CN104568120B - Composite principle optical fiber sensing system and sensing method - Google Patents
Composite principle optical fiber sensing system and sensing method Download PDFInfo
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Abstract
本发明公开了一种复合原理光纤传感系统和传感方法,激光光源产生连续光,经由耦合器分为本振光,两束探测光,一束探测光经由声光调制器后从传感光纤一端注入,另一探测光经由另一声光调制器转换为光脉冲,从传感光纤的另一端注入;在光电探测器前,本振光、正向探测光、背向散射光相干涉,产生拍频信号,光电探测器将拍频信号转换为电信号,电信号经过带通滤波电路滤除差频分量,再经由混频器实现拍频的降低,通过采集卡采集并放大信号,在上位机中,实现不同频率的调幅解调,分别得到正向探测信号和背向散射信号。对背向散射信号使用改进型移动平均算法和均峰比算法获取振动位置;对正向探测信号进行分析识别,判定振动种类,降低误报率。
The invention discloses a composite principle optical fiber sensing system and sensing method. A laser light source generates continuous light, which is divided into local oscillator light through a coupler, two beams of detection light, one beam of detection light passes through an acousto-optic One end of the optical fiber is injected, and the other detection light is converted into an optical pulse by another acousto-optic modulator, and injected from the other end of the sensing optical fiber; in front of the photodetector, the local oscillator light, forward detection light, and backscattered light interfere with each other. The beat frequency signal is generated, and the photodetector converts the beat frequency signal into an electrical signal. The electrical signal is filtered by a band-pass filter circuit to filter out the difference frequency component, and then the beat frequency is reduced by a mixer. The signal is collected and amplified by the acquisition card. In the host computer, the AM demodulation of different frequencies is realized, and the forward detection signal and the backscattering signal are respectively obtained. Use the improved moving average algorithm and peak-average ratio algorithm to obtain the vibration position for the backscattered signal; analyze and identify the forward detection signal to determine the type of vibration and reduce the false alarm rate.
Description
技术领域technical field
本发明涉及光纤传感领域,尤其涉及一种基于马赫-曾德干涉仪和相位型光时域反射仪原理的光纤传感系统和传感方法。The invention relates to the field of optical fiber sensing, in particular to an optical fiber sensing system and sensing method based on the principles of a Mach-Zehnder interferometer and a phase-type optical time domain reflectometer.
背景技术Background technique
分布式光纤传感系统由于其灵敏度高,不受电磁干扰,检测范围广,成本低等特点,广泛应用于长距离油气管道监测及周界安防,建筑结构健康监测等领域,是近数十年的研究热点。Due to its high sensitivity, immunity to electromagnetic interference, wide detection range, and low cost, distributed optical fiber sensing systems are widely used in long-distance oil and gas pipeline monitoring, perimeter security, and building structure health monitoring. research hotspots.
Mach-Zehnder/Sagnac干涉仪分布光纤传感系统,利用检测两传感光路中由外界扰动所造成的相位差变化,并通过相关时延估计的方法进行定位,能对振动进行良好的感知。但由于相关时延估计方法本身确定时延的难度性,使得该方法定位精度不高,对振动点的准确判断困难重重。The Mach-Zehnder/Sagnac interferometer distributed optical fiber sensing system uses the phase difference change caused by external disturbances in the two sensing optical paths to be detected, and is positioned by the correlation time delay estimation method, which can sense vibration well. However, due to the difficulty of determining the time delay in the correlation time delay estimation method itself, the positioning accuracy of this method is not high, and it is difficult to accurately judge the vibration point.
基于光时域反射仪(OTDR)技术的分布式光纤传感系统利用光波在光纤中传输时发生的瑞丽散射现象,在背向检测瑞利散射光的强度来得到光纤的损耗变化并精确定位光纤故障点。由于这种技术是对瑞利散射光的强度进行测量,因此其测量灵敏度比较低且仅能响应静态损耗的变化。The distributed optical fiber sensing system based on optical time domain reflectometer (OTDR) technology uses the Rayleigh scattering phenomenon that occurs when light waves are transmitted in the optical fiber, and detects the intensity of Rayleigh scattered light in the back to obtain the loss change of the optical fiber and precisely locate the optical fiber. point of failure. Since this technique measures the intensity of Rayleigh scattered light, its measurement sensitivity is relatively low and it can only respond to changes in static loss.
