CN113040741A - Multi-frequency electrical impedance imaging method and system for crop root zone - Google Patents
Multi-frequency electrical impedance imaging method and system for crop root zone Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及农业生产技术领域,尤其涉及一种作物根区多频电阻抗成像方法及系统。The invention relates to the technical field of agricultural production, in particular to a multi-frequency electrical impedance imaging method and system in the root zone of crops.
背景技术Background technique
植物根区往往是植物的“隐藏”部分,但其作用却很大,传统意义上的主要功能是摄取水分和营养物质。植物的整个根区包括了植物的根系和土壤,土壤又为根系的生长提供了必要的水分和营养物质。作物的根系是维持作物健康生长的重要器官,其生长、死亡、病变都对作物产量有很大的影响。所以研究提高作物产量,尤其是提高生长在旱区的作物产量,根区是重要的研究部分。The root zone of a plant is often the "hidden" part of the plant, but its role is very large, and its main function in the traditional sense is to take in water and nutrients. The entire root zone of a plant includes the plant's root system and soil, and the soil provides the necessary water and nutrients for the growth of the root system. The root system of crops is an important organ to maintain the healthy growth of crops, and its growth, death and disease have a great impact on crop yield. Therefore, the root zone is an important part of research to improve crop yield, especially for crops grown in arid regions.
电阻抗成像(Electrical Imedance Tomography,简称EIT)技术是一种利用生物体内电阻抗分布和变化来进行成像的无创、快速、低成本、安全、系统结构简单的成像技术。其基本原理是根据待测物体内部组织电特性参数的不同,先对物体表面施加安全的电压/电流激励,再测量物体边界的电信号来得出物体内部电阻抗的分布和变化。Electrical impedance imaging (Electrical Imedance Tomography, referred to as EIT) technology is a non-invasive, fast, low-cost, safe, and simple system structure imaging technology that utilizes the distribution and changes of electrical impedance in living organisms. The basic principle is to first apply a safe voltage/current excitation to the surface of the object according to the different electrical characteristics of the internal tissue of the object to be measured, and then measure the electrical signal at the boundary of the object to obtain the distribution and change of the internal electrical impedance of the object.
由于单频的电阻抗成像技术只采用了某一固定的频率作为激励频率,导致电阻抗成像一次只能得到一个频率下的电阻抗分布,且在漫长的测量时间内生物体状态也会发生变化,导致误差较大。多频电阻抗成像技术能够快速得到多个频率下的电阻抗分布,但现有的多频电阻抗成像技术为一个一个频率地逐频串行扫描,成像速度慢。Since the single-frequency electrical impedance imaging technology only uses a fixed frequency as the excitation frequency, the electrical impedance imaging can only obtain the electrical impedance distribution at one frequency at a time, and the state of the organism will also change during the long measurement time. , resulting in a larger error. The multi-frequency electrical impedance imaging technology can quickly obtain the electrical impedance distribution at multiple frequencies, but the existing multi-frequency electrical impedance imaging technology scans frequency-by-frequency serially, and the imaging speed is slow.
因此,如何提供一种作物根区多频电阻抗成像方法及系统,可并行的一次将叠加的多频信号作为激励信号进行扫描,快速从多频信号中分离出单频信号,在保证幅度、相位准确和较高的信噪比的条件下正确成像成为亟待解决的问题。Therefore, how to provide a multi-frequency electrical impedance imaging method and system in the root zone of crops, which can scan the superimposed multi-frequency signals as excitation signals at a time in parallel, and quickly separate the single-frequency signals from the multi-frequency signals. Correct imaging under the condition of accurate phase and high signal-to-noise ratio has become an urgent problem to be solved.
发明内容SUMMARY OF THE INVENTION
针对现有技术中的缺陷,本发明提供一种作物根区多频电阻抗成像方法及系统。Aiming at the defects in the prior art, the present invention provides a multi-frequency electrical impedance imaging method and system for the root zone of crops.
本发明提供一种作物根区多频电阻抗成像方法,包括:使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;The invention provides a multi-frequency electrical impedance imaging method of crop root zone, comprising: using multi-frequency composite excitation signal to excite electrodes arranged on the boundary of the area to be measured to obtain a voltage waveform signal; wherein, the crop root zone is placed on the Inside the area to be tested; the multi-frequency composite excitation signal is composed of a plurality of sine waves with the same amplitude and different frequencies superimposed;
变分模态分解所述电压波形信号,获得不同频率的信号分量;Variational modal decomposition of the voltage waveform signal to obtain signal components of different frequencies;
基于所述信号分量,确定所述信号分量的幅值信息和相位信息;Based on the signal components, determining amplitude information and phase information of the signal components;
基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。Based on the magnitude information and phase information, an electrical impedance image of the crop root zone is determined.
根据本发明提供的作物根区多频电阻抗成像方法,所述使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root region provided by the present invention, the multi-frequency composite excitation signal is used to excite the electrodes arranged on the boundary of the area to be measured, and the voltage waveform signal is obtained, which specifically includes:
选取所述电极中相邻电极对作为激励电极对;Selecting adjacent electrode pairs in the electrodes as excitation electrode pairs;
以所述多频复合激励信号激励所述激励电极对;Exciting the excitation electrode pair with the multi-frequency composite excitation signal;
检测每一对相邻的测量电极之间的电压,获取电压波形信号;其中,所述测量电极为所有电极中除所述激励电极之外的电极;Detecting the voltage between each pair of adjacent measurement electrodes to obtain a voltage waveform signal; wherein, the measurement electrodes are all electrodes except the excitation electrodes;
重复上述选取并激励所述激励电极对,检测每一对相邻的测量电极之间的电压,获取电压波形信号的步骤,直至获取所有激励电极对被激励时的电压波形信号。Repeat the above steps of selecting and exciting the excitation electrode pairs, detecting the voltage between each pair of adjacent measurement electrodes, and acquiring voltage waveform signals, until the voltage waveform signals when all excitation electrode pairs are excited are acquired.
