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CN111772676B - Ultrafast ultrasonic Doppler spinal cord micro-blood flow imaging system - Google Patents

Ultrafast ultrasonic Doppler spinal cord micro-blood flow imaging system Download PDF

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CN111772676B
CN111772676B CN202010723268.3A CN202010723268A CN111772676B CN 111772676 B CN111772676 B CN 111772676B CN 202010723268 A CN202010723268 A CN 202010723268A CN 111772676 B CN111772676 B CN 111772676B
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许凯亮
臧佳琦
闫少渊
他得安
王威琪
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Fudan University
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Abstract

The invention belongs to the technical field of biomedical ultrasonic imaging, and particularly relates to an ultrafast ultrasonic Doppler spinal cord micro-blood flow imaging system. The system comprises two parts, namely hardware and software; the hardware part comprises an ultrasonic wave transmitting and receiving module and an experimental equipment module. The software part comprises ultra-fast ultrasonic imaging, beam synthesis, motion calibration, clutter filtering, doppler imaging, difference solving, correlation analysis and other modules. Firstly, an ultrasonic plane wave transmitting and receiving control module is compiled based on an ultrafast ultrasonic imaging technology and a multi-angle plane wave composite imaging theory, and a hardware device is controlled by computer software to transmit and receive ultrasonic waves; processing the received echo data to finally obtain a Doppler blood flow image; and analyzing parameters such as the speed, the direction and the like of the blood flow. The system also provides a mode for imaging spinal micro-blood flow under the conditions of spinal pressurization and injury, and can perform spinal functional analysis and physiological and pathological analysis.

Description

超快超声多普勒脊髓微血流成像系统Ultrafast Ultrasonic Doppler Spinal Cord Microflow Imaging System

技术领域technical field

本发明属于生物医学超声成像技术领域,具体涉及脊髓微血流成像系统。The invention belongs to the technical field of biomedical ultrasonic imaging, in particular to a spinal cord micro-blood flow imaging system.

背景技术Background technique

脊髓损伤常伴随着功能性神经损伤,创伤中心区域血流完全损失和周围血流灌注量的减少可用于指示脊髓功能损伤病灶。Spinal cord injury is often accompanied by functional nerve injury, and the complete loss of blood flow in the trauma center and the reduction of peripheral blood perfusion can be used to indicate the lesion of spinal cord function injury.

目前,临床上进行脊柱损伤的标准诊断方法有X光平片、计算机断层扫描(CT)和核磁共振成像(MRI)等。这些方法目前仍旧存在以下不足:存在对人体健康有害的电磁辐射,成本高,成像时间较长。相比于这些已有的方法,超声成像具有成像速度快、设备便携、成本低和无电离辐射等优点。基于多角度平面波复合成像的超快超声多普勒血流成像方法作为一种新型血流监测技术,具有对脊髓内微血管和相关微血流进行高分辨率成像的潜力。(何琼,罗建文.超高速超声成像的研究进展[J].中国医学影像技术,2014,30(8):1251-1255.)。At present, the standard clinical diagnostic methods for spinal injuries include X-ray plain film, computed tomography (CT) and magnetic resonance imaging (MRI). These methods still have the following disadvantages: there is electromagnetic radiation harmful to human health, the cost is high, and the imaging time is long. Compared with these existing methods, ultrasound imaging has the advantages of fast imaging speed, portable equipment, low cost and no ionizing radiation. Ultrafast ultrasonic Doppler blood flow imaging method based on multi-angle plane wave composite imaging, as a new blood flow monitoring technology, has the potential of high-resolution imaging of intraspinal microvessels and related microblood flow. (He Qiong, Luo Jianwen. Research progress of ultra-high-speed ultrasound imaging[J]. Chinese Medical Imaging Technology, 2014,30(8):1251-1255.).

发明内容Contents of the invention

本发明的目的在于提供一种成像速度快、设备便携、成本低和无电离辐射的脊髓微血流成像系统。The purpose of the present invention is to provide a spinal cord micro blood flow imaging system with high imaging speed, portable equipment, low cost and no ionizing radiation.

本发明提供的脊髓微血流成像系统,是基于超快超声多普勒技术的,该系统分为硬件和软件两部分。其中,硬件部分可分为两大模块:超声信号发射和接收模块,以及实验器材模块。超声信号发射和接收模块包含波形发生器、超声探头、模拟信号放大器、模拟信号滤波器、模数转换器和存储单元;实验器材模块包含脊髓固定装置、生理信号检测装置、脊髓加压装置、电刺激装置、示波器和任意波形发生器;软件部分包括超声脉冲发射与接受序列模块、波束合成模块、运动校准模块、杂波滤除取模块、血流多普勒成像模块、求差模块。该系统涉及的技术包含超快超声成像技术、超声血流多普勒成像技术、脊髓功能成像等。The spinal cord micro-flow imaging system provided by the present invention is based on ultra-fast ultrasonic Doppler technology, and the system is divided into two parts: hardware and software. Among them, the hardware part can be divided into two modules: the ultrasonic signal transmitting and receiving module, and the experimental equipment module. The ultrasonic signal transmitting and receiving module includes a waveform generator, an ultrasonic probe, an analog signal amplifier, an analog signal filter, an analog-to-digital converter and a storage unit; the experimental equipment module includes a spinal cord fixation device, a physiological signal detection device, a spinal cord compression device, an electric Stimulation device, oscilloscope and arbitrary waveform generator; the software part includes ultrasonic pulse transmission and reception sequence module, beamforming module, motion calibration module, clutter filtering module, blood flow Doppler imaging module, and difference module. The technologies involved in the system include ultrafast ultrasound imaging technology, ultrasound blood flow Doppler imaging technology, spinal cord functional imaging, etc.