基于相干瑞利散射的Φ-OTDR(相敏OTDR)技术,通过使用长相干光源,检测光脉冲返回光的相干结果,其干涉方法能有效实现动态响应,能同时实现高定位精度和高灵敏度检测,尤其是对于微弱扰动信号的检测。但是由于其发射脉冲的频率受到光纤长度的限制,其频率响应非常低,导致无法对振动事件进行有效的识别,误报率高。The Φ-OTDR (Phase Sensitive OTDR) technology based on coherent Rayleigh scattering uses a long-term coherent light source to detect the coherent result of the light pulse return light. Its interference method can effectively achieve dynamic response, and can simultaneously achieve high positioning accuracy and high sensitivity detection , especially for the detection of weak disturbance signals. However, because the frequency of its emitted pulse is limited by the length of the optical fiber, its frequency response is very low, which makes it impossible to effectively identify vibration events, and the false alarm rate is high.
发明内容Contents of the invention
本发明提供了一种复合原理光纤传感系统和传感方法,本发明成功结合了Mach-Zehnder干涉仪和相敏OTDR技术,使其同时拥有高定位精度和高频率响应,能够很好地对振动事件进行识别,有效降低误报率,详见下文描述:The invention provides a composite principle optical fiber sensing system and sensing method. The invention successfully combines Mach-Zehnder interferometer and phase-sensitive OTDR technology, so that it has high positioning accuracy and high frequency response at the same time, and can well respond to Vibration events are identified to effectively reduce the false alarm rate. See the description below for details:
一种复合原理光纤传感系统,由激光光源、FPGA、EDFA及其滤波器、声光调制器、光纤环形器、耦合器、光电探测器、带通滤波电路、混频器、上位机和传感光纤构成,A composite principle optical fiber sensing system, consisting of laser light source, FPGA, EDFA and its filter, acousto-optic modulator, optical fiber circulator, coupler, photodetector, band-pass filter circuit, mixer, host computer and transmission Sensing optical fiber composition,
激光光源产生连续光,经由耦合器分为3部分,一部分为本振光,另两部分为探测光,一束探测光经由声光调制器后从传感光纤一端注入,另一探测光经由另一声光调制器转换为光脉冲,从传感光纤的另一端注入;The continuous light generated by the laser light source is divided into three parts through the coupler, one part is the local oscillator light, and the other two parts are the detection light. One beam of detection light is injected from one end of the sensing fiber after passing through the acousto-optic modulator, and the other detection light An optical modulator converts light pulses, which are injected from the other end of the sensing fiber;
在光电探测器前,本振光、正向探测光、背向散射光相干涉,产生拍频信号,光电探测器将拍频信号转换为电信号,电信号经过带通滤波电路滤除差频分量,再经由混频器实现拍频的降低,通过采集卡采集并放大信号,在上位机中,实现不同频率的调幅解调,分别得到正向探测信号和背向散射信号。In front of the photodetector, the local oscillator light, forward probe light, and backscattered light interfere with each other to generate a beat frequency signal. The photodetector converts the beat frequency signal into an electrical signal, and the electrical signal passes through a bandpass filter circuit to filter out the difference frequency. The beat frequency is reduced through the mixer, and the signal is collected and amplified by the acquisition card. In the host computer, the amplitude modulation and demodulation of different frequencies are realized, and the forward detection signal and backscattering signal are respectively obtained.
一种用于复合原理光纤传感系统的传感方法,所述方法包括以下步骤:A sensing method for a composite principle optical fiber sensing system, said method comprising the following steps:
对背向散射信号使用改进型移动平均算法和均峰比算法获取振动位置;Use the improved moving average algorithm and average peak ratio algorithm to obtain the vibration position for the backscattered signal;
对正向探测信号进行分析识别,判定振动种类,降低误报率。Analyze and identify the positive detection signal, determine the type of vibration, and reduce the false alarm rate.