根据本发明提供的作物根区多频电阻抗成像方法,所述变分模态分解所述电压波形信号,获得不同频率的信号分量,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the variational mode decomposes the voltage waveform signal to obtain signal components of different frequencies, which specifically includes:
将构成所述多频复合激励信号的正弦波的数量作为变分模态分解层数;Taking the number of sine waves constituting the multi-frequency composite excitation signal as the number of layers of variational mode decomposition;
对所述电压波形信号进行变分模态分解,每一层分解后获得一个频率的信号分量,直至获取于所述层数对应的不同频率的信号分量。Variational modal decomposition is performed on the voltage waveform signal, and after each layer is decomposed, a signal component of one frequency is obtained until signal components of different frequencies corresponding to the number of layers are obtained.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述信号分量,确定所述信号分量的幅值信息和相位信息,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, determining the amplitude information and phase information of the signal component based on the signal component specifically includes:
基于所述信号分量的中心频率对所述信号分量进行正交序列解调,确定所述信号分量的幅值信息和相位信息。The signal component is subjected to quadrature sequence demodulation based on the center frequency of the signal component, and amplitude information and phase information of the signal component are determined.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述中心频率对所述信号分量进行正交序列解调,确定所述信号分量的幅值信息和相位信息,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the quadrature sequence demodulation of the signal component based on the center frequency to determine the amplitude information and phase information of the signal component specifically includes:
根据所述中心频率,生成相应频率的0°参考信号和90°参考信号;According to the center frequency, generate a 0° reference signal and a 90° reference signal of the corresponding frequency;
使用所述0°参考信号和90°参考信号处理所述信号分量,确定所述信号分量的幅值信息和相位信息。The signal components are processed using the 0° reference signal and the 90° reference signal, and amplitude information and phase information of the signal components are determined.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the determination of the electrical impedance image of the crop root zone based on the amplitude information and the phase information specifically includes:
设置待测区域参数、电极参数、剖分密度、初始电阻抗、激励模式、测量模式和所述多频复合激励信号;Setting the parameters of the area to be measured, electrode parameters, subdivision density, initial electrical impedance, excitation mode, measurement mode and the multi-frequency composite excitation signal;
设置电阻抗成像正问题模型和电阻抗成像逆问题模型;所述正问题为已知电阻抗求解待测区域内的电位分布;所述逆问题为已知待测区域内的电位分布求解电阻抗;基于所述初始电阻抗、所述幅值信息和所述相位信息,求解电阻抗成像正问题,确定所述待测区域内的电位分布;Set up an electrical impedance imaging positive problem model and an electrical impedance imaging inverse problem model; the positive problem is the known electrical impedance to solve the potential distribution in the area to be measured; the inverse problem is to know the potential distribution in the to-be-measured area to solve the electrical impedance ; Based on the initial electrical impedance, the amplitude information and the phase information, solve the positive problem of electrical impedance imaging, and determine the potential distribution in the area to be measured;
将每一次正问题的求解得到的待测区域内的电位分布作为逆问题求解的已知条件,逆问题求解得到的待测区域内的电阻抗作为下一次正问题求解的已知条件,迭代求解所述正问题和逆问题,直至确定使目标函数达到最小值的待测区域内的目标电阻抗;The potential distribution in the area to be measured obtained from each positive problem solution is used as the known condition for solving the inverse problem, and the electrical impedance in the area to be measured obtained from the inverse problem is used as the known condition for the next positive problem solution, and iteratively solves the forward problem and the inverse problem, until the target electrical impedance in the area to be tested that makes the target function reach the minimum value is determined;
基于所述目标电阻抗确定所述待测区域内的目标电位分布;determining a target potential distribution in the to-be-measured area based on the target electrical impedance;
基于所述目标电位分布确定所述作物根区的电阻抗图像。An electrical impedance image of the crop root zone is determined based on the target potential distribution.
根据本发明提供的作物根区多频电阻抗成像方法,所述多频复合激励信号由频率范围在100Hz-5MHz内,频率差值为1KHz的多个幅值相同的正弦波叠加构成。According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the multi-frequency composite excitation signal is composed of superposition of multiple sine waves with the same amplitude and a frequency difference of 1 KHz within a frequency range of 100 Hz-5 MHz.
本发明还提供一种多频作物根区电阻抗成像系统,包括:The present invention also provides a multi-frequency crop root zone electrical impedance imaging system, comprising:
信号采集单元,用于使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;a signal acquisition unit, used for using a multi-frequency composite excitation signal to excite electrodes arranged on the boundary of the area to be measured to obtain a voltage waveform signal; wherein, the crop root area is placed inside the area to be measured; the multi-frequency composite excitation The signal consists of multiple sine waves with the same amplitude and different frequencies superimposed;
信号分解单元,用于变分模态分解所述电压波形信号,获得不同频率的信号分量;a signal decomposition unit, used for variational mode decomposition of the voltage waveform signal to obtain signal components of different frequencies;
信号处理单元,用于基于所述信号分量,确定所述信号分量的幅值信息和相位信息;a signal processing unit, configured to determine amplitude information and phase information of the signal component based on the signal component;
图像生成单元,用于基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。An image generation unit, configured to determine an electrical impedance image of the crop root zone based on the amplitude information and the phase information.
本发明还提供一种电子设备,包括存储器和处理器,所述处理器和所述存储器通过总线完成相互间的通信;所述存储器存储有可被所述处理器执行的程序指令,所述处理器调用所述程序指令能够执行如上述作物根区多频电阻抗成像方法的各个步骤。The present invention also provides an electronic device, comprising a memory and a processor, the processor and the memory communicate with each other through a bus; the memory stores program instructions that can be executed by the processor, and the process The computer can call the program instructions to execute the various steps of the above-mentioned multi-frequency electrical impedance imaging method of the crop root zone.
本发明还提供一种非暂态计算机可读存储介质,其上存储有计算机程序,该计算机程序被处理器执行时实现如上述作物根区多频电阻抗成像方法的各个步骤。The present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, implements each step of the above-mentioned method for multi-frequency electrical impedance imaging of crop root zone.
本发明提供的作物根区多频电阻抗成像方法及系统,可并行的一次将叠加的多频信号作为激励信号进行扫描,快速从多频信号中分离出单频信号,获取更多频率下的成像信息,在保证幅度、相位准确和较高的信噪比的基础上,优化根区成像效果,实现同时多频快速成像的功能,实时监测根系健康状态,提高作物产量。The multi-frequency electrical impedance imaging method and system of the crop root zone provided by the present invention can scan the superimposed multi-frequency signals as excitation signals at a time in parallel, quickly separate the single-frequency signals from the multi-frequency signals, and obtain the multi-frequency signals at more frequencies. Imaging information, on the basis of ensuring the accuracy of amplitude, phase and high signal-to-noise ratio, optimizes the imaging effect of the root zone, realizes the function of simultaneous multi-frequency fast imaging, monitors the root health status in real time, and improves crop yield.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作一简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the accompanying drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description These are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can also be obtained according to these drawings without creative efforts.
图1为本发明提供的作物根区多频电阻抗成像方法流程图;Fig. 1 is the flow chart of the multi-frequency electrical impedance imaging method of crop root zone provided by the present invention;
图2为本发明提供的作物根区多频电阻抗成像方法步骤流程示意图;2 is a schematic flowchart of the steps of a multi-frequency electrical impedance imaging method for crop root zones provided by the present invention;
图3为本发明提供的多频信号分离效果图;3 is a multi-frequency signal separation effect diagram provided by the present invention;
图4为本发明提供的多频作物根区电阻抗成像系统结构示意图;4 is a schematic structural diagram of a multi-frequency crop root zone electrical impedance imaging system provided by the present invention;
图5为本发明提供的电子设备的实体结构示意图。FIG. 5 is a schematic diagram of the physical structure of the electronic device provided by the present invention.
具体实施方式Detailed ways
为使本发明实施例的目的、技术方案和优点更加清楚,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the purposes, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments These are some embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.
图1为本发明提供的作物根区多频电阻抗成像方法流程图,如图1所示,本发明提供一种作物根区多频电阻抗成像方法,包括:Fig. 1 is a flow chart of a multi-frequency electrical impedance imaging method for crop root zone provided by the present invention. As shown in Fig. 1, the present invention provides a multi-frequency electrical impedance imaging method for crop root zone, comprising:
步骤S1,使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;Step S1, use a multi-frequency composite excitation signal to excite electrodes arranged on the boundary of the area to be measured, and obtain a voltage waveform signal; wherein, the crop root area is placed inside the area to be measured; the multi-frequency composite excitation signal is composed of multiple A superposition of sine waves with the same amplitude and different frequencies;
步骤S2,变分模态分解所述电压波形信号,获得不同频率的信号分量;Step S2, decompose the voltage waveform signal in a variational mode to obtain signal components of different frequencies;
步骤S3,基于所述信号分量,确定所述信号分量的幅值信息和相位信息;Step S3, based on the signal component, determine the amplitude information and phase information of the signal component;
步骤S4,基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。Step S4, based on the amplitude information and the phase information, determine the electrical impedance image of the root region of the crop.