(一)硬件部分(1) Hardware part

1.超声波发射与接收模块1. Ultrasonic transmitting and receiving module

超声波发射与接收模块包括波形发生器、超声探头、模拟信号放大器、模拟信号滤波器、模数转换器和存储单元。该模块的作用是发射超声信号的接收回波信号。The ultrasonic transmitting and receiving module includes a waveform generator, an ultrasonic probe, an analog signal amplifier, an analog signal filter, an analog-to-digital converter and a storage unit. The function of this module is to transmit the ultrasonic signal and receive the echo signal.

优选地,该硬件模块的连接方式和工作流程如图2所示,首先由软件设定的超声波发射与接收序列控制波形发生器产生传输波形,并由超声探头将电能转化为声能发射超声波;回波信号的接收由同一个或不同的超声探头完成,并由模拟信号放大器和模拟信号滤波器对回波信号进行处理,然后又模数转换器进行模数转换,送入存储单元,完成数据存储。Preferably, the connection mode and work flow of the hardware module are shown in Figure 2. First, the ultrasonic transmission and reception sequence set by the software controls the waveform generator to generate a transmission waveform, and the ultrasonic probe converts electrical energy into acoustic energy to emit ultrasonic waves; The echo signal is received by the same or different ultrasonic probes, and the echo signal is processed by the analog signal amplifier and analog signal filter, and then the analog-to-digital converter performs analog-to-digital conversion, and sends it to the storage unit to complete the data storage.

2.实验器材模块2. Experimental equipment module

实验器材模块用于对脊髓进行固定,并在不同的条件下对脊髓微血流成像,和相关生理信号的监测。The experimental equipment module is used to fix the spinal cord, image the micro blood flow of the spinal cord under different conditions, and monitor the relevant physiological signals.

优选地,该模块包括脊髓固定装置、生理信号监测装置、脊髓加压装置、电刺激装置、示波器和任意波形发生器。脊髓固定装置用于对脊髓进行固定,可以利用脊髓加压装置对脊髓定量地加压,并通过示波器观察在不同的压力情况下血流动力学的变化;也可以利用电刺激装置对观测对象施加电刺激,通过脊髓微血流分析探究脊髓神经功能与血流变化的关系,从而进行相关的生理病理性分析;并可以辅以生理信号监测装置实时测量呼吸、心跳等生理信号,进行呼吸心跳相关的运动校准,以及其他生理信号与血流信号的相关性分析。Preferably, the module includes a spinal cord fixation device, a physiological signal monitoring device, a spinal cord compression device, an electrical stimulation device, an oscilloscope and an arbitrary waveform generator. The spinal cord fixation device is used to fix the spinal cord. The spinal cord compression device can be used to quantitatively pressurize the spinal cord, and the hemodynamic changes under different pressure conditions can be observed through an oscilloscope; Electrical stimulation, explore the relationship between spinal cord nerve function and blood flow changes through spinal cord micro blood flow analysis, so as to conduct related physiological and pathological analysis; and can be supplemented with physiological signal monitoring devices to measure physiological signals such as respiration and heartbeat in real time, and perform respiration and heartbeat correlation. Calibration of motion, and correlation analysis of other physiological signals and blood flow signals.

(二)软件模块(2) Software modules

软件模块包括超声脉冲发射与接受序列模块、波束合成模块、运动校准模块、杂波滤除模块、血流多普勒成像模块、求差模块。The software modules include an ultrasonic pulse transmitting and receiving sequence module, a beam forming module, a motion calibration module, a clutter filtering module, a blood flow Doppler imaging module, and a difference calculation module.

该脊髓血流多普勒成像系统的软件流程如图1所示。首先,由超声脉冲发射与接受序列模块编写超声平面波发射与接收序列,控制硬件模块发射超声波并接收回波信号。由波束合成模块对接收到的回波信号进行波束合成,得到B模式图像,并对发射多个角度平面波得到的B模式图像的数据进行相干复合,得到高质量的B模式图像。由运动校准模块对图像之间的位置进行校准(呼吸会引起脊髓位置的移动,因此需要校准)。接下来由杂波滤除模块进行杂波滤除,已知接收到的全部信号为y,y=s+t+n,s为血流信号,t为组织信号,n为噪声信号,需要滤除原始信号中的组织信号和噪声信号,才能得到清晰的血流信号图。接下来由血流多普勒成像模块做进一步的处理得到多普勒血流图。若是对脊髓加压或是对观测对象施加电刺激,对不同状态下的得到的图像数据由求差模块进行求差计算,以便进行脊髓功能分析和相关的生理病理性分析。The software flow of the spinal cord blood flow Doppler imaging system is shown in Figure 1. First, the ultrasonic plane wave transmitting and receiving sequence is programmed by the ultrasonic pulse transmitting and receiving sequence module, and the hardware module is controlled to transmit ultrasonic waves and receive echo signals. The beamforming module performs beamforming on the received echo signals to obtain a B-mode image, and coherently combines the data of the B-mode image obtained by transmitting multiple angle plane waves to obtain a high-quality B-mode image. The position between images is calibrated by a motion calibration module (breathing causes movement of the spinal cord position, so calibration is required). Next, the clutter filtering module performs clutter filtering. It is known that all received signals are y, y=s+t+n, s is the blood flow signal, t is the tissue signal, and n is the noise signal, which needs to be filtered Only by removing the tissue signal and noise signal in the original signal can a clear blood flow signal map be obtained. Next, the blood flow Doppler imaging module performs further processing to obtain a Doppler blood flow map. If the spinal cord is pressurized or electrical stimulation is applied to the observed object, the difference calculation module performs difference calculation on the image data obtained in different states, so as to perform spinal cord function analysis and related physiological and pathological analysis.

