CN103654857A - Fetal heart signal acquisition device - Google Patents
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Abstract
本发明公开了一种胎心信号采集装置,该装置包括依次连接的超声多普勒探头、放大电路、模/数转换器、数据处理单元、无线通信单元和远程终端设备,所述超声多普勒探头包括接收晶片和发射晶片,接收晶片为一个圆,发射晶片为一个与接收晶片同心的圆环,接收晶片的外圆与发射晶片的内圆无缝衔接。该装置采用环状超声多普勒探头,能够更好的接收反射到接收晶片上的声波,并利用小波变换对胎心信号进行有效的去噪处理,使胎心信号的周期性能很好地体现出来,从而更精确地计算出胎心率,达到监测胎儿健康状态的目的。该装置结构简单,成本低,操作过程方便智能。
The invention discloses a fetal heart signal acquisition device, which comprises an ultrasonic Doppler probe connected in sequence, an amplifier circuit, an analog/digital converter, a data processing unit, a wireless communication unit and a remote terminal device, the ultrasonic Doppler The Le probe includes a receiving chip and a transmitting chip. The receiving chip is a circle, and the transmitting chip is a ring concentric with the receiving chip. The outer circle of the receiving chip is seamlessly connected with the inner circle of the transmitting chip. The device uses a ring-shaped ultrasonic Doppler probe, which can better receive the sound waves reflected on the receiving chip, and uses wavelet transform to effectively denoise the fetal heart signal, so that the cycle performance of the fetal heart signal can be well reflected. Come out, so as to more accurately calculate the fetal heart rate, to achieve the purpose of monitoring the health status of the fetus. The device has the advantages of simple structure, low cost and convenient and intelligent operation process.
Description
技术领域 technical field
本发明涉及一种胎心信号采集装置,特别是涉及一种基于小波变换的胎心信号采集装置,属于声学传感器与信号处理领域。 The invention relates to a fetal heart signal acquisition device, in particular to a wavelet transform-based fetal heart signal acquisition device, which belongs to the field of acoustic sensors and signal processing.
背景技术 Background technique
胎心信号是判断胎儿在母体内健康状态的重要生理和病理信息,尤其是对围产期胎心信号的采集和监测,有助于提高胎儿分娩质量,降低胎儿的畸形率和死亡率,因此,胎心信号采集和监测在临床诊断中具有重要的意义。利用超声多普勒探头检测胎心信号是获得胎儿心率的重要方法,但是超声波的回波为非平稳随机信号,其中有用信号表现为低频信号,噪声信号表现为高频信号,且胎心信号具有信号微弱、信噪比低、非平稳性等随机性特点,因此,我们需要剔除噪声所表现的高频量,又要保留那些反映信号有用信息的低频量。 Fetal heart signal is an important physiological and pathological information for judging the health status of the fetus in the mother's body, especially the collection and monitoring of fetal heart signal during the perinatal period can help improve the quality of fetal delivery and reduce the rate of fetal malformation and mortality. , Fetal heart signal acquisition and monitoring is of great significance in clinical diagnosis. Using ultrasonic Doppler probe to detect fetal heart rate signal is an important method to obtain fetal heart rate, but the ultrasonic echo is a non-stationary random signal, in which the useful signal is a low-frequency signal, and the noise signal is a high-frequency signal, and the fetal heart signal has Weak signal, low signal-to-noise ratio, non-stationarity and other random characteristics, therefore, we need to eliminate the high-frequency amount represented by the noise, and retain the low-frequency amount that reflects the useful information of the signal.
为了提取有用的低频信号,传统的去噪方法是将被噪声干扰的信号通过一个滤波器,例如带通滤波器,滤掉噪声频率成分,但传统的线性滤波方法由于其尺度的单一性,不能很好地解决保护信号局部特性与抑制噪声之间的矛盾,经过传统滤波处理的胎心信号,不仅信噪比得不到较大改善,而且信号分析中最重要的瞬变点位置信息也被模糊掉了。而且,特定的信噪数据还需要设计一个特定的滤波器与之相匹配,相应的也增加了设备成本。 In order to extract useful low-frequency signals, the traditional denoising method is to pass the signal interfered by noise through a filter, such as a band-pass filter, to filter out the noise frequency components, but the traditional linear filtering method cannot It solves the contradiction between protecting the local characteristics of the signal and suppressing the noise well. The fetal heart signal processed by traditional filtering not only does not greatly improve the signal-to-noise ratio, but also the most important transient point position information in signal analysis is also blocked. blurred out. Moreover, a specific filter needs to be designed to match the specific signal-to-noise data, which correspondingly increases the equipment cost.