具体的,图2为本发明提供的作物根区多频电阻抗成像方法步骤流程示意图;如图2所示,以FPGA(现场可编程逻辑门阵列,Field Programmable Gate Array)作为本发明使用的控制芯片为例,对本发明方案进行说明。使用FPGA可以实现多频负荷信号的快速生成,以及电压波形信号的快速分解。除此之外,FPGA还可以替换为其他芯片或微处理器,本发明对此不做限定。Specifically, FIG. 2 is a schematic flowchart of the steps of a multi-frequency electrical impedance imaging method for crop root regions provided by the present invention; as shown in FIG. 2 , an FPGA (Field Programmable Gate Array) is used as the control device used in the present invention. Taking a chip as an example, the solution of the present invention will be described. The use of FPGA can realize the rapid generation of multi-frequency load signals and the rapid decomposition of voltage waveform signals. Besides, the FPGA can also be replaced with other chips or microprocessors, which is not limited in the present invention.
事先设置待测区域,在待测区域的边界上设置多个电极,将待测的作物根区置于待测区域内部。The area to be measured is set in advance, multiple electrodes are set on the boundary of the area to be measured, and the root area of the crop to be measured is placed inside the area to be measured.
在FPGA中调用n次直接数字频率合成(Direct Digital Synthesis,简称DDS)技术生成n个单频正弦信号,其中对相位增量(PINC)和相位偏移量(POFF)的改变,可以实现对各单频信号的频率和相位的控制,PINC和POFF与输出频率fout和初始相位的关系为,其中N为相位累加器的位数:In the FPGA, n times of direct digital frequency synthesis (Direct Digital Synthesis, DDS) technology is called to generate n single-frequency sinusoidal signals, in which the change of phase increment (PINC) and phase offset (POFF) can realize the Control of frequency and phase of single frequency signal, PINC and POFF and output frequency f out and initial phase The relationship is, where N is the number of bits in the phase accumulator:
将获取的n个幅值相同,频率不同的单频正弦信号叠加构成的多频复合激励信号作为激励信号。在步骤S1中,使用获得的多频复合激励信号(即图2中多频率混合激励信号)激励设置于待测区域边界上的电极,获得电压波形信号(即图2中多频率混合测量信号)。The multi-frequency composite excitation signal formed by the superposition of n single-frequency sinusoidal signals with the same amplitude and different frequencies obtained is used as the excitation signal. In step S1, the obtained multi-frequency composite excitation signal (that is, the multi-frequency hybrid excitation signal in FIG. 2) is used to excite the electrodes arranged on the boundary of the area to be measured, and the voltage waveform signal (that is, the multi-frequency hybrid measurement signal in FIG. 2) is obtained. .
需要说明的是,待测区域的形状一般来说设置成圆形,除此之外,还可以设置为规则的多边形,或不规则图形,以及设置在待测区域边界上电机的数量,排布方式(一般在待测区域间隔上,以相同的间距均匀设置)和层数,均可以根据实际需求进行调整。其次,构成多频复合激励信号的正弦波的数量、幅值、频率以及相位,均可根据实际情况进行调整。除此之外,利用激励信号进行激励的模式包括相邻激励、相间激励、相对激励和交叉激励等,具体使用的激励模式可根据实际情况进行调整。本发明上述内容不做限定。It should be noted that the shape of the area to be measured is generally set as a circle. In addition, it can also be set to a regular polygon, or an irregular figure, and the number and arrangement of motors set on the boundary of the area to be measured. The method (generally set evenly with the same spacing on the interval of the area to be tested) and the number of layers can be adjusted according to actual needs. Secondly, the number, amplitude, frequency and phase of the sine waves constituting the multi-frequency composite excitation signal can be adjusted according to the actual situation. In addition, the excitation modes using the excitation signal include adjacent excitation, interphase excitation, relative excitation, and cross excitation, etc. The specific excitation mode used can be adjusted according to the actual situation. The above content of the present invention is not limited.
基于变分模态分解(Variational Mode Decomposition,简称VMD)盲信号分离技术,在步骤S2中,将任意一个电压波形信号(盲信号)进行变分模态分解,均可获得n个不同频率的信号分量。Based on the Variational Mode Decomposition (VMD) blind signal separation technology, in step S2, any voltage waveform signal (blind signal) is subjected to variational modal decomposition to obtain n signals of different frequencies weight.
若在步骤S1中,仅获得一个电压波形信号,则变分模态分解后,获得n个不同频率的信号分量。若在步骤S1中,获得M个电压波形信号,则变分模态分解后,获得n组不同频率的信号分量,每一组中都包含M个相同频率的信号分量,共获得n*M个信号分量。If only one voltage waveform signal is obtained in step S1, after the variational mode decomposition, n signal components with different frequencies are obtained. If in step S1, M voltage waveform signals are obtained, after the variational modal decomposition, n groups of signal components with different frequencies are obtained, each group contains M signal components of the same frequency, and a total of n*M signal components are obtained signal component.
以n取2为例,图3为本发明提供的多频信号分离效果图,如图3所示,310为多频电压波形信号,将其进行变分模态分解后,获得320和330两个单频信号分量。Taking n as 2 as an example, FIG. 3 is a multi-frequency signal separation effect diagram provided by the present invention. As shown in FIG. 3, 310 is a multi-frequency voltage waveform signal. a single frequency signal component.
在步骤S3中,对在步骤S2中获得的信号分量进行解调,确定和信号分量一一对应的幅值信息和相位信息。其中,每一组相同频率的信号分量对应的幅值信息和相位信息,可以确定一幅电阻抗图像。In step S3, the signal components obtained in step S2 are demodulated, and amplitude information and phase information corresponding to the signal components one-to-one are determined. Among them, the amplitude information and phase information corresponding to each group of signal components of the same frequency can determine an electrical impedance image.
需要说明的是,根据信号分量确定幅值信息和相位信息的方法,除了使用图2示例中的正交序列解调之外,还可以使用开关解调、模拟乘法器解调(数字正交解调)、采样保持器解调和过零鉴相法解调等,进行解调的方法可根据实际情况进行调整,本发明对此不作限制。It should be noted that, in addition to using the quadrature sequence demodulation in the example of FIG. 2, the method of determining the amplitude information and phase information according to the signal components can also use switch demodulation, analog multiplier demodulation (digital quadrature demodulation) demodulation), sample-and-hold demodulation, and zero-crossing phase detection method demodulation, etc. The demodulation method can be adjusted according to the actual situation, which is not limited in the present invention.
在步骤S4中,基于在步骤S3中获得的幅值信息和相位信息,可以确定待测区域内部电位分布情况,基于电位分布情况确定作物根区的电阻抗图像。In step S4, based on the amplitude information and phase information obtained in step S3, the potential distribution in the area to be measured can be determined, and the electrical impedance image of the crop root area is determined based on the potential distribution.
