CN1475779A - Multi-sensor Noise and Vibration Measurement Analyzer Based on Virtual Instrument Technology - Google Patents
Multi-sensor Noise and Vibration Measurement Analyzer Based on Virtual Instrument Technology Download PDFInfo
- Publication number
- CN1475779A CN1475779A CNA031283209A CN03128320A CN1475779A CN 1475779 A CN1475779 A CN 1475779A CN A031283209 A CNA031283209 A CN A031283209A CN 03128320 A CN03128320 A CN 03128320A CN 1475779 A CN1475779 A CN 1475779A
- Authority
- CN
- China
- Prior art keywords
- sensor
- noise
- vibration
- measurement
- sensors
- 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.)
- Granted
Links
Images
Landscapes
- Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)
Abstract
本发明涉及可用于对复杂机械系统的噪声和振动进行测量、分析和评价的一种基于虚拟仪器技术的多传感器噪声和振动测量分析仪。基于虚拟仪器技术的多传感器噪声和振动测量分析仪,主要由传感器、模拟输入前端处理器、PC机组成,其特征是传感器的输出端与模拟输入前端处理器的输入端相连接,模拟输入前端处理器的串行I/O口与PC机串行口相连接,PC机通过测量软件模块对数字信号进行分析处理;所述的传感器包括噪声传感器、振动传感器和转速传感器,噪声传感器、振动传感器分别至少1个,模拟输入前端处理器的个数根据传感器的个数确定。本发明能同时测量噪声和振动两种信号、测量精度和分辨率高、能对系统和机械零部件进行准确的分析和评价。
The invention relates to a multi-sensor noise and vibration measurement analyzer based on virtual instrument technology, which can be used to measure, analyze and evaluate the noise and vibration of complex mechanical systems. A multi-sensor noise and vibration measurement analyzer based on virtual instrument technology is mainly composed of a sensor, an analog input front-end processor, and a PC. The serial I/O port of the processor is connected with the serial port of the PC, and the PC analyzes and processes the digital signal through the measurement software module; the sensors include noise sensors, vibration sensors and rotational speed sensors, noise sensors, vibration sensors At least one respectively, and the number of analog input front-end processors is determined according to the number of sensors. The invention can simultaneously measure noise and vibration signals, has high measurement accuracy and resolution, and can accurately analyze and evaluate systems and mechanical components.
Description
技术领域technical field
本发明涉及一种测量分析仪,特别是可用于对复杂机械系统的噪声和振动进行测量、分析和评价的一种基于虚拟仪器技术的多传感器噪声和振动测量分析仪。The invention relates to a measurement analyzer, in particular to a multi-sensor noise and vibration measurement analyzer based on virtual instrument technology which can be used to measure, analyze and evaluate the noise and vibration of complex mechanical systems.
背景技术Background technique
机械部件在运动过程中会产生噪声和振动,两者密不可分,都体现为机械波。Mechanical components will generate noise and vibration during their movement, both of which are inseparable, and both are embodied as mechanical waves.
在机电行业中,为了改进产品质量、查找系统故障或对产品的整体性能进行综合评价等等,都需要测量机械系统或零部件的噪声和振动。噪声和振动测量仪的结构和工作原理基本相同,是由传感器、信号调理电路、A/D转换器、频谱分析软件和显示器几部分组成。In the electromechanical industry, in order to improve product quality, find system faults, or comprehensively evaluate the overall performance of products, etc., it is necessary to measure the noise and vibration of mechanical systems or components. The structure and working principle of the noise and vibration measuring instrument are basically the same, and it is composed of a sensor, a signal conditioning circuit, an A/D converter, a spectrum analysis software and a display.
目前国内的噪声和振动测量仪器存在如下几个问题:At present, the domestic noise and vibration measuring instruments have the following problems:
1.噪声测量和振动测量分离 一台仪器不能同时测量噪声和振动两种信号,在一个机械系统中,噪声和振动往往是同时存在的,虽然两者之间具有一定的关系,但仅通过测量振动信号间接获得的噪声信号是不准确也不详细的,会影响对系统分析的可靠性。1. Separation of noise measurement and vibration measurement One instrument cannot measure noise and vibration signals at the same time. In a mechanical system, noise and vibration often exist at the same time. Although there is a certain relationship between the two, only by measuring The noise signal obtained indirectly from the vibration signal is inaccurate and not detailed, which will affect the reliability of the system analysis.