(1)超声平面波发射与接收模块(1) Ultrasonic plane wave transmitting and receiving module

确定一个超声平面波的发射和接收序列,基于超快超声成像技术,满足高帧频、高质量成像的要求。Determine the emission and reception sequence of an ultrasonic plane wave, based on ultra-fast ultrasonic imaging technology, to meet the requirements of high frame rate and high-quality imaging.

具体地,确定用于超快超声平面波成像的方法对脊髓微血流进行超声多普勒成像的一个高效的信号发射和接收序列(包含超声平面波脉冲的发射和回波数据的接收),一个完整的序列包含多个子序列,在每一个子序列中,发射一组N个不同角度的倾斜平面波,由这N次发射倾斜平面波得到的B模式图像可合成一帧高质量的B模式图像。1秒内该子序列重复K次即每秒可以获得K帧高质量的复合B模式图像。设定采样时长为t秒,对时间t秒内得到的回波数据进行分析。Specifically, to determine an efficient signal transmission and reception sequence (including the transmission of ultrasonic plane wave pulses and the reception of echo data) for ultrasonic Doppler imaging of spinal cord micro blood flow, a complete The sequence of includes multiple sub-sequences. In each sub-sequence, a set of N inclined plane waves with different angles are emitted, and the B-mode images obtained from the N inclined plane waves can be synthesized into a frame of high-quality B-mode images. The sub-sequence is repeated K times within 1 second, that is, K frames of high-quality composite B-mode images can be obtained per second. Set the sampling time as t seconds, and analyze the echo data obtained within the time t seconds.

为了能够观察到连续多帧图像之间细微的血流变化,并且尽可能地提高成像帧率,需要计算两次发射超声平面波之间的可以达到的最短的时间间隔,计算出理论上的最高成像帧频,据此设计平面波发射与接收序列。由于超声波在一定距离内的传播时间受到声波在某一特定介质内传播速度的制约,因此存在一个最小的物理极限,其分析过程如下:In order to be able to observe subtle changes in blood flow between consecutive multi-frame images, and to increase the imaging frame rate as much as possible, it is necessary to calculate the achievable shortest time interval between two transmissions of ultrasonic plane waves, and calculate the theoretical maximum imaging Frame frequency, according to which the plane wave transmitting and receiving sequences are designed. Since the propagation time of ultrasonic waves within a certain distance is restricted by the propagation speed of sound waves in a specific medium, there is a minimum physical limit, and the analysis process is as follows:

利用该线阵探头对感兴趣的区域进行复合平面波扫描,可以观察到长方形的成像区域。为了得到该成像区域清晰的图像信息,前一次与后一次平面波脉冲发射的时间间隔,要大于等于超声波在该长方形区域对角线长度往返所需要的时间。已知成像区域深度为d、探头阵列的总长度为L,超声波在软组织中的传播速度为c,那么两次发射超声平面波之间的最短的时间间隔计算如下:一组倾斜平面波的个数为N,那么理论上最高帧频为:/> Using the linear array probe to scan the area of interest with a compound plane wave, a rectangular imaging area can be observed. In order to obtain clear image information in the imaging area, the time interval between the previous and subsequent plane wave pulse transmissions should be greater than or equal to the time required for ultrasonic waves to go back and forth in the diagonal length of the rectangular area. It is known that the depth of the imaging area is d, the total length of the probe array is L, and the propagation speed of ultrasound in soft tissue is c, then the shortest time interval between two transmissions of ultrasonic plane waves is calculated as follows: The number of a group of inclined plane waves is N, then the theoretical maximum frame rate is: />

(2)波束合成模块:对一段时间接收到的回波数据进行波束合成,得到成像区域的B模式图像的数据。即对时间t秒内的超声探头接收到的每一组N个角度的回波数据进行波束合成,获得连续多帧高质量的复合B模式图像。(2) Beamforming module: perform beamforming on echo data received for a period of time to obtain B-mode image data of the imaging area. That is, beamforming is performed on each group of echo data of N angles received by the ultrasound probe within a time period of t seconds to obtain continuous multi-frame high-quality composite B-mode images.

优选地,波束合成之后,对每一组发射多角度倾斜平面波得到的图像数据进行相干复合成像,可以有效地提高图像的信噪比和分辨率,得到高质量的B模式图像。Preferably, after beamforming, coherent composite imaging is performed on each group of image data obtained by emitting multi-angle inclined plane waves, which can effectively improve the signal-to-noise ratio and resolution of the image, and obtain high-quality B-mode images.

(3)运动校准模块:呼吸会引起脊髓位置移动,需要进行图像之间的位置校准。(3) Motion calibration module: Breathing will cause the position of the spinal cord to move, and position calibration between images is required.

(4)杂波滤除模块:接收到的回波数据包含三部分,静态组织的回波信号、血流的回波信号和噪声。因此需要对运动校准之后的图像数据进行滤波,滤除噪声和静态组织信号的数据。(4) Clutter filtering module: the received echo data includes three parts, the echo signal of static tissue, the echo signal of blood flow and noise. Therefore, it is necessary to filter the image data after motion calibration to filter out noise and static tissue signal data.

优选地,本发明中,所述滤波采用特征值分解的方法。该方法主要分为以下三步:特征值分解,滤除杂波分量对应的特征向量和特征值,矩阵重构。Preferably, in the present invention, the filtering adopts an eigenvalue decomposition method. The method is mainly divided into the following three steps: eigenvalue decomposition, filtering out eigenvectors and eigenvalues corresponding to clutter components, and matrix reconstruction.