所述对背向散射信号使用改进型移动平均算法和均峰比算法获取振动位置的步骤具体为:The steps of obtaining the vibration position using the improved moving average algorithm and the peak-to-average ratio algorithm for the backscattered signal are specifically:
选取K条迹线、平均次数M和间隔参数n,对第1条到第M条进行平均、第n条到第M-n+1条进行平均……共得T=int((K-M)/n)+1条平均曲线;Select K traces, the number of averages M and the interval parameter n, average the 1st to the Mth, and average the nth to the M-n+1th...to get T=int((K-M)/ n)+1 average curves;
抽取时域信号;分别计算各个时域信号的均峰比,通过均峰比获取振动位置。Extract the time-domain signal; calculate the peak-to-peak ratio of each time-domain signal separately, and obtain the vibration position through the peak-to-peak ratio.
所述计算各个时域信号的均峰比的步骤具体为:The steps of calculating the peak-to-peak ratio of each time-domain signal are specifically:
均峰比计算为Cj=max100(|tj|)/average(|tj|),其中max100(|tj|)表示取|tj|最大100个值的平均值;average(|tj|)为计算|tj|的平均值,用以描述光强和噪声水平;将均峰比Cj作为对光纤上K条迹线时间内的综合评价。The peak-to-peak ratio is calculated as C j =max 100 (|t j |)/average(|t j |), where max 100 (|t j |) means taking the average of the maximum 100 values of |t j |; average( |t j |) is to calculate the average value of |t j |, which is used to describe the light intensity and noise level; the peak-to-average ratio C j is used as a comprehensive evaluation of the K traces on the optical fiber.
本发明提供的技术方案的有益效果是:本系统拥有和相敏OTDR一样的定位精度,同时可以获得振动的高频细节,进而进行精确的振动类型识别,有效降低系统的误报率。用时,系统成功实现光源、传感光纤、探测器、信号调理等部分的复用,使得系统结构相对简单,成本较低。本发明克服了现有系统不能同时兼有高定位精度和高频率分别率的问题,并且本发明成功复用如光源、传感光纤、探测器、信号调理电路等部分,有效简化了系统结构。该系统同时具有分布式光纤监检测系统所特有的分布式、受电磁等外界干扰小等特点,且安装方便,可以很好的满足各种振动检测和监测应用,尤其是长距离的管道监测与周界安防等。The beneficial effect of the technical solution provided by the present invention is that the system has the same positioning accuracy as the phase-sensitive OTDR, and at the same time can obtain high-frequency details of vibration, and then perform accurate vibration type identification, effectively reducing the false alarm rate of the system. When used, the system successfully realizes the multiplexing of light source, sensing optical fiber, detector, signal conditioning and other parts, making the system structure relatively simple and low cost. The invention overcomes the problem that the existing system cannot have high positioning accuracy and high frequency resolution at the same time, and the invention successfully reuses parts such as light source, sensing optical fiber, detector, signal conditioning circuit, etc., effectively simplifying the system structure. At the same time, the system has the characteristics of distributed, small interference from electromagnetic and other external sources, which are unique to distributed optical fiber monitoring and detection systems, and is easy to install. It can well meet various vibration detection and monitoring applications, especially long-distance pipeline monitoring and monitoring. Perimeter security, etc.
附图说明Description of drawings
图1为一种复合原理光纤传感系统的结构示意图;Fig. 1 is a structural schematic diagram of a composite principle optical fiber sensing system;
图2(a)为振动信号时域波形示意图;Figure 2(a) is a schematic diagram of the time-domain waveform of the vibration signal;
图2(b)为振动信号小波包分解结果示意图。Figure 2(b) is a schematic diagram of the wavelet packet decomposition results of the vibration signal.