2.测量仪器的结构为传统形式 仪器由电路板、机箱和操作面板组成,由于硬件和软件资源有限且硬件制作成本高,导致仪器的性能和功能受到很大限制,举个例子,为了提高噪声频谱的分辨率,采用分段滤波的方法,滤波器带宽取1/3倍频,如果采用硬件滤波器,受硬件体积和成本的影响,滤波器的个数是有限的,如果采用软件滤波器,也同样受到硬件和软件资源的限制,所以,传统仪器的测量精度和分辨率难以提高。2. The structure of the measuring instrument is a traditional form. The instrument is composed of a circuit board, a chassis and an operation panel. Due to limited hardware and software resources and high hardware production costs, the performance and functions of the instrument are greatly limited. For example, in order to improve the noise The resolution of the frequency spectrum adopts the method of segmentation filtering, and the filter bandwidth is 1/3 octave. If a hardware filter is used, the number of filters is limited due to the influence of hardware volume and cost. If a software filter is used , is also limited by hardware and software resources, so it is difficult to improve the measurement accuracy and resolution of traditional instruments.
3.测量仪采用单传感器 较复杂的机械系统,各机械部件连接在一起,运动的部件有多个,它们所产生的噪声和振动信息相互叠加或混叠在一起,采用单传感器测量仪无法准确识别和区分噪声及振动信号的具体特征,从而难以对系统和机械零部件进行准确的分析和评价。3. The measuring instrument adopts a single sensor. It is a relatively complex mechanical system. The mechanical parts are connected together, and there are multiple moving parts. The noise and vibration information generated by them are superimposed or mixed together. Using a single-sensor measuring instrument cannot Identify and distinguish specific characteristics of noise and vibration signals, making it difficult to accurately analyze and evaluate systems and mechanical components.
虚拟仪器是继数字化仪器和智能仪器之后的新一代仪器,它以计算机作为仪器的软硬件平台,传感器与计算机之间通过接口卡进行联接。其最大特点是充分利用计算机资源,突破传统仪器的概念,省去了仪器的面板、机箱和大量的硬件,利用软件在计算机屏幕上构造软操作面板,并替代硬件进行数据处理、分析和诊断,它的计算功能和数据处理功能是传统仪器无法比拟的。Virtual instrument is a new generation of instrument after digital instrument and intelligent instrument. It uses computer as the software and hardware platform of the instrument, and the sensor and computer are connected through an interface card. Its biggest feature is to make full use of computer resources, break through the concept of traditional instruments, save the panel, chassis and a lot of hardware of the instrument, use software to construct a soft operation panel on the computer screen, and replace the hardware for data processing, analysis and diagnosis. Its calculation function and data processing function are unmatched by traditional instruments.
国家科技部在《2003年度科技型中小企业技术创新基金若干重点项目指南》中已明确表示重点资助这类测量仪器的研制和产业化(参阅项目指南:四、光机电一体化(二)高性能、智能化仪器仪表5.虚拟仪器和通用测试平台(1)声、振分析虚拟仪器)。The Ministry of Science and Technology of the People's Republic of China has made it clear in the "Guidelines for Several Key Projects of the Technology Innovation Fund for Small and Medium-sized Science and Technology Enterprises in 2003" that it will focus on funding the development and industrialization of this type of measuring instrument (see project guide: 4. Optical Mechatronics (2) High Performance ,
多传感器信息融合是一门新兴学科,许多国家(包括中国在内)都把它列为下一阶段重点发展的关键技术。多传感器信息融合实际上是利用计算机技术模拟人脑综合处理复杂问题的能力。在多传感器系统中,将多个传感器安装在被测系统的不同部位,各传感器获得的信息具有不同的特征,这些信息可能是相互支持或互补的,也可能是相互矛盾或冲突的,通过多传感器信息融合技术对各传感器获得的信息进行优化组合从而获得真实有效和可靠的信息。Multi-sensor information fusion is an emerging subject, and many countries (including China) have listed it as a key technology for the next stage of development. Multi-sensor information fusion is actually the use of computer technology to simulate the ability of the human brain to deal with complex problems comprehensively. In a multi-sensor system, multiple sensors are installed in different parts of the system under test, and the information obtained by each sensor has different characteristics. These information may be mutually supportive or complementary, or may be mutually contradictory or conflicting. Sensor information fusion technology optimizes the combination of information obtained by each sensor to obtain true, effective and reliable information.