(4.1)特征值分解:首先,将连续多帧的图像数据构建为一个二维矩阵Am*n。特征值分解过程如下:(4.1) Decomposition of eigenvalues: firstly, the image data of consecutive multiple frames is constructed into a two-dimensional matrix A m*n . The eigenvalue decomposition process is as follows:

E(A*AT)=λ*U*UTE(A*A T )=λ*U*U T ;

其中,U为m*m的特征向量矩阵,λ是m*m的对角阵,对角元素是矩阵特征值。Among them, U is the eigenvector matrix of m*m, λ is the diagonal matrix of m*m, and the diagonal elements are the eigenvalues of the matrix.

(4.2)滤除杂波分量对应的特征向量和特征值,已知静态组织杂波分量对应特征值较大的信号成分,动态血流信号对应特征值较小的信号成分。将前k个最大的特征值和对应的特征向量置零,得到新的特征向量矩阵为Uk(4.2) Filter out the eigenvectors and eigenvalues corresponding to the clutter components. It is known that the static tissue clutter components correspond to signal components with larger eigenvalues, and the dynamic blood flow signals correspond to signal components with smaller eigenvalues. Set the first k largest eigenvalues and corresponding eigenvectors to zero to obtain a new eigenvector matrix U k .

(4.3)重构图像矩阵,如下式所示,Ym*n为提取出的动态血流成分的矩阵。(4.3) Reconstruct the image matrix, as shown in the following formula, Y m*n is the matrix of the extracted dynamic blood flow components.

进一步优选地,其中k的选取以下几种方法:1.直接法:直接确定k值,建议k取m(特征值总数)的5%~25%。2.间接法:根据特征值之间的相对分布决定杂波成分对应的特征值子集。首先将特征值按照降序排列,将相邻两个特征值的差λii+1下降至某一阈值σ或是比值λii+1下降至某一阈值δ时对应的特征值的序号i作为k的取值。σ的建议取值为0.15~0.2,δ的建议取值为1.0015~1.002。3.多普勒频移分析法:血流信号的多普勒频移较高,软组织信号的多普勒频移较低。通过计算各个特征向量的多普勒频移fi,确定需要滤除的特征向量和特征值。归一化之后的多普勒频移的范围为0~0.5,建议取0.03~0.04中的某一个值作为软组织信号的截止频率,将多普勒频移在该截止频率以下的特征向量及其对应的特征值置零,那么就可以滤除杂波分量。该截止频率对应的特征向量的下标即为k。多普勒频移的计算公式如下:Further preferably, k is selected in the following ways: 1. Direct method: directly determine the value of k, and it is recommended that k be 5% to 25% of m (the total number of eigenvalues). 2. Indirect method: Determine the eigenvalue subset corresponding to the clutter component according to the relative distribution between eigenvalues. First, the eigenvalues are arranged in descending order, and the difference between two adjacent eigenvalues λ ii+1 drops to a certain threshold σ or the corresponding feature when the ratio λ ii+1 drops to a certain threshold δ The serial number i of the value is used as the value of k. The recommended value of σ is 0.15-0.2, and the recommended value of δ is 1.0015-1.002. 3. Doppler frequency shift analysis method: the Doppler frequency shift of blood flow signal is higher, and the Doppler frequency shift of soft tissue signal lower. By calculating the Doppler frequency shift fi of each eigenvector, the eigenvectors and eigenvalues to be filtered out are determined. The Doppler frequency shift after normalization ranges from 0 to 0.5. It is recommended to take a value between 0.03 and 0.04 as the cutoff frequency of soft tissue signals, and the Doppler frequency shift below the cutoff frequency. The corresponding eigenvalues are set to zero, then the clutter components can be filtered out. The subscript of the eigenvector corresponding to the cutoff frequency is k. The calculation formula of Doppler frequency shift is as follows:

其中,PRF是脉冲发射频率,m是一个特征向量的总长度,ei(j)是第i个特征向量对应的第j个元素。Wherein, PRF is the pulse emission frequency, m is the total length of a feature vector, e i (j) is the jth element corresponding to the i-th feature vector.

(5)多普勒成像模块:对提取出的动态血流信号进一步处理,得到多普勒成像结果。(5) Doppler imaging module: further process the extracted dynamic blood flow signals to obtain Doppler imaging results.

(6)求差模块:在施加不同外界作用下和正常状态下脊髓的微血流图像的变化,并进行脊髓功能分析和相关的生理病理性分析。(6) Differentiation module: under different external effects and under normal conditions, changes in the micro-blood flow images of the spinal cord, and perform functional analysis of the spinal cord and related physiological and pathological analysis.

本发明系统的特点与效果Features and effects of the system of the present invention

本发明中,基于超快超声成像技术和多角度平面波复合成像的理论编写超声平面波发射与接收控制模块,并由计算机软件控制硬件设备发射和接收超声波;对接收到的回波数据进行处理,最终得到多普勒血流图像;并对血流的速度、方向等参数进行分析。系统还提供了在脊髓加压、受损伤,刺激条件下对脊髓微血流进行成像的模式,可以进行脊髓功能分析和生理病理性分析。In the present invention, an ultrasonic plane wave transmitting and receiving control module is written based on the theory of ultrafast ultrasonic imaging technology and multi-angle plane wave composite imaging, and the computer software controls hardware equipment to transmit and receive ultrasonic waves; the received echo data is processed, and finally Obtain the Doppler blood flow image; and analyze the parameters such as the speed and direction of the blood flow. The system also provides a mode for imaging the micro blood flow of the spinal cord under the conditions of spinal cord compression, injury and stimulation, and can perform spinal cord functional analysis and physiological and pathological analysis.

