signalThe real part is an abscissa, the imaginary part is an ordinate, and a Nyquist plot with frequency is drawn;
motion differential equation of thrombus elasticity measuring device under impact load effect,Andthe rigidity of the thrombus elasticity measuring device and the blood respectively,andrespectively the viscosity damping coefficients of the thrombus elasticity measuring device and the blood,the rotational inertia of the thrombus elasticity measuring device;in order to measure the angular displacement of the thrombus elasticity measuring device,calculating the frequency response function of the thrombus elasticity measuring device according to the motion differential equation as a unit impact functionIn the formula:,,(ii) a Using the frequency response function equation to complex signalsPerforming least square fitting on the Nyquist curve to obtain detection values of the natural frequency and the damping ratio of the thrombus elasticity measuring device;
and comparing theoretical values of the natural frequency and the damping ratio with detection values of the natural frequency and the damping ratio, and judging whether the state of the thrombus elasticity measuring device needs to be corrected or not according to comparison of the variation and a preset tolerance value.
The specific process is as follows:
and acquiring theoretical values of the natural frequency and the damping ratio of the thrombus elasticity measuring device, wherein the natural frequency and the damping ratio of the thrombus elasticity measuring device are original data, namely, the problems of bending of an elastic element, relaxation of assembly stress and the like do not occur, and the blood viscoelasticity detection result is accurate.
Applying impact load to the probe end, the thrombus elasticity measuring device performs free damping vibration under the impact response, and original signals are collected。
For original signalPreprocessing is carried out, waveform distortion caused by baseline deviation is corrected, and interference and influence of high-frequency noise mixed in signals are eliminated through a band-pass filter. In particular, for the original signalThe pretreatment is carried out as follows: the trend term is eliminated, and the linear trend represents the systematic increase or decrease of data, and is usually the systematic error introduced by the measuring link. From the original signalSubtracting the least squares best fit line from the original signalThe linear trend is removed, and the analysis can be concentrated on the vibration signalOn the fluctuation of (c). The least squares best fit line equation is
When the flexible bearing of the thrombus elasticity measuring device does free damping vibration under the impact response, the motion differential equation is
Andthe rigidity of the thrombus elasticity measuring device and the blood respectively,andrespectively the viscosity damping coefficients of the thrombus elasticity measuring device and the blood,is the moment of inertia of the measuring element;in order to measure the angular displacement of the thrombus elasticity measuring device,is a unit impact function.
It is noted that the natural frequency and damping ratio are detected as system-inherent parameters, independent of the impact load amplitude.
The center coordinates of the equation areRadius of. The approximated circular equation simplifies the equation form, and the virtual axis intersection still has higher precision, so the method can be used for parameter identification.
The real part of the frequency response function is used as an abscissa, and the imaginary part is used as an ordinate, so as to draw a Nyquist circle of the frequency response function vector with frequency, as shown in fig. 2.
Fitting complex signals using Nyquist circlesSolving min back face by least square method;;;;In order to be able to sample the frequency,,the detection values of the natural frequency and the damping ratio of the system can be determined according to the sampling interval.
It can also adopt broken line to connect complex signalsAt the intersection of the curve and the imaginary axisReal part ofImaginary partThe detected values of the natural frequency and the damping ratio of the system can be determined accordingly.
When in no-load measurement, the measuring cup has no blood,,the rigidity of the thrombus elasticity measuring device can be calculated,。
and comparing the detection of the frequency and the damping ratio with theoretical values of the frequency and the damping ratio, and judging whether the state of the thrombus elasticity measuring device needs to be corrected or not according to the comparison of the variation and a preset tolerance value.
In the process of the detection, the detection device is used,in order to measure the angular displacement of the cup 1,the angular displacement of the thrombus elasticity measuring device is used for representing the thrombus elasticity.
When the rigidity of the thrombus elasticity measuring device is changed byTime, measurement error caused therebyCan be expressed as
when the rigidity of the thrombus elasticity measuring device is changed bySometimes, thrombusMeasurement result of angular displacement of elastic force measuring deviceCan be expressed as
At this time, it is necessary to measure the resultsAnd (6) correcting. Setting the correction factorFor eliminating measurement errors due to stiffness variations
The measurement error caused by the rigidity variation can be corrected on line by measuring the natural frequency variation.
When the temperature of the water is higher than the set temperature,no correction is needed at this time.