需要说明的是,本发明提供的将VMD算法运用到对作物根区多频EIT系统的测量信号分离的方法,除了可以用于待测作物根区的电阻抗成像之外,还可以检测作物的其他部分,或者是迁移的应用于医学领域和制造领域等领域。It should be noted that the method of applying the VMD algorithm to the measurement signal separation of the multi-frequency EIT system in the crop root zone provided by the present invention can not only be used for the electrical impedance imaging of the root zone of the crop to be measured, but also can detect the Other parts, or migrated, are used in fields such as the medical field and the manufacturing field.
本发明提供的作物根区多频电阻抗成像方法,通过将VMD算法运用到对作物根区多频EIT系统的测量信号分离,可并行的一次将叠加的多频信号作为激励信号进行扫描,快速从多频信号中分离出单频信号,获取更多频率下的成像信息,在保证幅度、相位准确和较高的信噪比的基础上,优化根区成像效果,实现同时多频快速成像的功能。克服了单频不能同时得到多个频率下成像信息的缺点,能够获取更多成像信息,使成像效果更精确。又实现了同时多频的快速成像,速度快、误差小。本方法为多频电阻抗成像技术提供了一种快速、准确的信号分离方法,能够为作物根区成像提供帮助,进而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, by applying the VMD algorithm to the measurement signal separation of the multi-frequency EIT system of the crop root zone, can scan the superimposed multi-frequency signals as the excitation signal at a time in parallel, and quickly The single-frequency signal is separated from the multi-frequency signal, and the imaging information at more frequencies is obtained. On the basis of ensuring the accuracy of amplitude, phase and high signal-to-noise ratio, the imaging effect of the root zone is optimized to achieve simultaneous multi-frequency fast imaging. Function. It overcomes the shortcoming that a single frequency cannot obtain imaging information at multiple frequencies at the same time, can acquire more imaging information, and make the imaging effect more accurate. It also realizes fast imaging of multiple frequencies at the same time, with fast speed and small error. The method provides a fast and accurate signal separation method for the multi-frequency electrical impedance imaging technology, and can provide help for the imaging of the root zone of the crops, thereby improving the crop yield.
根据本发明提供的作物根区多频电阻抗成像方法,所述使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root region provided by the present invention, the multi-frequency composite excitation signal is used to excite the electrodes arranged on the boundary of the area to be measured, and the voltage waveform signal is obtained, which specifically includes:
选取所述电极中相邻电极对作为激励电极对;Selecting adjacent electrode pairs in the electrodes as excitation electrode pairs;
以所述多频复合激励信号激励所述激励电极对;Exciting the excitation electrode pair with the multi-frequency composite excitation signal;
检测每一对相邻的测量电极之间的电压,获取电压波形信号;其中,所述测量电极为所有电极中除所述激励电极之外的电极;Detecting the voltage between each pair of adjacent measurement electrodes to obtain a voltage waveform signal; wherein, the measurement electrodes are all electrodes except the excitation electrodes;
重复上述选取并激励所述激励电极对,检测每一对相邻的测量电极之间的电压,获取电压波形信号的步骤,直至获取所有激励电极对被激励时的电压波形信号。Repeat the above steps of selecting and exciting the excitation electrode pairs, detecting the voltage between each pair of adjacent measurement electrodes, and acquiring voltage waveform signals, until the voltage waveform signals when all excitation electrode pairs are excited are acquired.
具体的,本发明使用相邻激励和相邻测量模式进行激励,获取电压波形信号。将由n个幅值相同,频率不同的单频正弦信号叠加构成的多频复合激励信号记为S(t),待测区域边界上的电极数量记为2K(电极编号为1,2,…,2K)。Specifically, the present invention uses adjacent excitation and adjacent measurement modes for excitation to obtain voltage waveform signals. The multi-frequency composite excitation signal composed of n single-frequency sinusoidal signals with the same amplitude and different frequencies is denoted as S(t), and the number of electrodes on the boundary of the area to be measured is denoted as 2K (the electrode numbers are 1, 2, ..., 2K).
对应的,使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号的步骤,具体包括:Correspondingly, the steps of using the multi-frequency composite excitation signal to excite the electrodes arranged on the boundary of the area to be measured to obtain the voltage waveform signal specifically include:
选取电极中第i个和i+1个相邻电极对作为激励电极对,剩余其他电极作为测量电极。The i-th and i+1 adjacent electrode pairs in the electrodes are selected as excitation electrode pairs, and the remaining other electrodes are used as measurement electrodes.
以多频复合激励信号S(t)激励所述激励电极对(电极i和i+1)。The excitation electrode pair (electrodes i and i+1) is excited with a multi-frequency composite excitation signal S(t).
测量除所述激励电极之外,每一对相邻电极对(即所有测量电极中每一对相邻电极对,共2N-3对)之间的电压,确定电压波形信号Vjm(t)。Measure the voltage between each pair of adjacent electrodes except the excitation electrodes (ie, each pair of adjacent electrodes in all measurement electrodes, 2N-3 pairs in total), and determine the voltage waveform signal Vjm(t).
将i=1记为第1轮激励,从i=1开始,依次重复上述过程,共经过2K轮(最后一轮选取的电极是编号2K和编号1的电极)刺激,每轮刺激得到2K-3对相邻电极间的电压波形信号,最终可获取到2K*(2K-3)条含有n个频率的电压波形信号。Denote i=1 as the first round of stimulation, starting from i=1, repeat the above process in turn, after a total of 2K rounds of stimulation (the electrodes selected in the last round are electrodes numbered 2K and 1) stimulation, each round of stimulation obtains 2K- Three pairs of voltage waveform signals between adjacent electrodes can finally obtain 2K*(2K-3) voltage waveform signals containing n frequencies.
其中,Vjm(t)中j=1,2,3,…,2K,m=1,2,…,2N-3。j表示激励的轮数,m表示每一轮采集的电压波形信号的编号(编号的记录方法可为激励电极的顺时针或逆时针记录等,在此不做限定)。Wherein, in Vjm(t), j=1, 2, 3,..., 2K, m=1, 2,..., 2N-3. j represents the number of excitation rounds, and m represents the number of the voltage waveform signal collected in each round (the recording method of the number can be clockwise or counterclockwise recording of excitation electrodes, etc., which is not limited here).
采用相邻电极激励模式的优点是在激励电极数一样的情况下获得的独立数据较多。由于作物根区的检测范围一般而言较小,相邻电极激励模式的缺点,激励电流主要分布在电极边缘,对成像目标的边缘分辨率较高,但对中间的成像分辨率较低相比对本发明方案的影响小。The advantage of using the adjacent electrode excitation mode is that more independent data can be obtained with the same number of excitation electrodes. Because the detection range of the crop root zone is generally small, and the shortcomings of the adjacent electrode excitation mode, the excitation current is mainly distributed at the edge of the electrode, and the edge resolution of the imaging target is higher, but the imaging resolution in the middle is lower than that of the middle. The influence on the scheme of the present invention is small.