附图中,各标号所代表的部件列表如下:In the accompanying drawings, the list of parts represented by each label is as follows:
1、激光光源; 2、1:99耦合器;1. Laser light source; 2. 1:99 coupler;
3、第一1:1耦合器; 4、80MHz声光调制器;3. The first 1:1 coupler; 4. 80MHz acousto-optic modulator;
5、110MHz声光调制器; 6、第一EDFA及其滤波器;5. 110MHz acousto-optic modulator; 6. The first EDFA and its filter;
7、第二EDFA及其滤波器; 8、环形器;7. The second EDFA and its filter; 8. The circulator;
9、传感光纤; 10、第二1:1耦合器;9. Sensing optical fiber; 10. The second 1:1 coupler;
11、第三EDFA及其滤波器; 12、光电探测器;11. The third EDFA and its filter; 12. Photodetector;
13、带通滤波电路; 14、信号发生器;13. Band-pass filter circuit; 14. Signal generator;
15、混频器机; 16、低通滤波电路;15. Mixer machine; 16. Low-pass filter circuit;
17、信号采集调理模块; 18、上位机;17. Signal acquisition and conditioning module; 18. Host computer;
19、FPGA。19. FPGAs.
具体实施方式detailed description
为使本发明的目的、技术方案和优点更加清楚,下面对本发明实施方式作进一步地详细描述。In order to make the purpose, technical solution and advantages of the present invention clearer, the implementation manners of the present invention will be further described in detail below.
一种复合原理光纤传感系统,参见图1,该复合原理光纤传感系统由:激光光源1、1:99耦合器2、第一1:1耦合器3、80MHz声光调制器4、110MHz声光调制器5、第一EDFA(掺铒光纤放大器)及其滤波器6、第二EDFA及其滤波器7、环形器8、传感光纤9、第二1:1耦合器10、第三EDFA及其滤波器11、光电探测器12、带通滤波电路13、信号发生器14、混频器15、低通滤波电路16、信号采集调理模块17、上位机18和FPGA19构成。A composite principle optical fiber sensing system, see Figure 1, the composite principle optical fiber sensing system consists of: laser light source 1, 1:99 coupler 2, first 1:1 coupler 3, 80MHz acousto-optic modulator 4, 110MHz Acousto-optic modulator 5, first EDFA (erbium-doped fiber amplifier) and its filter 6, second EDFA and its filter 7, circulator 8, sensing fiber 9, second 1:1 coupler 10, third EDFA and its filter 11, photodetector 12, band-pass filter circuit 13, signal generator 14, mixer 15, low-pass filter circuit 16, signal acquisition and conditioning module 17, host computer 18 and FPGA19.
由激光光源1产生窄线宽的连续光,经由1:99耦合器2产生探测光和本振光。本振光直接到达第二1:1耦合器10。探测光经由第一1:1耦合器3分为两束探测光。第一束探测光经由110MHz声光调制器5获得100MHz频移,经第二EDFA极其滤波器7放大之后注入传感光纤9,经由环形器8到达第二1:1耦合器10。另一束探测光经由80MHz声光调制器4,获得80MHz频移并调制为脉宽数百纳秒的窄脉冲(其信号形式受到FPGA19控制),经由第一EDFA极其滤波器6放大后,通过环形器8注入传感光纤9,其在传感光纤9中各个位置的反向散射光经由环形器8回到第二1:1耦合器10。在第二1:1耦合器10处,本振光、正向探测光、背向散射探测光相干涉形成拍频,其干涉结果被第三EDFA及其滤波器11放大并被光电探测器12转换为光电流,光电流经由带通滤波电路13滤除散粒噪声,信号发生器14发出90MHz正弦波,在混频器15处于光电流混频,之后经由低通滤波电路16消除电流中高频分量,后由信号采集调理模块17采集,送入上位机18中完成调幅解调、定位和报警信号分类,获得分布式传感器沿线的振动情况。The continuous light with narrow line width is generated by the laser light source 1, and the probe light and local oscillator light are generated through the 1:99 coupler 2. The local oscillator light reaches the second 1:1 coupler 10 directly. The probe light is divided into two beams of probe light via the first 1:1 coupler 3 . The first probe light is shifted by 100MHz through the 110MHz acousto-optic modulator 5 , amplified by the second EDFA and the filter 7 , injected into the sensing fiber 9 , and reaches the second 1:1 coupler 10 through the circulator 8 . Another beam of probe light passes through the 80MHz acousto-optic modulator 4, obtains a frequency shift of 80MHz and modulates it into a narrow pulse with a pulse width of hundreds of nanoseconds (the signal form of which is controlled by FPGA19), is amplified by the first EDFA and