Compared with the prior art, the detection method of the thrombus elasticity measuring device does not need external equipment, the thrombus elasticity measuring device does free damping vibration under the impact response by applying the impact load to the probe end, the original signal is acquired, the natural frequency and the damping ratio of the thrombus elasticity measuring device are detected by analyzing the original signal, the detected natural frequency and the damping ratio are compared with the natural frequency and the damping ratio, whether the state of the thrombus elasticity measuring device needs to be corrected or not is judged according to the comparison between the variation and the preset tolerance value, and when the correction is needed, the measurement error caused by the variation of the rigidity is corrected on line through the correction coefficient.
The above examples only show some embodiments of the present invention, and the description thereof is more specific and detailed, but not construed as limiting the scope of the invention. It should be noted that, for those skilled in the art, variations and modifications can be made without departing from the spirit of the invention, and all equivalent modifications and changes can be made to the above embodiments according to the essential technology of the invention, which falls into the protection scope of the invention.
Claims (11)
1. A detection method of a thrombus elasticity measuring device is characterized by comprising the following steps:
acquiring theoretical values of natural frequency and damping ratio of the thrombus elasticity measuring device;
applying impact load to the probe end, the thrombus elasticity measuring device performs free damping vibration under the impact response, and the angular displacement is collectedIn thatOriginal signal of time of dayWherein:,in order to sample the interval time of the sampling,;
for original signalPreprocessing the signal to obtain a vibration signalCorrecting the waveform distortion caused by the baseline deviation, eliminating the interference and influence of high-frequency noise mixed in the signal, and vibrating the signalFourier transform to obtain complex signal;
A complex signalThe real part is an abscissa, the imaginary part is an ordinate, and a Nyquist curve graph which changes along with the frequency is drawn;
motion differential equation of thrombus elasticity measuring device under impact load effect,Andthe rigidity of the thrombus elasticity measuring device and the blood respectively,andrespectively the viscosity damping coefficients of the thrombus elasticity measuring device and the blood,the rotational inertia of the thrombus elasticity measuring device;in order to measure the angular displacement of the thrombus elasticity measuring device,calculating the frequency response function of the thrombus elasticity measuring device according to the motion differential equation as a unit impact functionIn the formula:,,(ii) a Using the equation of the frequency response function to the complex signalPerforming least square fitting on the Nyquist curve to obtain detection values of the natural frequency and the damping ratio of the thrombus elasticity measuring device;
and comparing theoretical values of the natural frequency and the damping ratio with detection values of the natural frequency and the damping ratio, and judging whether the state of the thrombus elasticity measuring device needs to be corrected or not according to comparison of the variation and a preset tolerance value.
3. the method for detecting a thrombus elasticity measuring apparatus according to claim 2, wherein:in the vicinity of the location of the mobile station,,thus, therefore, it is;At this time, the process of the present invention,andsatisfy the requirement ofThe equation is a circular equation with the coordinates of the center of the circleRadius of。
4. The method for detecting a thrombus elasticity measuring apparatus according to claim 3, wherein: fitting complex signals using Nyquist circlesSolving min back face by least square method;,;;In order to be able to sample the frequency,,the detection values of the natural frequency and the damping ratio of the system can be determined according to the sampling interval.
5. The method for detecting a thrombus elasticity measuring apparatus according to claim 3, wherein: connecting plural signals by fold linesAt the intersection of the curve and the imaginary axisReal part ofImaginary partThe detected values of the natural frequency and the damping ratio of the system can be determined accordingly.
7. According to claimThe method for detecting a thrombus elasticity measuring apparatus according to claim 1, characterized in that: for original signalThe pretreatment specifically comprises the following steps: from the original signalSubtracting the least squares best fit line from the original signalRemoving linear trend in data to obtain vibration signalCapable of concentrating the analysis on the vibration signalOn the fluctuation of (c).
10. The method for detecting a thrombus elasticity measuring apparatus according to claim 1, wherein: the detection method of the thrombus elasticity measuring device further comprises a correction step, wherein the correction step specifically comprises the following steps: and calculating a correction coefficient by measuring the frequency variation, and correcting the measurement error caused by the rigidity variation on line.