本发明提供的作物根区多频电阻抗成像方法,可并行的一次将叠加的多频信号作为激励信号进行扫描,准确快速地把多频测量信号分离成多个单频信号并保证幅度、相位准确,并对各个单频信号进行解调得到大量数据进行电阻抗成像,实现了对植物根区的快速同时多频成像,能够实时监测作物生长状态,从而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the invention can scan the superimposed multi-frequency signals as excitation signals at a time in parallel, separate the multi-frequency measurement signals into a plurality of single-frequency signals accurately and quickly, and ensure the amplitude and phase. It is accurate, and demodulates each single-frequency signal to obtain a large amount of data for electrical impedance imaging, which realizes fast simultaneous multi-frequency imaging of plant root zone, and can monitor crop growth status in real time, thereby improving crop yield.
根据本发明提供的作物根区多频电阻抗成像方法,所述变分模态分解所述电压波形信号,获得不同频率的信号分量,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the variational mode decomposes the voltage waveform signal to obtain signal components of different frequencies, which specifically includes:
将构成所述多频复合激励信号的正弦波的数量作为变分模态分解层数;Taking the number of sine waves constituting the multi-frequency composite excitation signal as the number of layers of variational mode decomposition;
对所述电压波形信号进行变分模态分解,每一层分解后获得一个频率的信号分量,直至获取于所述层数对应的不同频率的信号分量。Variational modal decomposition is performed on the voltage waveform signal, and after each layer is decomposed, a signal component of one frequency is obtained until signal components of different frequencies corresponding to the number of layers are obtained.
具体的,对2K*(2K-3)条含有n个频率的电压波形信号分别进行n层变分模态分解,每个电压波形信号可以得到n个信号分量。Specifically, n-layer variational modal decomposition is respectively performed on 2K*(2K-3) voltage waveform signals containing n frequencies, and n signal components can be obtained for each voltage waveform signal.
分解方法核心用到希尔伯特函数,包括希尔伯特变换和解析函数转换两部分,第一次分解时,以一个电压波形信号为基函数,在第一次分解后,分离出一个信号分量后,剩下的未分离信号成为新的基函数,重复上述分离过程,每次迭代均分离出一个信号分量,重新组成新的基函数,直至将n个不同频率的信号分量都分离出来。The core of the decomposition method uses the Hilbert function, including the Hilbert transform and the analytic function conversion. During the first decomposition, a voltage waveform signal is used as the basis function. After the first decomposition, a signal is separated. After the components, the remaining unseparated signals become the new basis functions, and the above separation process is repeated. Each iteration separates a signal component and recomposes a new basis function until the signal components of n different frequencies are separated.
具体公式包括:基函数uk更新公式,每个信号分量的中心频率ωk的更新公式和梯度下降更新公式。The specific formulas include: the update formula of the basis function u k , the update formula of the center frequency ω k of each signal component and Gradient descent update formula.
其中,ωk为每个基函数uk的中心频率公式,f是待分离多频信号即基函数的纯函数形式,k为分离的基函数个数,使用梯度下降更新。Among them, ω k is the center frequency formula of each basis function uk, f is the multi-frequency signal to be separated, that is, the pure function form of the basis function, k is the number of separated basis functions, Update using gradient descent.
进一步,可以理解的是,由于使用变分模态分解方法分离的信号分量,分离时的顺序并没有规律,并且分离的信号数量多,为了方便后续的数据处理,在确定了信号分量的波形和中心频率后,利用傅里叶变换FFT对信号分量确定的中心频率并进行排序(例如,按照频率由小到大,将所有的信号分量按照相同的频率为一组进行划分)。Further, it can be understood that due to the signal components separated by the variational mode decomposition method, the order of separation is not regular, and the number of separated signals is large. In order to facilitate subsequent data processing, after determining the waveform of the signal components and After the center frequency is obtained, use the Fourier transform FFT to determine the center frequency of the signal components and sort them (for example, according to the frequency from small to large, all the signal components are divided into a group according to the same frequency).
本发明提供的作物根区多频电阻抗成像方法,本发明方法将VMD运用到作物根区多频EIT系统的多频信号分离过程中,可并行的一次将叠加的多频信号作为激励信号进行扫描,基于变分模态分解,准确快速地把多频测量信号分离成多个单频的信号分量,并保证信号分量的幅度、相位准确,并对各个单频信号进行解调得到大量数据进行电阻抗成像,实现了对植物根区的快速同时多频成像,VMD算法与农业生产领域的结合对作物根区电阻抗成像技术有极高的应用价值,能够准确地且快速的分离信号,进而对作物产量有很大的推动作用。The multi-frequency electrical impedance imaging method in the crop root zone provided by the present invention applies VMD to the multi-frequency signal separation process of the multi-frequency EIT system in the crop root zone. Scanning, based on variational modal decomposition, accurately and quickly separates the multi-frequency measurement signal into multiple single-frequency signal components, and ensures that the amplitude and phase of the signal components are accurate, and demodulates each single-frequency signal to obtain a large amount of data. Electrical impedance imaging realizes fast simultaneous multi-frequency imaging of plant root zone. The combination of VMD algorithm and agricultural production field has extremely high application value for electrical impedance imaging technology of crop root zone, which can accurately and quickly separate signals, and then It has a great promotion effect on crop yield.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述信号分量,确定所述信号分量的幅值信息和相位信息,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, determining the amplitude information and phase information of the signal component based on the signal component specifically includes:
基于所述信号分量的中心频率对所述信号分量进行正交序列解调,确定所述信号分量的幅值信息和相位信息。The signal component is subjected to quadrature sequence demodulation based on the center frequency of the signal component, and amplitude information and phase information of the signal component are determined.
具体的,正交序列解调通过构造一对正交的正弦序列,计算所采序列与这两个序列的内积,从而得出相应频率成分的实部和虚部,进而确定幅值信息和相位信息。Specifically, the orthogonal sequence demodulation constructs a pair of orthogonal sine sequences, calculates the inner product of the acquired sequence and the two sequences, thereby obtains the real and imaginary parts of the corresponding frequency components, and then determines the amplitude information and phase information.
在本发明中,确定信号分量之后,对每一个信号分量,基于信号分量的中心频率对该信号分量进行正交序列解调,确定信号分量的幅值信息和相位信息。In the present invention, after the signal components are determined, for each signal component, quadrature sequence demodulation is performed on the signal component based on the center frequency of the signal component, and the amplitude information and phase information of the signal component are determined.
本发明提供的作物根区多频电阻抗成像方法,可并行的一次将叠加的多频信号作为激励信号进行扫描,准确快速地把多频测量信号分离成多个单频信号,再分别进行正交序列解调,得到大量数据进行电阻抗成像,实现了对植物根区的快速同时多频成像,能够实时监测作物生长状态,从而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the invention can scan the superimposed multi-frequency signals as excitation signals at a time in parallel, separate the multi-frequency measurement signals into a plurality of single-frequency signals accurately and quickly, and then carry out normalization respectively. Cross-sequence demodulation is used to obtain a large amount of data for electrical impedance imaging, which realizes fast simultaneous multi-frequency imaging of plant root zone, and can monitor crop growth status in real time, thereby improving crop yield.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述中心频率对所述信号分量进行正交序列解调,确定所述信号分量的幅值信息和相位信息,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the quadrature sequence demodulation of the signal component based on the center frequency to determine the amplitude information and phase information of the signal component specifically includes:
根据所述中心频率,生成相应频率的0°参考信号和90°参考信号;According to the center frequency, generate a 0° reference signal and a 90° reference signal of the corresponding frequency;
使用所述0°参考信号和90°参考信号处理所述信号分量,确定所述信号分量的幅值信息和相位信息。The signal components are processed using the 0° reference signal and the 90° reference signal, and amplitude information and phase information of the signal components are determined.