its filter 6, and passes through The circulator 8 is injected into the sensing fiber 9 , and the backscattered light at various positions in the sensing fiber 9 returns to the second 1:1 coupler 10 via the circulator 8 . At the second 1:1 coupler 10, the local oscillator light, the forward detection light, and the backscattered detection light interfere with each other to form a beat frequency, and the interference result is amplified by the third EDFA and its filter 11 and then detected by the photodetector 12 Converted to photocurrent, the photocurrent passes through the band-pass filter circuit 13 to filter out shot noise, the signal generator 14 sends out a 90MHz sine wave, and the photocurrent is mixed in the mixer 15, and then the high frequency in the current is eliminated through the low-pass filter circuit 16 The components are collected by the signal acquisition and conditioning module 17, and sent to the host computer 18 to complete AM demodulation, positioning and alarm signal classification, and obtain the vibration conditions along the distributed sensors.
本系统在需要检测振动的范围内铺设一条传感光纤9,利用传感光纤9作为传感器和信号传输介质,实现振动的检测和监测。激光光源1为超窄线宽光源,相干长度大于传感距离,输出连续光,并通过耦合器分为3个部分,一部分作为本振,直接到达光电探测器12,另两部分作为第一探测光和第二探测光。第一探测光经过110MHz声光调制器5调制,光波获得一个频移f1(可选取110MHz),仍为连续光波,经过EDFA放大,并滤除EDFA自发幅值后,注入传感光纤9,通过传感光纤9,经过环形器到8达光电探测器12,此时光波携带了传感光纤9沿线丰富的频率信息。第二探测光经由80MHz声光调制器4调制,光波获得另一个频移f2(可选取80MHz),同时被调制为窄脉冲,经过另一个EDFA放大,并滤除EDFA自发幅值后,经由环形器8从传感光纤9的另一端注入,其反向散射光通过环形器8后到达光电探测器12,此时光波携带了精确的振动定位信息。在光电探测器12前的第二1:1耦合器10处,本振光、第一探测光以及第二探测光的背向散射光发射干涉,形成频率为f1,f2,f1-f2的拍频信号,并用高速光电探测器探测,转化为相应的电信号。通过调节EDFA的放大倍数,可是使得到达光电探测器12的3束光光强相近。光电探测器12的电信号先通过带通滤波电路13,去除系统的高频噪声以及低频干扰,通过混频器15将带通滤波结果和预设的正弦波混频(其频率为f2<f0<f1,可设为90MHz),混频后,拍波频率将降至数十兆赫兹,即f1-f0,f0-f2,f0-(f1-f2),通过低通滤波电路16,将干扰拍f0-(f1-f2)去除,之后放大调理信号,经由采集卡以100MHz的速率采集。在上位机中,对频率在|fi-f0|(i=1,2)的拍信号进行调幅解调,将分别解调出背向散射信号S2以及正向的探测信号S1,根据80MHz声光调制器4的调制信号的重复频率,将S2按时间顺序截断为多条散射迹线r={r1,r2,r3,…,ri,…,rk}The system lays a sensing optical fiber 9 within the range where vibration needs to be detected, and uses the sensing optical fiber 9 as a sensor and signal transmission medium to realize vibration detection and monitoring. The laser light source 1 is an ultra-narrow linewidth light source, the coherence length is greater than the sensing distance, and it outputs continuous light, which is divided into three parts through the coupler, one part is used as a local oscillator, and directly reaches the photodetector 12, and the other two parts are used as the first detection light and a second probe light. The first detection light is modulated by the 110MHz acousto-optic modulator 5, and the light wave obtains a frequency shift f1 (110MHz can be selected), and is still a continuous light wave, which is amplified by the EDFA, and after filtering out the spontaneous amplitude of the EDFA, it is injected into the sensing fiber 9, Pass through the sensing fiber 9, go through the circulator to 8 and reach the photodetector 12. At this time, the light wave carries rich frequency information along the sensing fiber 9. The second probe light is modulated by the 80MHz acousto-optic modulator 4, and the light wave obtains another frequency shift f2 ( 80MHz can be selected), and is modulated into a narrow pulse at the same