从专利数据库中查到如下专利:《电机振动噪声检测仪》(00216296.2)和《数字式振动噪声检测仪》(01238477.1),是用加速度振动传感器测量振动信号的加速度,经过一次积分得到速度信号,经过二次积分得到位置信号,位置信号经过A计权器得到振动信号的等效值,因为振动信号与噪声信号之间有一定的关系,所以用这种方法可以间接得到噪声信号的大小,该法称为噪声的振动测量法,它不可能获得详细和准确的噪声信息。这两项专利实质上是振动测量仪。《台架用振动噪声测试装置》(01205906.4)主要是一个发动机性能的测试装置,它是将一台独立的声级计的输出信号(是一个直流电平,它的大小反映了噪声的大小)和加速度传感器的输出信号同时送到滤波器,滤波器的输出信号经A/D转换器送到计算机进行记录。这项专利实质上是将声级计和加速度测量系统两套独立的装置同时应用在发动机性能测试台上,而且从专利说明书和附图中没有体现出该测量装置能同时测量记录噪声和振动,因此,这项专利并不是具有能同时测量噪声和振动的独立测量仪器,而且声级计的输出是声压级,它是噪声的所有频率成分的综合反映,不能用来分析声压和频率之间的关系。The following patents were found from the patent database: "Motor Vibration and Noise Detector" (00216296.2) and "Digital Vibration and Noise Detector" (01238477.1), which use the acceleration vibration sensor to measure the acceleration of the vibration signal, and obtain the speed signal after one integration. The position signal is obtained after the second integration, and the position signal is passed through the A weighting device to obtain the equivalent value of the vibration signal. Because there is a certain relationship between the vibration signal and the noise signal, the size of the noise signal can be obtained indirectly by this method. The method is called the vibration measurement method of noise, and it is impossible to obtain detailed and accurate noise information. These two patents are essentially vibration measuring instruments. "Vibration and Noise Test Device for Bench" (01205906.4) is mainly a test device for engine performance, which combines the output signal of an independent sound level meter (a DC level, whose size reflects the size of the noise) and The output signal of the acceleration sensor is sent to the filter at the same time, and the output signal of the filter is sent to the computer for recording through the A/D converter. This patent essentially applies two separate sets of sound level meter and acceleration measurement system to the engine performance test bench at the same time, and it does not appear from the patent specification and drawings that the measurement device can measure and record noise and vibration at the same time. Therefore, this patent does not have an independent measuring instrument capable of simultaneously measuring noise and vibration, and the output of the sound level meter is the sound pressure level, which is a comprehensive reflection of all frequency components of the noise, and cannot be used to analyze the relationship between sound pressure and frequency. relationship between.
要从根本上解决噪声和振动测量仪器存在的问题,必须从仪器的结构设计上着手,虚拟仪器技术和多传感器信息融合技术为解决上述问题提供了依据。采用虚拟仪器技术和多传感器信息融合技术的噪声和振动测量分析仪,国内未见相同报道。To fundamentally solve the problems of noise and vibration measuring instruments, we must start from the structural design of the instruments. Virtual instrument technology and multi-sensor information fusion technology provide the basis for solving the above problems. The noise and vibration measurement analyzer using virtual instrument technology and multi-sensor information fusion technology has not been reported in China.