具体的,在获取n个频率下的信号分量之后,根据每个信号分量的中心频率,生成相应频率的0°参考信号和90°参考信号。Specifically, after acquiring the signal components at n frequencies, according to the center frequency of each signal component, a 0° reference signal and a 90° reference signal of the corresponding frequency are generated.
其中,ω为VMD分离出来各信号分量的中心频率,B为测量信号的幅值,α为测量信号的相角,yref0表示0°的参考信号,yref90表示90°的参考信号,ymeas表示信号分量。Among them, ω is the center frequency of each signal component separated by VMD, B is the amplitude of the measurement signal, α is the phase angle of the measurement signal, y ref0 represents the reference signal of 0°, y ref90 represents the reference signal of 90°, y meas represents the signal component.
首先,将各信号分量与相应频率的0°参考信号和90°参考信号相乘,y1和y2分别为信号分量与相应频率的0°参考信号和90°参考信号相乘的结果:First, multiply each signal component with the 0° reference signal and 90° reference signal of the corresponding frequency, y 1 and y 2 are the results of multiplying the signal component with the 0° reference signal and 90° reference signal of the corresponding frequency respectively:
将y1和y2分别经过低通滤波器并经过模数转换后得到V1和V2:Pass y 1 and y 2 through a low-pass filter and analog-to-digital conversion to get V 1 and V 2 :
最后即可求得测量信号的幅值B(幅值信息)和相角α(相位信息):Finally, the amplitude B (amplitude information) and phase angle α (phase information) of the measured signal can be obtained:
基于上述基于信号分量的中心频率生成相应频率的0°参考信号和90°参考信号,确定幅值和相角的方法,对n*2K*(2K-3)个信号分量进行正交序列解调,能够快速的得到n组幅值和相位的信息,即获得更多用于成像的数据,实现作物根区电阻抗的快速、精确成像。Based on the above method of generating 0° reference signals and 90° reference signals of corresponding frequencies based on the center frequency of the signal components, and determining the amplitude and phase angle, the n*2K*(2K-3) signal components are subjected to quadrature sequence demodulation , can quickly obtain n groups of amplitude and phase information, that is, obtain more data for imaging, and realize fast and accurate imaging of electrical impedance in the root zone of crops.
本发明提供的作物根区多频电阻抗成像方法,可并行的一次将叠加的多频信号作为激励信号进行扫描,准确快速地把多频测量信号分离成多个单频信号,再分别基于信号分量的中心频率生成相应频率的0°参考信号和90°参考信号,进行正交序列解调,得到大量数据进行电阻抗成像,实现了对植物根区的快速同时多频成像,能够实时监测作物生长状态,从而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the invention can scan the superimposed multi-frequency signals as excitation signals at a time in parallel, separate the multi-frequency measurement signals into a plurality of single-frequency signals accurately and quickly, and then separately based on the signals The center frequency of the component generates a 0° reference signal and a 90° reference signal of the corresponding frequency, and performs orthogonal sequence demodulation to obtain a large amount of data for electrical impedance imaging, which realizes fast simultaneous multi-frequency imaging of the root zone of plants, and can monitor crops in real time. growth state, thereby increasing crop yields.
根据本发明提供的作物根区多频电阻抗成像方法,所述基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像,具体包括:According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the determination of the electrical impedance image of the crop root zone based on the amplitude information and the phase information specifically includes:
设置待测区域参数、电极参数、剖分密度、初始电阻抗、激励模式、测量模式和所述多频复合激励信号;Setting the parameters of the area to be measured, electrode parameters, subdivision density, initial electrical impedance, excitation mode, measurement mode and the multi-frequency composite excitation signal;
设置电阻抗成像正问题模型和电阻抗成像逆问题模型;所述正问题为已知电阻抗求解待测区域内的电位分布;所述逆问题为已知待测区域内的电位分布求解电阻抗;基于所述初始电阻抗、所述幅值信息和所述相位信息,求解电阻抗成像正问题,确定所述待测区域内的电位分布;Set up an electrical impedance imaging positive problem model and an electrical impedance imaging inverse problem model; the positive problem is the known electrical impedance to solve the potential distribution in the area to be measured; the inverse problem is to know the potential distribution in the to-be-measured area to solve the electrical impedance ; Based on the initial electrical impedance, the amplitude information and the phase information, solve the positive problem of electrical impedance imaging, and determine the potential distribution in the area to be measured;
将每一次正问题的求解得到的待测区域内的电位分布作为逆问题求解的已知条件,逆问题求解得到的待测区域内的电阻抗作为下一次正问题求解的已知条件,迭代求解所述正问题和逆问题,直至确定使目标函数达到最小值的待测区域内的目标电阻抗;The potential distribution in the area to be measured obtained from each positive problem solution is used as the known condition for solving the inverse problem, and the electrical impedance in the area to be measured obtained from the inverse problem is used as the known condition for the next positive problem solution, and iteratively solves the forward problem and the inverse problem, until the target electrical impedance in the area to be tested that makes the target function reach the minimum value is determined;
基于所述目标电阻抗确定所述待测区域内的目标电位分布;determining a target potential distribution in the to-be-measured area based on the target electrical impedance;
基于所述目标电位分布确定所述作物根区的电阻抗图像。An electrical impedance image of the crop root zone is determined based on the target potential distribution.
具体的,在实测作物根区的电压波形信号,并进行分解获得n组不同频率下的信号分量,并获取信号分量对应的幅值信息和相位信息之后,一般使用电阻抗成像仿真软件,如EIDORS,生成作物根区的电阻抗图像。Specifically, after measuring the voltage waveform signal in the root zone of the crop, and decomposing it to obtain n groups of signal components at different frequencies, and obtaining the amplitude information and phase information corresponding to the signal components, electrical impedance imaging simulation software, such as EIDORS, is generally used. , to generate an electrical impedance image of the crop root zone.
电阻抗图像技术,实际上是基于获取的数据,设置正问题和逆问题,将正问题和逆问题求解结合,反演出作物根区的电阻抗分布,进一步重构获得图像,具体步骤如下:The electrical impedance image technology is actually based on the acquired data, setting a forward problem and an inverse problem, combining the solution of the forward problem and the inverse problem, inverting the electrical impedance distribution of the root zone of the crop, and further reconstructing the obtained image. The specific steps are as follows:
(1)设置测量作物根区的待测区域参数(待测区域的几何尺寸),电极参数(电极的数量、层数、分布位置和分布规律)、剖分密度(有限元剖分密度)、初始电阻抗、激励模式(如相邻激励,相间激励等)、测量模式(如相邻测量,相间测量等)和所述多频复合激励信号(即多频复合激励信号)。(1) Set the parameters of the area to be measured (geometric size of the area to be measured), electrode parameters (the number of electrodes, number of layers, distribution position and distribution law), subdivision density (finite element subdivision density), Initial electrical impedance, excitation mode (eg, adjacent excitation, interphase excitation, etc.), measurement mode (eg, adjacent measurement, interphase measurement, etc.), and the multi-frequency composite excitation signal (ie, multi-frequency composite excitation signal).