time, and is amplified by another EDFA, and after the spontaneous amplitude of the EDFA is filtered, it is passed through The circulator 8 is injected from the other end of the sensing fiber 9, and the backscattered light passes through the circulator 8 and then reaches the photodetector 12. At this time, the light wave carries precise vibration location information. At the second 1:1 coupler 10 in front of the photodetector 12, the backscattered light emitted by the local oscillator light, the first probe light, and the second probe light interferes, forming frequencies f 1 , f 2 , f 1 - The beat frequency signal of f 2 is detected by a high-speed photodetector and converted into a corresponding electrical signal. By adjusting the magnification of the EDFA, the intensity of the three beams of light reaching the photodetector 12 can be made similar. The electrical signal of the photodetector 12 first passes through the band-pass filter circuit 13 to remove high-frequency noise and low-frequency interference of the system, and then the band-pass filter result and the preset sine wave are mixed by the mixer 15 (its frequency is f 2 < f 0 <f 1 , can be set to 90MHz), after mixing, the beat frequency will drop to tens of megahertz, namely f 1 -f 0 ,f 0 -f 2 ,f 0 -(f 1 -f 2 ) , through the low-pass filter circuit 16, the interference beat f 0 -(f 1 -f 2 ) is removed, and then the conditioning signal is amplified and collected by the acquisition card at a rate of 100 MHz. In the host computer, the amplitude modulation demodulation is performed on the beat signal with the frequency of |f i -f 0 |(i=1,2), and the backscatter signal S 2 and the forward detection signal S 1 will be demodulated respectively, According to the repetition frequency of the modulation signal of the 80MHz acousto-optic modulator 4, S 2 is truncated into a plurality of scattering traces in time sequence r={r 1 ,r 2 ,r 3 ,…,ri ,…, r k }
为了实现振动事件的定位,使用改进型移动平均算法降低信号噪声,使用均峰比法消除光纤沿线衰减的影响并快速准确定位振动发生位置,该光纤传感方法具体包括以下过程:In order to realize the location of the vibration event, the improved moving average algorithm is used to reduce the signal noise, and the peak-to-average ratio method is used to eliminate the influence of the attenuation along the optical fiber and quickly and accurately locate the location of the vibration. The optical fiber sensing method specifically includes the following processes:
101:选取K条迹线r={r1,r2,r3,…,ri,…,rk},选取平均次数M(推荐M>50),间隔参数n(推荐n=5),对K条迹线采用:第1条到第M条进行平均、第n条到第M-n+1条进行平均……共得T=int((K-M)/n)+1条平均曲线,即:101: Select K traces r={r 1 ,r 2 ,r 3 ,…,r i ,…,r k }, select the average times M (recommended M>50), interval parameter n (recommended n=5) , for K traces: average from the 1st to the Mth, and average from the nth to the M-n+1th...to get T=int((KM)/n)+1 average curves ,which is:
其中,Ri为第i条移动平均所得曲线,int()为向下取整运算。Among them, R i is the curve obtained from the i-th moving average, and int() is the rounding down operation.
102:抽取时域信号tj={xij},其中xij为Ri的第j个值。这里j表征空域,对应位置信息;102: Extract the time-domain signal t j ={ xij}, where x ij is the jth value of R i . Here j represents the airspace, corresponding to the location information;
103:分别计算各个时域信号的均峰比。103: Calculate the peak-to-average ratio of each time-domain signal respectively.