本发明系统可以对脊髓微血流进行高帧频、高质量成像;并可以得到快速血流的连续多帧高分辨率图像,生成血流的动态变化图;相较于传统的微血流成像方法,该系统无需向血管中注射超声造影剂,通过高帧频成像和多角度平面波复合成像来提高血流图像的分辨率和信噪比。该成像系统可以用于脊髓的血流动力学分析和脊髓功能分析。The system of the present invention can perform high-frame frequency and high-quality imaging of spinal cord micro-blood flow; and can obtain continuous multi-frame high-resolution images of rapid blood flow to generate dynamic changes in blood flow; compared with traditional micro-blood flow imaging Methods, the system does not need to inject ultrasound contrast agents into blood vessels, and improves the resolution and signal-to-noise ratio of blood flow images through high frame rate imaging and multi-angle plane wave composite imaging. The imaging system can be used for hemodynamic analysis and spinal cord function analysis of the spinal cord.

附图说明Description of drawings

图1是系统结构示意图。Figure 1 is a schematic diagram of the system structure.

图2超声波发射与接收硬件模块的工作流程示意图。Figure 2 is a schematic diagram of the workflow of the ultrasonic transmitting and receiving hardware modules.

图3超声波在成像区域内最远传播距离示意图。Fig. 3 Schematic diagram of the furthest propagation distance of ultrasound in the imaging area.

图4是本实施例中超快超声平面波发射与接收序列的示意图。Fig. 4 is a schematic diagram of an ultrafast ultrasonic plane wave transmitting and receiving sequence in this embodiment.

图5是本实施例中对大鼠脊髓成像得到的回波数据进行图像重建之后的结果。Fig. 5 is the result after image reconstruction is performed on the echo data obtained by imaging the spinal cord of the rat in this embodiment.

图6是实施例中对波束合成之后的数据进行特征值分解得到的特征值按降序排列的散点图。Fig. 6 is a scatter diagram of eigenvalues obtained by performing eigenvalue decomposition on data after beamforming in an embodiment, arranged in descending order.

图7是实施例中特征值降序排列之后相邻两个特征值之差(λii+1)的散点图。Fig. 7 is a scatter diagram of the difference (λ ii+1 ) between two adjacent eigenvalues after the eigenvalues are arranged in descending order in the embodiment.

图8是实施例中特征值降序排列之后相邻两个特征值之比(λii+1)的散点图。Fig. 8 is a scatter diagram of the ratio (λ ii+1 ) of two adjacent eigenvalues after the eigenvalues are arranged in descending order in the embodiment.

图9是对每一个特征向量所作多普勒频移分析的结果图。Fig. 9 is a graph showing the results of Doppler shift analysis for each eigenvector.

图10是实施例中经过多帧图像的位置校准之后,利用特征值分解算法提取出的动态血流图。Fig. 10 is a dynamic blood flow diagram extracted by using an eigenvalue decomposition algorithm after position calibration of multiple frames of images in the embodiment.

图11是实施例中经过多帧图像的位置校准之后,利用特征值分解算法分离出的静态组织图。Fig. 11 is a static tissue map separated by eigenvalue decomposition algorithm after position calibration of multiple frames of images in the embodiment.

图12是实施例中对大鼠脊髓成像得到多普勒血流图。Fig. 12 is a Doppler blood flow diagram obtained by imaging the spinal cord of a rat in the embodiment.

具体实施方式Detailed ways

为了使本发明的目的、技术方案和优点更加清楚,以下结合实施例及附图对本发明作具体阐述。此处所描述的具体实施例仅用于解释本发明,并不用于限定本发明。In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be described in detail below in conjunction with the embodiments and accompanying drawings. The specific embodiments described here are only used to explain the present invention, not to limit the present invention.

图1是本发明提出的脊髓微血流超声成像系统,该系统框图也同样适用于该实施例。该实施例是利用本发明提出的脊髓微血流成像系统对大鼠脊髓进行成像,但并不限于对大鼠脊髓的成像。Fig. 1 is a spinal cord micro blood flow ultrasonic imaging system proposed by the present invention, and the system block diagram is also applicable to this embodiment. This embodiment uses the spinal cord micro-flow imaging system proposed by the present invention to image the rat spinal cord, but is not limited to the imaging of the rat spinal cord.

1.设计超声波发射与接收序列1. Design the ultrasonic transmission and reception sequence

本发明中,利用超快超声平面波成像的技术对脊髓微血流进行高帧频、高质量的成像。因此首先要确定相邻两次发射倾斜平面波所需的最短的时间间隔,在一次成像中超声波经过最远距离如图3所示,成像区域深度d=6.308*10-3m,探头阵列的总长度L=1.27*10-2m,超声在软组织中的传播速度c=1.54*103m/s,计算得最短时间间隔为: 图4为本实施例的超声平面波发射与接收序列,该序列的包含多个子序列,每个子序列发射一组-10°~10°之间等间隔均匀分布的27个角度的倾斜平面波,设定每秒发射子序列的个数为K=520,每一个子序列包含的倾斜平面波的个数N=27,每个子序列之间的时间间隔为t2,t2=1.2*10-3(s)。In the present invention, ultrafast ultrasonic plane wave imaging technology is used to perform high frame rate and high quality imaging of spinal cord micro blood flow. Therefore, first of all, it is necessary to determine the shortest time interval required for two adjacent transmissions of inclined plane waves. The longest distance traveled by ultrasonic waves in one imaging is shown in Figure 3. The depth of the imaging area is d=6.308*10 -3 m. The total length of the probe array The length L=1.27*10 -2 m, the propagation speed of ultrasound in soft tissue c=1.54*10 3 m/s, the calculated shortest time interval is: Fig. 4 is the ultrasonic plane wave transmission and reception sequence of the present embodiment, the sequence includes a plurality of subsequences, each subsequence transmits a group of oblique plane waves of 27 angles equally spaced and uniformly distributed between -10° and 10°, set The number of subsequences transmitted per second is K=520, the number of inclined plane waves contained in each subsequence N=27, and the time interval between each subsequence is t 2 , t 2 =1.2*10 -3 (s ).