需要说明的是,电极的层数核位置的调整,可以使最终的成像图为作物根区横向剖面,纵向剖面,3D图像等不同的图像,具体可根据实际需求进行调整,本发明对此不作限定。It should be noted that, the adjustment of the position of the layers and the nucleus of the electrode can make the final image to be different images such as the transverse section, longitudinal section, and 3D image of the crop root zone. limited.
进一步,可以理解的是,本发明提高的作物根区多频电阻抗成像方法还可以用于构建模型,基于模型实现数据的获取和电阻抗成像。设置模型时,除上述相关参数外,还需要设置待测根区的相关参数,如待测作物根区的大小尺寸和位置等信息。Further, it can be understood that the improved multi-frequency electrical impedance imaging method of the crop root zone of the present invention can also be used to construct a model, and realize data acquisition and electrical impedance imaging based on the model. When setting the model, in addition to the above-mentioned relevant parameters, it is also necessary to set the relevant parameters of the root zone to be tested, such as the size and position of the root zone of the crop to be tested.
(2)设置正问题模型,基于设置的电极接触阻抗、激励模式、测量模式、多频复合激励信号和初始电阻抗,以及确定的幅值和相位信息求解正问题。(2) Set the positive problem model, and solve the positive problem based on the set electrode contact impedance, excitation mode, measurement mode, multi-frequency composite excitation signal and initial electrical impedance, as well as the determined amplitude and phase information.
EIT的正问题是已知电阻抗σ求解场域的电位分布φ,实际上就是电磁场边值问题的求解,即已知数据是目标域中的阻抗分布和激励电流信息,以此计算边界电压分布。The positive problem of EIT is to solve the potential distribution φ of the field with the known electrical impedance σ, which is actually the solution of the boundary value problem of the electromagnetic field, that is, the known data is the impedance distribution and excitation current information in the target domain, so as to calculate the boundary voltage distribution .
电磁场边值问题通常是由偏微分方程和基本边界条件、自然边界条件所构成。根据边值问题的定解条件,场域电位φ的解与电阻抗的分布、场域形状以及电极位置有关,正问题采用的是有限元法。The electromagnetic field boundary value problem is usually composed of partial differential equations, basic boundary conditions and natural boundary conditions. According to the definite solution conditions of the boundary value problem, the solution of the field potential φ is related to the distribution of electrical impedance, the shape of the field and the position of the electrode, and the finite element method is used for the positive problem.
例如,对于圆形EIT测量场域内的电位分布函数φ与电阻抗分布函数σ满足偏微分拉普拉斯方程,即:For example, for the circular EIT measurement field, the potential distribution function φ and the electrical impedance distribution function σ satisfy the partial differential Laplace equation, namely:
其边界条件包括:Its boundary conditions include:
基本边界条件: Basic boundary conditions:
自然边界条件: Natural boundary conditions:
其中,表示场域Ω的边界;f表示已知边界电位;j表示流入场域Ω的电流密度;n表示场域Ω的外法向单位向量。in, represents the boundary of the field Ω; f represents the known boundary potential; j represents the current density flowing into the field Ω; n represents the outer normal unit vector of the field Ω.
(3)创建逆问题模型,EIT的逆问题是通过测量的边界表面电压来计算内部点阻抗分布,首先逆问题求出电阻抗,并将逆问题求出的电阻抗作为正问题的输入,计算出边界上的电位分布。(3) Create an inverse problem model. The inverse problem of EIT is to calculate the internal point impedance distribution through the measured boundary surface voltage. First, the electrical impedance obtained by the inverse problem is obtained, and the electrical impedance obtained by the inverse problem is used as the input of the positive problem to calculate The potential distribution on the outbound boundary.
利用目标函数不断进行迭代比较,最后将比较值控制在某个阈值内,则此时已找到使上述目标函数达到最小的电阻率分布。The objective function is used for continuous iterative comparison, and finally the comparison value is controlled within a certain threshold. At this time, the resistivity distribution that minimizes the above objective function has been found.
目标函数f(ρ)可选为:The objective function f(ρ) can be selected as:
其中,ρ为电阻率分布矢量,v0为待测物表面上测量电位值的矢量,v(ρ)为电阻率分布为ρ的待测物表面的计算电位矢量。Among them, ρ is the resistivity distribution vector, v 0 is the vector of the measured potential value on the surface of the test object, and v(ρ) is the calculated potential vector of the test object surface with the resistivity distribution ρ.
在本方案中,第一次正问题的求解使用的是初始电阻抗,求解逆问题后,将逆问题求解的电阻抗作为已知量求解正问题,迭代求解逆问题和正问题,确定目标电阻抗,进而确定电阻抗图像。In this scheme, the initial electrical impedance is used to solve the first positive problem. After solving the inverse problem, the electrical impedance solved by the inverse problem is used as a known quantity to solve the positive problem, and the inverse problem and the positive problem are solved iteratively to determine the target electrical impedance. , and then determine the electrical impedance image.
需要说明的是,上述构建模型和具体求解的方法仅作为一个具体的例子,对本发明提供的方法应用于模型构建的具体例子,在具体应用过程中,可根据实际需求进行调整,本发明对此不作限定。需要说明的是,在本发明提高的作物根区多频电阻抗成像方法中,经过变分模态分解后,一次可以获取多个不同频率下的信号分量,因此,可以同时重构获得多幅电阻抗图像,电阻抗图像的数量取决于组成多频复合激励信号的正弦波的数量。具体可根据实际情况进行调整,本发明对此不作限定。It should be noted that the above-mentioned method for building a model and a specific solution is only a specific example, and for a specific example in which the method provided by the present invention is applied to model building, it can be adjusted according to actual needs in the specific application process. Not limited. It should be noted that, in the improved multi-frequency electrical impedance imaging method of the crop root region of the present invention, after variational modal decomposition, a plurality of signal components at different frequencies can be obtained at one time. Electrical Impedance Image The number of electrical impedance images depends on the number of sine waves that make up the multi-frequency composite excitation signal. Specifically, it can be adjusted according to the actual situation, which is not limited in the present invention.
本发明提供的作物根区多频电阻抗成像方法,通过将VMD算法运用到对作物根区多频EIT系统的测量信号分离,可并行的一次将叠加的多频信号作为激励信号进行扫描,快速从多频信号中分离出单频信号,获取更多频率下的成像信息,在保证幅度、相位准确和较高的信噪比的基础上,优化根区成像效果,实现同时多频快速成像的功能。克服了单频不能同时得到多个频率下成像信息的缺点,能够获取更多成像信息,使成像效果更精确。又实现了同时多频的快速成像,一次可以同时重构多幅图像,成像速度快、误差小。本方法为多频电阻抗成像技术提供了一种快速、准确的信号分离方法,能够为作物根区成像提供帮助,进而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, by applying the VMD algorithm to the measurement signal separation of the multi-frequency EIT system of the crop root zone, can scan the superimposed multi-frequency signals as the excitation signal at a time in parallel, and quickly The single-frequency signal is separated from the multi-frequency signal, and the imaging information at more frequencies is obtained. On the basis of ensuring the amplitude, phase accuracy and high signal-to-noise ratio, the imaging effect of the root zone is optimized, and the simultaneous multi-frequency fast imaging is realized. Function. It overcomes the shortcoming that a single frequency cannot obtain imaging information at multiple frequencies at the same time, can acquire more imaging information, and make the imaging effect more accurate. It also realizes fast imaging of multiple frequencies at the same time, and can reconstruct multiple images at one time, with fast imaging speed and small error. The method provides a fast and accurate signal separation method for the multi-frequency electrical impedance imaging technology, and can provide help for the imaging of the root zone of crops, thereby improving the crop yield.