其中,均峰比计算为Cj=max100(|tj|)/average(|tj|),其中max100(|tj|)表示取|tj|最大100个值的平均值,以消除偶然的毛刺影响,average(|tj|)为计算|tj|的平均值,用以描述光强和噪声水平。将均峰比Cj作为对光纤上K条迹线时间内的综合评价,参见图2(a)该值越大表明振动越强烈,通过公式A=(j·c)/(2ncfs)可确定振动位置。其中c为光速,nc为光纤折射率,fs为采集卡采样率。Among them, the peak-to-average ratio is calculated as C j =max 100 (|t j |)/average(|t j |), where max 100 (|t j |) means taking the average value of the maximum 100 values of |t j |, In order to eliminate the impact of occasional burrs, average(|t j |) is the average value of |t j |, which is used to describe the light intensity and noise level. The peak-to-average ratio C j is used as a comprehensive evaluation of the K traces on the fiber, see Figure 2(a). The larger the value, the stronger the vibration. Through the formula A=(j c)/(2n c f s ) can determine the vibration position. Where c is the speed of light, n c is the refractive index of the optical fiber, and f s is the sampling rate of the acquisition card.
为了降低系统的误报率,在定位振动后,还需对振动细节进行分析识别,判定振动种类。当均峰比Cj显示有振动产生时,提取K条迹线对应时间内的前向探测信号S1。由于正向探测信号S1为连续光探测,其频率分辨率为fs/2=50MHz。在得到振动细节信息后可有多种方法对信号进行分类(例如:经验模态分解法、多尺度混沌法、小波包能量法等),这里仅以小波包能量法举例说明。具体包括以下过程:In order to reduce the false alarm rate of the system, after locating the vibration, it is necessary to analyze and identify the vibration details to determine the type of vibration. When the peak-to-average ratio C j shows that vibration occurs, the forward detection signal S 1 within the corresponding time period of the K traces is extracted. Since the forward detection signal S1 is a continuous light detection, its frequency resolution is fs/2=50MHz. There are many ways to classify the signal after the vibration details are obtained (for example: empirical mode decomposition method, multi-scale chaos method, wavelet packet energy method, etc.), and here only the wavelet packet energy method is used as an example. Specifically include the following processes:
1)由于管道沿线振动频率通常在20KHz以下,信号频率对信号S1进行降采样,将采样率降低到40KHz。之后进行4层小波包分解,可得到16个小波包分量,选取前8个分量,如图2(b)所示,作为BP神经网络的输入特征向量;1) Since the vibration frequency along the pipeline is usually below 20KHz, the signal frequency down - samples the signal S1 to reduce the sampling rate to 40KHz. Afterwards, 4 layers of wavelet packet decomposition are performed to obtain 16 wavelet packet components, and the first 8 components are selected, as shown in Figure 2(b), as the input feature vector of the BP neural network;
2)在应用前,先将事先采集的事件信号作为训练和验证集,对BP网络进行训练和验证;2) Before the application, the event signal collected in advance is used as the training and verification set to train and verify the BP network;
3)使用训练好的神经网络即可实现常见事件的判别。3) The discrimination of common events can be realized by using the trained neural network.
例如:针对管道应用的人工挖掘、机械挖掘等。For example: manual excavation, mechanical excavation, etc. for pipeline applications.
本发明实施例对各器件的型号除做特殊说明的以外,其他器件的型号不做限制,只要能完成上述功能的器件均可。In the embodiments of the present invention, unless otherwise specified, the models of the devices are not limited, as long as they can complete the above functions.
本领域技术人员可以理解附图只是一个优选实施例的示意图,上述本发明实施例序号仅仅为了描述,不代表实施例的优劣。Those skilled in the art can understand that the accompanying drawing is only a schematic diagram of a preferred embodiment, and the serial numbers of the above-mentioned embodiments of the present invention are for description only, and do not represent the advantages and disadvantages of the embodiments.
以上所述仅为本发明的较佳实施例,并不用以限制本发明,凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the present invention. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present invention shall be included in the protection of the present invention. within range.
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