2.发射平面波接收回波信号2. Transmit plane wave and receive echo signal

用细针轻轻刺入脊髓,造成局部损伤。将超声探头固定于脊髓正上方,采集时长设定为1s,采集并存储回波数据。超声信号发射和接收模块的工作流程示意图如图2所示,超声信号的发射首先由波形发生器产生传输波形,并由探头将电能转化为声能发射超声波;回波信号的接收是由同一个或不同的超声探头完成,并由模拟信号放大器和滤波器对回波信号进行处理,继而进行模数转换和数据存储。Gently puncture the spinal cord with a fine needle to cause local injury. Fix the ultrasound probe directly above the spinal cord, set the acquisition time to 1s, collect and store the echo data. The schematic diagram of the workflow of the ultrasonic signal transmitting and receiving module is shown in Figure 2. The ultrasonic signal is first transmitted by the waveform generator to generate the transmission waveform, and the probe converts the electrical energy into acoustic energy to transmit ultrasonic waves; the echo signal is received by the same Or different ultrasonic probes, and the echo signal is processed by the analog signal amplifier and filter, followed by analog-to-digital conversion and data storage.

3.波束合成3. Beamforming

利用波束合成算法对回波数据进行图像重建,并将每一组得到的27个B模式图像进行相干叠加,合成为一帧高质量的B模式图像。在1s内该子序列重复520次即每秒可以获得520帧高质量的复合B模式图像。在本实施例中,设定采样时长为1s,数据处理后可以得到520帧复合B模式图像。图5是本实施例中波束合成得到的一帧复合B模式图像的成像结果。The beamforming algorithm is used to reconstruct the image of the echo data, and the 27 B-mode images obtained from each group are coherently superimposed to synthesize a high-quality B-mode image. The sub-sequence is repeated 520 times within 1 second, that is, 520 frames of high-quality composite B-mode images can be obtained per second. In this embodiment, the sampling duration is set to 1s, and 520 frames of composite B-mode images can be obtained after data processing. FIG. 5 is an imaging result of a frame of composite B-mode images obtained by beam synthesis in this embodiment.

4.运动校准4. Motion Calibration

心跳和电刺激等其他因素会引起脊髓位置移动,因此要进行多帧图像之间的位置校准。Other factors such as heartbeat and electrical stimulation can cause the position of the spinal cord to move, so position calibration between multiple images is performed.

5.杂波滤除5. Clutter filtering

(1)将运动校准之后的连续520帧复合B模式图像的数据构建为一个二维矩阵Am*n,特征值分解过程如下:E(A*AT)=λ*U*UT,其中,U为m*m的特征向量矩阵,S是m*m的对角阵,对角元素是特征值。本实施例中,经过特征值分解得到的520个特征值按降序排列的如图6所示。(1) Construct the data of 520 consecutive frames of composite B-mode images after motion calibration into a two-dimensional matrix A m*n , and the eigenvalue decomposition process is as follows: E(A* AT )=λ*U* UT , where , U is the eigenvector matrix of m*m, S is the diagonal matrix of m*m, and the diagonal elements are eigenvalues. In this embodiment, the 520 eigenvalues obtained through eigenvalue decomposition are arranged in descending order as shown in FIG. 6 .

(2)由于杂波分量对应特征值大的信号成分,因此前k个最大的特征值置零,再进行矩阵重构,实现杂波滤除。k的选取有以下几种方法:(2) Since the clutter components correspond to signal components with large eigenvalues, the first k largest eigenvalues are set to zero, and then the matrix is reconstructed to achieve clutter filtering. There are several ways to choose k:

I.直接取值法:k直接按照特征值总数的百分比p进行选取,p建议取值5%~20%,即26~130。在本实施例中,特征值总数m为520,k的建议取值为26~104。I. Direct value selection method: k is directly selected according to the percentage p of the total number of eigenvalues, and the recommended value of p is 5% to 20%, that is, 26 to 130. In this embodiment, the total number of feature values m is 520, and the suggested value of k is 26-104.

II.间接取值法:将特征值按降序排列之后,相邻两个特征值的差λii+1下降至某一阈值σ或是比值λii+1下降至某一阈值δ时对应的特征值的序号作k的取值。σ建议取值0.15~0.2,图7是实施例中特征值降序排列之后相邻两个特征值之差λii+1的散点图,由图得本实施例中k的建议取值为30~102;δ建议取值1.0015~1.002,图8是实施例中特征值降序排列之后相邻两个特征值之比λii+1的散点图,由图得k可取值为30~102。II. Indirect value selection method: After the eigenvalues are arranged in descending order, the difference between two adjacent eigenvalues λ ii+1 drops to a certain threshold σ or the ratio λ ii+1 drops to a certain The serial number of the corresponding eigenvalue at the threshold δ is used as the value of k. The recommended value of σ is 0.15~0.2. Figure 7 is a scatter diagram of the difference between two adjacent eigenvalues λ ii+1 after the eigenvalues are arranged in descending order in the embodiment. The recommended value of k in this embodiment is obtained from the figure The value is 30 to 102; δ is recommended to take a value of 1.0015 to 1.002. Figure 8 is a scatter diagram of the ratio λ ii+1 of two adjacent eigenvalues after the eigenvalues are arranged in descending order in the embodiment, and k can be obtained from the figure The value ranges from 30 to 102.