发明内容Contents of the invention
为了克服目前国内的噪声和振动测量仪器存在的问题,本发明的目的在于提供一种能同时测量噪声和振动两种信号、测量精度和分辨率高、能对系统和机械零部件进行准确的分析和评价的基于虚拟仪器技术的多传感器噪声和振动测量分析仪。In order to overcome the problems existing in the current domestic noise and vibration measuring instruments, the purpose of the present invention is to provide a device that can simultaneously measure noise and vibration signals, has high measurement accuracy and resolution, and can accurately analyze the system and mechanical parts. and evaluation of a multi-sensor noise and vibration measurement analyzer based on virtual instrument technology.
为了实现上述目的,本发明的技术方案是:基于虚拟仪器技术的多传感器噪声和振动测量分析仪,主要由传感器、模拟输入前端处理器、PC机组成,其特征是传感器的输出端与模拟输入前端处理器的输入端相连接,模拟输入前端处理器的串行I/O口与PC机串行口相连接,传感器将测量的非电量信号转变为电信号送入模拟输入前端处理器,模拟输入前端处理器将信号处理后转变为数字信号通过串行口输入PC机,模拟输入前端处理器的工作状态受PC机控制,PC机通过测量软件模块对数字信号进行分析处理;所述的传感器包括噪声传感器、振动传感器和转速传感器,噪声传感器、振动传感器分别至少1个,模拟输入前端处理器的个数根据传感器的个数确定。其中噪声传感器和振动传感器可由用户根据需要选择若干个,转速传感器用于配合旋转工件在不同转速条件下的噪声和振动测量。In order to achieve the above object, the technical solution of the present invention is: a multi-sensor noise and vibration measurement analyzer based on virtual instrument technology, which is mainly composed of sensors, analog input front-end processors, and PCs, and is characterized in that the output terminal of the sensor and the analog input The input end of the front-end processor is connected, and the serial I/O port of the analog input front-end processor is connected with the serial port of the PC. The sensor converts the measured non-electrical signal into an electrical signal and sends it to the analog input front-end processor. The input front-end processor converts the signal into a digital signal and inputs it into a PC through the serial port, and the working state of the analog input front-end processor is controlled by the PC, and the PC analyzes and processes the digital signal through a measurement software module; the sensor Including noise sensor, vibration sensor and rotational speed sensor, noise sensor and vibration sensor are at least one respectively, and the number of analog input front-end processors is determined according to the number of sensors. Among them, the noise sensor and the vibration sensor can be selected by the user according to the needs, and the speed sensor is used to measure the noise and vibration of the rotating workpiece under different speed conditions.
所述的模拟输入前端处理器为美国AD公司的AD73360芯片,该芯片有6个16位A/D转换器通道(6个通道可以同时采样),每个通道由信号调理器、可编程增益放大器、模拟∑-Δ调制器、抽样器及串行I/O口等几部分组成,也可采用其它型号的模拟输入前端处理器或采用分离的芯片组成模拟输入前端处理器。Described analog input front-end processor is the AD73360 chip of U.S. AD company, and this chip has 6 16 A/D converter channels (6 channels can sample simultaneously), and each channel is made up of signal conditioner, programmable gain amplifier , analog Σ-Δ modulator, sampler and serial I/O port, etc. It can also use other types of analog input front-end processors or use separate chips to form analog input front-end processors.
所述的PC机装有测量软件模块,采用美国NI公司的产品LabVIEW虚拟仪器软件构造虚拟仪器软件平台,测量软件模块包括软件操作界面、测量控制软件模块、多传感器信息融合软件模块和频谱分析软件模块四部分,用户通过软件操作界面选择噪声传感器和振动传感器的个数,并确定是否启用转速测量,然后启动测量控制软件模块;测量控制软件以巡回检测方式控制AD73360采集各传感器的信号,并将信号存入内部数据库中;多传感器信息融合软件模块将各传感器的信号进行融合,并将融合后的信号也存入内部数据库中;频谱分析软件模块将融合前后的噪声和振动信号都进行频谱分析,并将频谱图显示在计算机的屏幕上。Described PC machine is equipped with measurement software module, adopts the product LabVIEW virtual instrument software of U.S. NI company to construct virtual instrument software platform, and measurement software module comprises software operation interface, measurement control software module, multi-sensor information fusion software module and spectrum analysis software In the four parts of the module, the user selects the number of noise sensors and vibration sensors through the software operation interface, and determines whether to enable the speed measurement, and then starts the measurement control software module; the measurement control software controls the AD73360 to collect the signals of each sensor in a roving detection mode, and The signal is stored in the internal database; the multi-sensor information fusion software module fuses the signals of each sensor and stores the fused signal in the internal database; the spectrum analysis software module performs spectrum analysis on the noise and vibration signals before and after fusion , and display the spectrogram on the computer screen.