发明内容 Contents of the invention
本发明的目的,在于提供一种胎心信号采集装置,该装置能够对胎心信号进行有效胎心信号捕捉和去噪处理,并且降低了设备成本。 The object of the present invention is to provide a fetal heart signal acquisition device, which can effectively capture and denoise the fetal heart signal, and reduce the equipment cost.
为了实现上述目的,本发明所采用的技术方案如下: In order to achieve the above object, the technical scheme adopted in the present invention is as follows:
一种胎心信号采集装置,包括带有接收晶片和发射晶片的超声多普勒探头,所述接收晶片为一个圆,所述发射晶片为一个与所述接收晶片同心的圆环,接收晶片的外圆与发射晶片的内圆无缝衔接。 A fetal heart signal acquisition device includes an ultrasonic Doppler probe with a receiving chip and a transmitting chip, the receiving chip is a circle, the transmitting chip is a ring concentric with the receiving chip, and the receiving chip is The outer circle seamlessly connects with the inner circle of the emitting chip.
进一步的,所述胎心信号采集装置还包括与所述超声多普勒探头依次连接的放大电路、模/数转换器、数据处理单元,所述数据处理单元用于对经放大和模数转换后的信号进行小波变换去噪处理。 Further, the fetal heart signal acquisition device also includes an amplification circuit, an analog-to-digital converter, and a data processing unit sequentially connected to the ultrasonic Doppler probe, and the data processing unit is used for amplifying and analog-to-digital conversion The final signal is denoised by wavelet transform.
优选的,所述小波变换去噪处理方法为,利用db6小波函数,对经放大和模数转换后的信号进行3层小波分解,剔除信号中的高频部分并对低频部分进行重构。 Preferably, the wavelet transform denoising processing method is to use db6 wavelet function to perform three-layer wavelet decomposition on the amplified and analog-to-digital converted signal, remove the high-frequency part of the signal and reconstruct the low-frequency part.
进一步的,所述胎心信号采集装置还包括无线通信单元、远程终端设备,所述无线通信单元与所述数据处理单元连接,所述远程终端设备与所述无线通信单元无线信号连接,用于接收经数据处理单元处理后的胎心信号。 Further, the fetal heart signal acquisition device also includes a wireless communication unit and a remote terminal device, the wireless communication unit is connected to the data processing unit, and the remote terminal device is connected to the wireless communication unit with a wireless signal for The fetal heart rate signal processed by the data processing unit is received.
采用上述方案后,本发明的一种胎心信号采集装置,采用环状超声多普勒探头,能够更好的接收反射到接收晶片上的声波,并利用小波变换对胎心信号进行有效的去噪处理,使胎心信号的周期性能很好地体现出来,从而更精确地计算出胎心率,达到监测胎儿健康状态的目的。该装置结构简单,成本低,操作过程方便智能。 After adopting the above scheme, a fetal heart signal acquisition device of the present invention adopts a ring-shaped ultrasonic Doppler probe, which can better receive the sound waves reflected on the receiving chip, and use wavelet transform to effectively remove the fetal heart signal. Noise processing, so that the cycle performance of the fetal heart signal is well reflected, so that the fetal heart rate can be calculated more accurately, and the purpose of monitoring the fetal health status can be achieved. The device has the advantages of simple structure, low cost and convenient and intelligent operation process.
附图说明 Description of drawings
图1是本发明的一种基于小波变换的胎心信号处理装置的系统结构框图。 Fig. 1 is a system structure block diagram of a fetal heart signal processing device based on wavelet transform in the present invention.
图2是传统探头的结构图。 Figure 2 is a structural diagram of a conventional probe.
图3是本发明的超声多普勒探头结构图。 Fig. 3 is a structure diagram of the ultrasonic Doppler probe of the present invention.
图4是经过传统带通滤波器滤波后的胎心信号波形图。 Fig. 4 is a waveform diagram of the fetal heart signal filtered by a traditional band-pass filter.
图5是经过本发明的小波分析后的胎心信号波形图。 Fig. 5 is a waveform diagram of the fetal heart signal after the wavelet analysis of the present invention.
具体实施方式 Detailed ways
下面将结合附图,对本发明的技术方案作进一步详细的说明。 The technical solutions of the present invention will be described in further detail below in conjunction with the accompanying drawings.
如图2所示,传统的超声波探头发射晶片和接收晶片靠的很近,发射信号总会有一部分直接耦合到接收晶片中,因此接收晶片所接收的超声信号并不完全是由脏器反射的具有多普勒频移的回波,接收晶片接收到的胎心信号有噪声,这对胎儿的健康状态监测将会产生影响。 As shown in Figure 2, the transmitting chip and the receiving chip of the traditional ultrasonic probe are very close, and a part of the transmitting signal will always be directly coupled to the receiving chip, so the ultrasonic signal received by the receiving chip is not completely reflected by the viscera. The echo with Doppler frequency shift, the fetal heart signal received by the receiving chip is noisy, which will have an impact on the health status monitoring of the fetus.