III.频谱分析法:对每一个特征向量,作多普勒频移分析,其结果如图9所示。由图所示,多普勒频移比较低的信号成分幅值比较大,对应软组织区域;为了不滤除杂波信号中混合的血流信号成分,建议将k取在多普勒频移为0.03~0.04对应的特征向量的序号,k可取值42~102。III. Spectrum analysis method: Doppler frequency shift analysis is performed for each eigenvector, and the result is shown in FIG. 9 . As shown in the figure, the amplitude of the signal component with a relatively low Doppler frequency shift is relatively large, corresponding to the soft tissue area; in order not to filter out the blood flow signal component mixed in the clutter signal, it is recommended to take k at a Doppler frequency shift of The serial number of the feature vector corresponding to 0.03~0.04, k can take the value of 42~102.

多普勒频移的计算公式如下:其中PRF是脉冲发射频率,N是样本长度,ei(j)是第i个特征向量对应的第j个元素。The calculation formula of Doppler frequency shift is as follows: where PRF is the pulse emission frequency, N is the sample length, e i (j) is the jth element corresponding to the i-th eigenvector.

(3)重构图像矩阵,如下式所示:Ym*n为提取出的动态血流成分的矩阵。图10是利用特征值分解算法提取出的动态血流图,图11是特征值分解算法分离出的静态组织图。(3) Reconstruct the image matrix, as shown in the following formula: Y m*n is the matrix of the extracted dynamic blood flow components. Figure 10 is a dynamic blood flow map extracted by using the eigenvalue decomposition algorithm, and Figure 11 is a static tissue map separated by the eigenvalue decomposition algorithm.

6.多普勒血流图6. Doppler flow chart

对动态血流图做进一步处理,得到多普勒血流图,如图12所示。图中可以看到大鼠脊髓微血管结构,并且可以观察到水平方向-2.5mm,竖直方向-1.5mm至-2mm处因受到细针刺入这一机械损伤而引起的局部微血流缺失。The dynamic blood flow diagram is further processed to obtain a Doppler blood flow diagram, as shown in FIG. 12 . The microvascular structure of the rat spinal cord can be seen in the picture, and the local micro blood flow loss caused by the mechanical injury of fine needle insertion at -2.5mm in the horizontal direction and -1.5mm to -2mm in the vertical direction can be observed.

本实施例的作用与效果:Function and effect of this embodiment:

本实施例中,应用本发明提出的脊髓微血流超声成像系统,基于超快超声多普勒血流成像的技术得到连续多帧高质量的脊髓血流图,每一帧图像中都可以观察到脊髓微血流,并且可以看到一段时间内血流的动态变化情况,经过进一步处理可以得到血流的多普勒图像。在本实施例中,还可以观测到脊髓受到机械创伤之后,受损伤区域局部微血流的缺失,从而直观的反映出脊髓受损伤情况,本发明提出的脊髓微血流成像系统可以对脊髓微血流成像,并进行相关功能性分析。In this embodiment, the spinal cord micro-flow ultrasonic imaging system proposed by the present invention is applied, and based on the ultra-fast ultrasonic Doppler blood flow imaging technology, continuous multiple frames of high-quality spinal cord blood flow images can be obtained, and each frame of image can be observed The micro blood flow of the spinal cord can be detected, and the dynamic changes of the blood flow can be seen over a period of time. After further processing, the Doppler image of the blood flow can be obtained. In this embodiment, it can also be observed that after the spinal cord is subjected to mechanical trauma, the loss of local micro-blood flow in the injured area can be observed, so as to intuitively reflect the injury of the spinal cord. Blood flow imaging and related functional analysis.

上述实施方式为本发明的优选案例,并不用来限制本发明的保护范围。The above embodiments are preferred examples of the present invention, and are not intended to limit the protection scope of the present invention.

Claims (4)