多传感器信息融合是对噪声传感器和振动传感器的信息进行加权处理的过程,设X1(ω)、X2(ω)、…、Xn(ω)分别表示n个传感器所测量信号的频谱表达式,则n个信号的合成表达式为:
本发明由于采用了多个传感器(噪声传感器、振动传感器、转速传感器,其中噪声传感器、振动传感器分别至少1个),并且由模拟输入前端处理器与PC机相连,实现了同时测量噪声和振动两种信号、测量精度和分辨率高、能对系统和机械零部件进行准确的分析和评价的目的。有益效果是:1.由于计算机的软硬件资源非常强大,所以在频谱分析软件模块中,滤波器的频带可以做得非常窄,大大提高了测量的分辨率和准确性;2.不仅可以对确定性的噪声和振动信号进行各种频谱分析,而且可以对随机的噪声和振动信号进行各种统计分析和相关分析;3.由于采用了多传感器信息融合技术,使得对复杂机械系统的质量分析、故障诊断和性能评价更加准确和可靠。The present invention has adopted a plurality of sensors (noise sensor, vibration sensor, rotational speed sensor, wherein noise sensor, vibration sensor are respectively at least 1), and is connected with PC by analog input front-end processor, has realized simultaneous measurement of noise and vibration. The purpose of a variety of signals, high measurement accuracy and resolution, and accurate analysis and evaluation of systems and mechanical components. Beneficial effects are: 1. Since the software and hardware resources of the computer are very powerful, so in the spectrum analysis software module, the frequency band of the filter can be made very narrow, greatly improving the resolution and accuracy of the measurement; 2. Not only can determine It can perform various spectrum analysis on random noise and vibration signals, and can perform various statistical analysis and correlation analysis on random noise and vibration signals; 3. Due to the use of multi-sensor information fusion technology, the quality analysis of complex mechanical systems, Fault diagnosis and performance evaluation are more accurate and reliable.
附图说明Description of drawings
图1是本发明结构示意图Fig. 1 is a structural representation of the present invention
图2是本发明软件实施方案图Fig. 2 is the software embodiment figure of the present invention
图3是本发明具体实施方案图Fig. 3 is the specific embodiment figure of the present invention
具体实施方式Detailed ways
硬件实施方案参照图1进行说明:噪声传感器和振动传感器1-1、1-2、…、1-n及转速传感器2接模拟输入前端处理器3,模拟输入前端处理器3接计算机4。软件实施方案参照图2进行说明:用户通过软件操作界面选择噪声传感器和振动传感器的个数,并确定是否启用转速测量,然后启动测量控制软件模块;测量控制软件以巡回检测方式控制模拟输入前端处理器AD73360采集各传感器的信号,并将信号存入内部数据库中;多传感器信息融合软件模块将各传感器的信号进行融合,并将融合后的信号也存入内部数据库中;频谱分析软件模块将融合前后的噪声和振动信号都进行频谱分析,并将频谱图显示在计算机的屏幕上。The hardware implementation scheme is described with reference to Fig. 1: noise sensor and vibration sensor 1-1, 1-2, ..., 1-n and
图3是对大型电机的转轴进行测量分析的应用实例,目的是分析电机转轴是否存在因力不平衡或力偶不平衡或其它原因而产生的摇摆振动、弯曲振动、径向振动和轴向振动,同时还分析在不同转速下轴承的噪声和振动之间的关系以及电机的转速与整体噪声之间的关系。图中振动传感器1-1、1-2、1-3和1-4通过电机转轴5的轴承座6-1和6-2测量电机转轴5的径向和轴向振动,噪声传感器1-5和1-6测量轴承的噪声,噪声传感器1-7测量电机外壳7辐射的噪声,转速传感器2测量电机转轴5的转速。传感器1-1、1-2、1-3、1-4、1-5、1-6、1-7和2接模拟输入前端处理器3,模拟输入前端处理器3接计算机4。在本例的实施方式中,振动传感器1-1、1-2、1-3和1-4的相位关系对分析轴的振动模态非常重要,如果采用单传感器测量仪是无法实现这一功能的,既使采用多台振动测量仪,也无法测量4个振动传感器之间的相位关系。本发明可同时给出单个噪声传感器和振动传感器测量信号的频谱图、融合后的噪声信号频谱图和振动信号频谱图以及融合后的噪声和振动信号频谱图,据此可对电机转轴的噪声和振动进行分析和综合评价。本发明的实施方案无论在分辨率、精确度、可靠性和详细性方面都是传统测量仪器及其测量方案无法比拟的。Figure 3 is an application example of measuring and analyzing the rotating shaft of a large motor. The purpose is to analyze whether there is swing vibration, bending vibration, radial vibration and axial vibration caused by unbalanced force or unbalanced force couple or other reasons on the rotating shaft of the motor. At the same time, the relationship between the noise and vibration of the bearing at different speeds and the relationship between the speed of the motor and the overall noise are analyzed. Among the figure, vibration sensors 1-1, 1-2, 1-3 and 1-4 measure the radial and axial vibrations of the