如图1和图3所示,本发明的一种胎心信号处理装置包括带有接收晶片和发射晶片的超声多普勒探头,所述接收晶片为一个圆,所述发射晶片为一个与所述接收晶片同心的圆环,这样接收到的超声声场面积较大并成一个扇形,可以极大提高捕捉胎儿心音信号的能力,以便于长时间监护使用,并且接收晶片的外圆与发射晶片的内圆无缝衔接。 As shown in Fig. 1 and Fig. 3, a kind of fetal heart signal processing device of the present invention comprises the ultrasonic Doppler probe that has receiving chip and transmitting chip, and described receiving chip is a circle, and described transmitting chip is a The concentric ring of the receiving chip, so that the received ultrasonic sound field has a large area and forms a fan shape, which can greatly improve the ability to capture fetal heart sound signals, so that it can be used for long-term monitoring, and the outer circle of the receiving chip is the same as that of the transmitting chip. The inner circle is seamlessly connected.
所述胎心信号采集装置还包括与所述超声多普勒探头依次连接的放大电路、模/数转换器、数据处理单元,所述数据处理单元用于对经放大和模数转换后的信号进行小波变换去噪处理。 The fetal heart signal acquisition device also includes an amplification circuit, an analog/digital converter, and a data processing unit sequentially connected to the ultrasonic Doppler probe, and the data processing unit is used for amplifying and analog-to-digital converted signals Carry out wavelet transform denoising processing.
所述装置还包括无线通信单元、远程终端设备,所述无线通信单元与数据处理单元连接,所述远程终端设备与无线通信单元无线信号连接,用于接收处理后的胎心信息,远程终端设备可以是手机、平板电脑等,数据处理单元可以是CPU、MCU等,无线通信单元可以是GSM、CDMA、3G等。 The device also includes a wireless communication unit and a remote terminal device, the wireless communication unit is connected to the data processing unit, the remote terminal device is connected to the wireless communication unit with a wireless signal, and is used to receive the processed fetal heart rate information, and the remote terminal device It can be mobile phone, tablet computer, etc., the data processing unit can be CPU, MCU, etc., and the wireless communication unit can be GSM, CDMA, 3G, etc.
一种小波变换采集装置的实现方法:将超声多普勒探头置于孕妇腹部采集胎儿心音信号,超声多普勒探头将采集到的信号经过放大电路进行放大,放大后的信号经模/数转换器转换成数字信号并传送给数据处理单元,数据处理单元通过小波变换算法对信号进行滤波去噪处理,最后经处理后的信号通过无线通信单元发送到远程终端设备,由远程终端设备进行后期运算处理;所述通过小波变换算法对信号进行滤波去噪处理具体为,利用db6小波函数,对经放大和模数变换后的胎心信号进行3层小波分解,剔除高频部分并对低频部分进行重构,得到有用信号。经过小波变换后的信号更加贴近胎儿原始的心跳信号,对胎儿健康状态的预测更加准确、可靠。 A method for realizing a wavelet transform acquisition device: place an ultrasonic Doppler probe on the abdomen of a pregnant woman to collect fetal heart sound signals, the ultrasonic Doppler probe amplifies the collected signal through an amplification circuit, and the amplified signal is converted by analog/digital conversion The digital signal is converted into a digital signal and sent to the data processing unit. The data processing unit performs filtering and denoising processing on the signal through the wavelet transform algorithm. Finally, the processed signal is sent to the remote terminal device through the wireless communication unit, and the remote terminal device performs post-processing. Processing: the signal is filtered and denoised by the wavelet transform algorithm, specifically, using the db6 wavelet function to perform 3-layer wavelet decomposition on the amplified and analog-to-digital converted fetal heart signal, removing high-frequency parts and performing low-frequency part Refactor to get useful signals. The signal after wavelet transformation is closer to the original heartbeat signal of the fetus, and the prediction of the health status of the fetus is more accurate and reliable.
如图4所示,为传统的带通滤波器滤波后的胎心信号波形图,纵轴为幅值,横轴为时间,带通滤波器参数设置为:带宽为30-250Hz,数据采样率为2000Hz,衰减系数为80dB,采用FIR数字滤波器,加Hamming窗,提供线性相位。 As shown in Figure 4, it is the fetal heart signal waveform diagram filtered by the traditional band-pass filter, the vertical axis is the amplitude, and the horizontal axis is time, the parameters of the band-pass filter are set as follows: the bandwidth is 30-250Hz, the data sampling rate It is 2000Hz, and the attenuation coefficient is 80dB. It adopts FIR digital filter and adds Hamming window to provide linear phase.