11. The method for detecting a thrombus elasticity measuring apparatus according to claim 9, wherein: correction factorAmount of variationIs the difference between the rigidity detection value and the theoretical value of the thrombus elasticity measuring device,moment of inertiaCalculated by three-dimensional drawing software.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210507792.6A CN114608995B (en) | 2022-05-11 | 2022-05-11 | Detection method of thrombus elasticity measuring device |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210507792.6A CN114608995B (en) | 2022-05-11 | 2022-05-11 | Detection method of thrombus elasticity measuring device |
Publications (2)
Publication Number | Publication Date |
---|---|
CN114608995A CN114608995A (en) | 2022-06-10 |
CN114608995B true CN114608995B (en) | 2022-08-12 |
Family
ID=81870471
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202210507792.6A Active CN114608995B (en) | 2022-05-11 | 2022-05-11 | Detection method of thrombus elasticity measuring device |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN114608995B (en) |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
GB1226901A (en) * | 1968-04-05 | 1971-03-31 | ||
US4341111A (en) * | 1979-03-05 | 1982-07-27 | Fresenius Ag | Process and apparatus for determining the visco elastic characteristics of fluids |
CN106442952A (en) * | 2016-08-30 | 2017-02-22 | 诺泰科生物科技(苏州)有限公司 | Thrombelastometer and calibration method thereof |
CN109520889A (en) * | 2012-01-16 | 2019-03-26 | 仪宝科技公司 | For measuring the method, apparatus and system of fluid physics performance |
CN110547825A (en) * | 2019-09-03 | 2019-12-10 | 上海交通大学 | Ultrasonic elastography technology based on multi-frequency shear wave amplitude analysis |
CN113640377A (en) * | 2021-10-15 | 2021-11-12 | 中国科学院苏州生物医学工程技术研究所 | Blood viscoelasticity measuring method based on vibration sensor |
-
2022
- 2022-05-11 CN CN202210507792.6A patent/CN114608995B/en active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
GB1226901A (en) * | 1968-04-05 | 1971-03-31 | ||
US4341111A (en) * | 1979-03-05 | 1982-07-27 | Fresenius Ag | Process and apparatus for determining the visco elastic characteristics of fluids |
CN109520889A (en) * | 2012-01-16 | 2019-03-26 | 仪宝科技公司 | For measuring the method, apparatus and system of fluid physics performance |
CN106442952A (en) * | 2016-08-30 | 2017-02-22 | 诺泰科生物科技(苏州)有限公司 | Thrombelastometer and calibration method thereof |
CN110547825A (en) * | 2019-09-03 | 2019-12-10 | 上海交通大学 | Ultrasonic elastography technology based on multi-frequency shear wave amplitude analysis |
CN113640377A (en) * | 2021-10-15 | 2021-11-12 | 中国科学院苏州生物医学工程技术研究所 | Blood viscoelasticity measuring method based on vibration sensor |
Also Published As
Publication number | Publication date |
---|---|
CN114608995A (en) | 2022-06-10 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN115728063A (en) | Flexible bearing detection method | |
EP2136189B1 (en) | Method for analysing vibration in rotor blades | |
US10317275B2 (en) | Vibration monitoring systems | |
CN103038620B (en) | The apparatus for diagnosis of abnormality of rolling bearing | |
CN110567574A (en) | Method and system for identifying timing vibration parameters of blade end of rotating blade | |
KR19990087391A (en) | Multiple sensor device and method for monitoring turbomachinery | |
CN111183345B (en) | Method and device for searching for defects that can affect a rotary machine power transmission device | |
CN114608995B (en) | Detection method of thrombus elasticity measuring device | |
CN109580924A (en) | The frequency domain parameter analysis method and system of thrombelastogram process of setting | |
CN111649886B (en) | Abnormality detection device, rotating machine, abnormality detection method, and computer-readable storage medium | |
JP4424515B2 (en) | Method for detecting solid conduction sound in rolling bearings | |
CN109940456A (en) | Machine tool chief axis method for testing performance and system | |
US5710715A (en) | Vibration analysis method | |
CN108151870B (en) | Construction quality problem detection method based on frequency response function | |
JPH03269221A (en) | Abnormal-sound diagnostic apparatus for rotary equipment | |
CN108037316B (en) | Equipment and method for evaluating reliability of accelerometer based on performance index | |
CN109556895A (en) | The failure analysis methods and device of rotating machinery | |
Zamorano et al. | Analysis in the time-frequency domain of different depths of a crack located in a change of section of a shaft | |
JP2020144111A (en) | Abnormality detection device, rotary machine, abnormality detection method and program | |
JPH0450731A (en) | Rotary machine fault diagnostic system | |
RU2682561C1 (en) | Method for determining technical condition of current collectors | |
CN110307174A (en) | A kind of cleaning fan manufacture assembling quality detection device and method | |
KR102219422B1 (en) | Detecting system for measuring operating sounds of washing machine and detecting method for noise defect there of | |
CN110988526B (en) | Robot assembly inspection method and device and storage medium | |
Le et al. | Dynamic balancing of rigid rotors by the influence coefficient method |
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 | ||
GR01 | Patent grant | ||
GR01 | Patent grant |