Claims (4)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN 03128320 CN1218165C (en) | 2003-07-15 | 2003-07-15 | Multiple sensor noise and vibration measuring analyzer based on virtual apparatus technology |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN 03128320 CN1218165C (en) | 2003-07-15 | 2003-07-15 | Multiple sensor noise and vibration measuring analyzer based on virtual apparatus technology |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN1475779A true CN1475779A (en) | 2004-02-18 |
| CN1218165C CN1218165C (en) | 2005-09-07 |
Family
ID=34153341
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN 03128320 Expired - Fee Related CN1218165C (en) | 2003-07-15 | 2003-07-15 | Multiple sensor noise and vibration measuring analyzer based on virtual apparatus technology |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN1218165C (en) |
Cited By (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1763675B (en) * | 2004-10-20 | 2010-05-05 | 国际商业机器公司 | System and method for sensor replication for ensemble averaging in micro-electromechanical systems (MEMS) |
| CN104376208A (en) * | 2014-11-14 | 2015-02-25 | 电子科技大学 | Method for building virtual measurement values in multi-sensor management |
| CN104865075A (en) * | 2014-02-26 | 2015-08-26 | 南京理工大学 | Marine diesel engine vibration signal analysis system and method thereof |
| CN105067099A (en) * | 2015-08-13 | 2015-11-18 | 南京大学(苏州)高新技术研究院 | Method used for subway environment vibration and noise combined test and system thereof |
| CN106404167A (en) * | 2016-11-03 | 2017-02-15 | 江苏省产品质量监督检验研究院 | Anechoic room testing system based on virtual instrument |
| CN106782489A (en) * | 2017-01-18 | 2017-05-31 | 李伟佳 | A kind of portable multi-function Intelligent noise reduction device |
| CN107894280A (en) * | 2017-11-20 | 2018-04-10 | 上海裕达实业有限公司 | Hand-held vibration noise measuring instrument and its vibration noise measuring method |
Families Citing this family (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101281086B (en) * | 2008-05-20 | 2010-06-09 | 上海电气电站设备有限公司 | Large-sized turbine generator stator core vibrating performance analysis method |
-
2003
- 2003-07-15 CN CN 03128320 patent/CN1218165C/en not_active Expired - Fee Related
Cited By (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1763675B (en) * | 2004-10-20 | 2010-05-05 | 国际商业机器公司 | System and method for sensor replication for ensemble averaging in micro-electromechanical systems (MEMS) |
| CN104865075A (en) * | 2014-02-26 | 2015-08-26 | 南京理工大学 | Marine diesel engine vibration signal analysis system and method thereof |
| CN104865075B (en) * | 2014-02-26 | 2020-11-17 | 南京理工大学 | Analysis system and method for marine diesel engine vibration signal |
| CN104376208A (en) * | 2014-11-14 | 2015-02-25 | 电子科技大学 | Method for building virtual measurement values in multi-sensor management |
| CN104376208B (en) * | 2014-11-14 | 2017-05-10 | 电子科技大学 | Method for building virtual measurement values in multi-sensor management |
| CN105067099A (en) * | 2015-08-13 | 2015-11-18 | 南京大学(苏州)高新技术研究院 | Method used for subway environment vibration and noise combined test and system thereof |