如图5所示,为本发明的经小波分析后的胎心信号波形图,其中:a1为第一次小波重构后的信号幅值,a2为第二次小波重构后的信号幅值,a3为第三次小波重构后的信号幅值,a1、a2、a3的横轴都是时间。根据胎心信号具有信号弱、信噪比低、非平稳的随机性特点,利用小波的多分辨分析特性,选择合适的小波基,优化分解层数,将胎心信号的高频部分和低频部分分离,并剔除高频部分,得到包含全部胎儿心跳信息的低频部分,然后对低频部分进行信号重构,可以大大提高信噪比。为了保证处理的有效性、光滑度和正则性,选取db6小波函数,它具有双正交性、紧支撑性、正则性等优点,dbN小波系的正则性随序号N的增加而增加,可以避免信号移相,在信号重构时获得较好的平滑效果。小波分解层数的选择也很重要,小波分解层数越大,其滤波器的长度越长,滤波性能越好,但信号处理的时延也越长,时域定位性变差。小波分解层数主要从其频段划分特性出发,根据有用信号的频率来选择,本发明中,数据采样率为2000Hz,通过理论推导和实验对胎心数据进行3层小波分解,剔除不需要的高频部分,并对胎心信号的低频部分进行重构。由图5可以看出对原始胎心信号进行3层分解和低频重构后,得到包含全部胎儿心跳信息的低频部分,而且具有较少的噪声,信号的噪声大大降低了,且信号有明显的周期性。而图4经带通滤波器滤波后的信号,虽有一定的周期性,但噪声和干扰仍比较大,信号信噪比很差。因此小波变换是对非平稳信号的一种有效的去噪方法。 As shown in Figure 5, it is the waveform diagram of the fetal heart signal after wavelet analysis of the present invention, wherein: a1 is the signal amplitude after the wavelet reconstruction for the first time, and a2 is the signal amplitude after the wavelet reconstruction for the second time , a3 is the signal amplitude after the third wavelet reconstruction, and the horizontal axes of a1, a2, and a3 are time. According to the characteristics of weak signal, low signal-to-noise ratio, and non-stationary randomness of the fetal heart signal, using the multi-resolution analysis characteristics of wavelet, selecting the appropriate wavelet base, optimizing the number of decomposition layers, and dividing the high-frequency part and low-frequency part of the fetal heart signal Separate and remove the high-frequency part to obtain the low-frequency part containing all fetal heartbeat information, and then reconstruct the signal of the low-frequency part, which can greatly improve the signal-to-noise ratio. In order to ensure the effectiveness, smoothness and regularity of the processing, the db6 wavelet function is selected, which has the advantages of biorthogonality, compact support, and regularity. The regularity of the dbN wavelet system increases with the increase of the serial number N, which can avoid Signal phase shifting to obtain better smoothing effect during signal reconstruction. The choice of wavelet decomposition layers is also very important. The larger the number of wavelet decomposition layers, the longer the length of the filter and the better the filtering performance, but the longer the signal processing delay, the worse the time domain positioning. The number of wavelet decomposition layers is mainly based on its frequency band division characteristics, and is selected according to the frequency of the useful signal. In the present invention, the data sampling rate is 2000 Hz, and the fetal heart rate data is decomposed by three layers of wavelet through theoretical derivation and experiments to remove unnecessary high frequency part, and reconstruct the low frequency part of the fetal heart signal. It can be seen from Figure 5 that after the three-layer decomposition and low-frequency reconstruction of the original fetal heartbeat signal, the low-frequency part containing all the fetal heartbeat information is obtained, and has less noise, the noise of the signal is greatly reduced, and the signal has obvious periodic. However, the signal filtered by the band-pass filter in Figure 4 has certain periodicity, but the noise and interference are still relatively large, and the signal-to-noise ratio is very poor. Therefore, wavelet transform is an effective denoising method for non-stationary signals.
以上实施例仅为说明本发明的技术思想,不能以此限定本发明的保护范围,凡是按照本发明提出的技术思想,在技术方案基础上所做的任何改动,均落入本发明保护范围之内。 The above embodiments are only to illustrate the technical ideas of the present invention, and can not limit the protection scope of the present invention with this. All technical ideas proposed in accordance with the present invention, any changes made on the basis of technical solutions, all fall within the protection scope of the present invention. Inside.
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CN119157509A (en) * | 2024-11-08 | 2024-12-20 | 西安存济妇产医院有限公司 | A method and system for intelligent monitoring of fetal heart rate in obstetrics |
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