1. An ultrafast ultrasonic Doppler spinal cord micro-blood flow imaging system is characterized by comprising two parts, namely hardware and software; the hardware part comprises an ultrasonic signal transmitting and receiving module and an experimental equipment module; the ultrasonic signal transmitting and receiving module comprises a waveform generator, an ultrasonic probe, an analog signal amplifier, an analog signal filter, an analog-to-digital converter and a storage unit; the experimental equipment module comprises a spinal cord fixing device, a physiological signal detection device, a spinal cord pressurizing device, an electric stimulation device, an oscillograph and an arbitrary waveform generator; the software part comprises an ultrasonic pulse transmitting and receiving sequence module, a beam synthesis module, a motion calibration module, a clutter filtering and taking module, a blood flow Doppler imaging module and a difference solving module;
the workflow of the hardware part is as follows: firstly, an ultrasonic plane wave transmitting and receiving sequence set by software controls a waveform generator to generate a transmission waveform, and an ultrasonic probe converts electric energy into acoustic energy to transmit ultrasonic waves; the receiving of the echo signals is completed by the same or different ultrasonic probes, the echo signals are processed by an analog signal amplifier and an analog signal filter, then the echo signals are subjected to analog-to-digital conversion by an analog-to-digital converter, and the echo signals are sent to a storage unit to complete data storage;
in the experimental equipment module, the spinal cord fixing device is used for fixing spinal cords; quantitatively pressurizing the spinal cord with a spinal cord pressurizing device, and observing the change of hemodynamics under different pressure conditions through an oscillograph; or applying electric stimulation to the observed object by using an electric stimulation device, and exploring the relation between the spinal cord nerve function and the blood flow change through spinal cord micro-blood flow analysis so as to perform relevant physiological and pathological analysis; the physiological signal detection device is used for measuring respiration, heartbeat signals and other physiological signals in real time, and carrying out motion calibration related to respiration and heartbeat and correlation analysis of other physiological signals and blood flow signals;
the workflow of the software part is as follows: firstly, an ultrasonic plane wave transmitting and receiving sequence is compiled by an ultrasonic pulse transmitting and receiving sequence module, and a control hardware part transmits ultrasonic waves and receives echo signals; the beam synthesis module performs beam synthesis on the received echo signals to obtain a B-mode image, and performs coherent compositing on data of the B-mode image obtained by transmitting a plurality of angle ultrasonic plane waves to obtain a high-quality composite B-mode image; calibrating the position between the images by a motion calibration module; then, clutter filtering is carried out by a clutter filtering module, and then, further processing is carried out by a blood flow Doppler imaging module to obtain a Doppler blood flow graph; applying pressure to spinal cord or applying electric stimulation to an observation object, and carrying out differencing calculation on the obtained image data under different states by a differencing module so as to carry out spinal cord function analysis and related physiological and pathological analysis;
in the ultrasonic signal transmitting and receiving module, an ultrasonic plane wave transmitting and receiving sequence is determined, so that the requirements of high frame frequency and high quality imaging are met; a complete sequence comprises a plurality of subsequences, in each subsequence, a group of N oblique ultrasonic plane waves with different angles are transmitted, and a frame of high-quality composite B-mode image can be synthesized by B-mode images obtained by the N oblique ultrasonic plane waves; repeating the sub-sequence for K times within 1 second to obtain a K-frame high-quality composite B-mode image every second; setting the sampling time length as t seconds, and analyzing echo data obtained in the time t seconds;
firstly, calculating the shortest time interval which can be achieved between two ultrasonic plane waves, calculating the theoretical highest imaging frame frequency, designing ultrasonic plane wave transmitting and receiving sequences according to the theoretical highest imaging frame frequency, knowing that the depth of an imaging area is d, the total length of a probe array is L, and the propagation speed of ultrasonic waves in soft tissues is c, and calculating the shortest time interval between the two ultrasonic plane waves:the number of the group of inclined ultrasonic plane waves is N, and the highest frame frequency is: />
2. The ultra-fast ultrasonic doppler spinal cord micro-blood flow imaging system according to claim 1, wherein in the beam synthesis module, beam synthesis is performed on echo data received for a period of time to obtain data of a B-mode image of an imaging region; carrying out wave beam synthesis on each group of echo data of N angles received by an ultrasonic probe within t seconds to obtain a continuous multi-frame high-quality composite B-mode image;
after beam synthesis, coherent composite imaging is carried out on image data obtained by each group of emitted multi-angle inclined ultrasonic plane waves, so that the signal-to-noise ratio and resolution of the image are effectively improved, and a high-quality composite B-mode image is obtained.
3. The ultra-fast ultrasound doppler spinal cord micro-blood imaging system according to claim 2, wherein the clutter filtering module: because the received echo data comprises three parts, the echo signal of static tissue, the echo signal of blood flow and noise, the image data after motion calibration needs to be filtered, and the noise and the data of the static tissue signal are filtered;
the filtering adopts a characteristic value decomposition method, which comprises the following three steps of characteristic value decomposition, characteristic vector and characteristic value corresponding to clutter component filtering and matrix reconstruction;
(4.1) eigenvalue decomposition: first, three-dimensional image data of successive frames is constructed as a two-dimensional matrix, denoted A m*n The eigenvalue decomposition process is as follows:
E(A*A T )=λ*U*U T
wherein U is a characteristic vector matrix of m, lambda is a diagonal matrix of m, and diagonal elements are matrix characteristic values;
(4.2) filtering out the characteristic vector and the characteristic value corresponding to the clutter component, and knowing the signal component with larger characteristic value corresponding to the static tissue clutter component and the signal component with smaller characteristic value corresponding to the dynamic blood flow signal; zero-setting the first k largest eigenvalues and corresponding eigenvectors to obtain a new eigenvector matrix U k
(4.3) reconstructing an image matrix, the calculation formula being:
Y m*n m represents the total number of eigenvalues as a matrix of extracted dynamic blood flow components.
4. The ultra-fast ultrasonic doppler spinal cord micro-blood flow imaging system according to claim 3, wherein k is selected from the following methods in the clutter filtering module:
(1) The direct method comprises the following steps: directly determining a k value, wherein the k is 5% -25% of the total m of the characteristic values;
(2) And (3) an indirect method: determining a characteristic value subset corresponding to the clutter components according to the relative distribution among the characteristic values; firstly, the characteristic values are arranged in descending order, and the difference lambda between two adjacent characteristic values ii+1 Falling to a certain threshold sigma or ratio lambda ii+1 Taking the serial number i of the corresponding characteristic value as the value of k when the characteristic value is lowered to a certain threshold delta; the value of sigma is 0.15-0.2, and the value of delta is 1.0015-1.002;
(3) Doppler frequency shift analysis: by calculating Doppler shifts f of the respective eigenvectors i Determining a feature vector and a feature value to be filtered; taking a certain value of 0.03-0.04 as the cut-off frequency of the soft tissue signal, and setting the eigenvector of the Doppler frequency shift below the cut-off frequency and the eigenvalue corresponding to the eigenvector to zero to remove clutter components; the subscript of the feature vector corresponding to the cut-off frequency is k; the calculation formula of the Doppler shift is as follows:
wherein PRF is pulse transmission frequency, e i (j) Is the corresponding j-th element in the i-th feature vector.
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