| CN105067099B (en) * | 2015-08-13 | 2018-10-16 | 南京大学(苏州)高新技术研究院 | A kind of method and system for metro environment vibration and noise joint test |
| CN106404167A (en) * | 2016-11-03 | 2017-02-15 | 江苏省产品质量监督检验研究院 | Anechoic room testing system based on virtual instrument |
| CN106782489A (en) * | 2017-01-18 | 2017-05-31 | 李伟佳 | A kind of portable multi-function Intelligent noise reduction device |
| CN107894280A (en) * | 2017-11-20 | 2018-04-10 | 上海裕达实业有限公司 | Hand-held vibration noise measuring instrument and its vibration noise measuring method |
Also Published As
| Publication number | Publication date |
|---|---|
| CN1218165C (en) | 2005-09-07 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN101436046B (en) | Integrated multichannel synchronous oscillation data acquiring and monitoring and analysis diagnostic device | |
| CN106323452B (en) | Detection method and detection device for abnormal sound of equipment | |
| CN100561162C (en) | A virtual shaking table detection signal processing method and device thereof | |
| CN102436205B (en) | Embedded control platform for inspection instrument | |
| CN109164381A (en) | A kind of mechanical state of high-voltage circuit breaker on-line monitoring and fault identification method and device | |
| CN108710889A (en) | A kind of scarce cylinder method for diagnosing faults of automobile engine | |
| WO2004080647A2 (en) | Dynamical instrument for machining | |
| CN102072144A (en) | Vibration and noise online monitoring and fault diagnosis system of scroll compressor | |
| CN1095538C (en) | Ke's mass flowmeter digital signal processing system | |
| CN111678698B (en) | A fault detection method for rolling bearings based on fusion of acoustic and vibration signals | |
| CN112461934B (en) | Aero-engine blade crack source positioning method based on acoustic emission | |
| CN101726414A (en) | Method and system thereof for measuring trial run parameter of aeroengine | |
| CN103149046A (en) | Multi-dimensional fault diagnosis method based on expert thinking | |
| CN1218165C (en) | Multiple sensor noise and vibration measuring analyzer based on virtual apparatus technology | |
| US6801873B1 (en) | Analysis of rotating machines | |
| CN1120366C (en) | Fault detecting and diagnosing method based on non-linear spectral analysis | |
| CN1510426A (en) | Electromagnetic interference diagnostic method and system | |
| CN201047798Y (en) | Virtual vibration table detecting apparatus | |
| CN1018296B (en) | power system harmonic wave measuring method and measuring instrument | |
| CN2434677Y (en) | Metal magnetic memory diagnosis instrument | |
| CN112232414A (en) | A Triple Concurrent Fault Analysis Method Based on X,Y Double Measurement Point Spectrum Data | |
| CN114084764B (en) | Elevator transportation quality detection method and detection system | |
| CN202057417U (en) | Vibration Analyzer | |
| CN113567123B (en) | Automatic diagnosis method for impact faults of rotary machinery | |
| CN2667501Y (en) | Electromagnetic interference diagnosing system |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| C14 | Grant of patent or utility model | ||
| GR01 | Patent grant | ||
| C19 | Lapse of patent right due to non-payment of the annual fee | ||
| CF01 | Termination of patent right due to non-payment of annual fee |