根据本发明提供的作物根区多频电阻抗成像方法,所述多频复合激励信号由频率范围在100Hz-5MHz内,频率差值为1KHz的多个幅值相同的正弦波叠加构成。According to the multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, the multi-frequency composite excitation signal is composed of superposition of multiple sine waves with the same amplitude and a frequency difference of 1 KHz within a frequency range of 100 Hz-5 MHz.
具体的,基于系统和EIT技术的特性,当激励信号频率低于100Hz时,检测误差较大,高于5MHz则普遍存在信号衰减现象,故采用的多频信号频率范围在100Hz-5MHz内可以保证获取的电压波形信号分解得到的所有信号分量均能够保证幅度、相位准确和较高的信噪比。Specifically, based on the characteristics of the system and EIT technology, when the frequency of the excitation signal is lower than 100Hz, the detection error is large, and when the frequency is higher than 5MHz, signal attenuation is common, so the frequency range of the multi-frequency signal used can be guaranteed within 100Hz-5MHz. All signal components obtained by decomposing the acquired voltage waveform signal can ensure the accurate amplitude, phase and high signal-to-noise ratio.
选取频率范围在100Hz-5MHz内,频率差值为1KHz的多个幅值相同的正弦波叠加构成多频复合激励信号,能够保证分解出的不同频率下的信号分量频率的差值稳定,覆盖范围广,克服了单频不能同时得到多个频率下成像信息的缺点,能够获取更多成像信息,使成像效果更精确。The selected frequency range is within 100Hz-5MHz, the frequency difference is 1KHz, and multiple sine waves with the same amplitude are superimposed to form a multi-frequency composite excitation signal, which can ensure that the difference in frequency of the decomposed signal components at different frequencies is stable and covers the range. It overcomes the disadvantage that a single frequency cannot obtain imaging information at multiple frequencies at the same time, and can obtain more imaging information and make the imaging effect more accurate.
本发明提供的作物根区多频电阻抗成像方法,选取频率范围在100Hz-5MHz内,频率差值为1KHz的多个幅值相同的正弦波叠加构成多频复合激励信号,可并行的一次将叠加的多频信号作为激励信号进行扫描,准确快速地把多频测量信号分离成多个单频信号,保证获取的电压波形信号分解得到的所有信号分量均能够保证幅度、相位准确和较高的信噪比。再分别将信号分量进行正交序列解调,得到大量数据进行电阻抗成像,实现了对植物根区的快速同时多频成像,能够实时监测作物生长状态,从而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention selects a frequency range of 100 Hz-5 MHz and a frequency difference of 1 KHz to superimpose a plurality of sine waves with the same amplitude to form a multi-frequency composite excitation signal. The superimposed multi-frequency signal is scanned as an excitation signal, and the multi-frequency measurement signal is accurately and quickly separated into multiple single-frequency signals, ensuring that all signal components obtained by decomposing the acquired voltage waveform signal can ensure accurate amplitude, phase and high. Signal-to-noise ratio. Then, the signal components are demodulated by orthogonal sequence respectively, and a large amount of data is obtained for electrical impedance imaging, which realizes fast simultaneous multi-frequency imaging of plant root zone, and can monitor the growth status of crops in real time, thereby improving crop yield.
以下结合具体的应用实例对本发明的方案进行解释说明:The scheme of the present invention is explained below in conjunction with specific application examples:
以透明圆柱实验装置为待测区域,在透明圆柱实验装置的圆形平面边界上设置32个电极,电极编号i=1,2,…,32。采用由幅值相同、3个频率分别为30kHz、50kHz、70kHz的正弦波叠加后的多频复合激励信号S(t)。Taking the transparent cylindrical experimental device as the area to be tested, 32 electrodes are set on the circular plane boundary of the transparent cylindrical experimental device, and the electrode numbers are i=1, 2, . . . , 32. The multi-frequency composite excitation signal S(t) is superimposed by three sine waves with the same amplitude and frequencies of 30 kHz, 50 kHz and 70 kHz respectively.
在透明圆柱实验装置中加入纯盐水介质,在介质中放上胡萝卜作为待测作物根区,将胡萝卜设置于1号和17号电极的连线上,其圆心距离透明圆柱实验装置的有机玻璃桶中心92.5mm。Add pure brine medium to the transparent cylindrical experimental device, put carrots in the medium as the root area of the crop to be tested, and set carrots on the connection line between No. 1 and No. 17 electrodes, and the center of the circle is away from the plexiglass barrel of the transparent cylindrical experimental device. Center 92.5mm.
在FPGA中调用直接数字频率合成(Direct Digital Synthesis,简称DDS)IP核生成多频信号多频复合激励信号S(t),并采用多频复合激励信号S(t)对有机玻璃桶中的纯盐水介质以及胡萝卜进行激励。系统每层有32个电极,采用相邻激励和相邻测量的方法进行信号的激励和采集以S(t)作为激励信号,在圆形待测域中激励并获取电压波形信号Vjm(t)。The Direct Digital Synthesis (DDS) IP core is called in the FPGA to generate a multi-frequency signal and a multi-frequency composite excitation signal S(t), and the multi-frequency composite excitation signal S(t) is used to analyze the pure signal in the plexiglass barrel. Brine medium and carrots for stimulation. There are 32 electrodes in each layer of the system. The method of adjacent excitation and adjacent measurement is used for signal excitation and acquisition. S(t) is used as the excitation signal, and the voltage waveform signal Vjm(t) is excited and obtained in the circular area to be measured. .
从i=1开始,以i,i+1作为一对电极作为激励电极对检测域施加多频激励复合信号S(t),记为第1轮刺激,j=1,后续编号j=2,3,…,32;经过32轮,29对相邻电极间的电压波形Vjm(t),j=1,2,3,…,32,m=1,2,…,29。Starting from i=1, i and i+1 are used as a pair of electrodes as excitation electrodes to apply a multi-frequency excitation composite signal S(t) to the detection domain, which is recorded as the first round of stimulation, j=1, and subsequent numbers j=2, 3, .
对获取到的j*m=928条含有3个频率的电压波形Vjm信号,用VMD方法将获得的多频测量信号进行分离,分别进行3层变分模态分解(VMD),每个电压波形得到3个信号分量,确定每个分量的中心频率和带宽,实现自适应地将混合信号有效分离,再采用快速傅里叶变换FFT对分解信号确定的中心频率并进行排序。For the obtained j*m=928 voltage waveforms Vjm signals containing 3 frequencies, the obtained multi-frequency measurement signals are separated by the VMD method, and 3-layer variational modal decomposition (VMD) is performed respectively. Three signal components are obtained, the center frequency and bandwidth of each component are determined, and the mixed signal is effectively separated adaptively, and the center frequency determined by the decomposed signal is sorted and sorted by fast Fourier transform (FFT).
根据每个信号分量的中心频率,生成相应频率的0°参考信号和90°参考信号,对3*928=2784个信号分量进行正交序列解调,其中yre0和yref90分别表示0°和90°的参考信号,ω为VMD分离出来的各信号分量的中心频率,B为测量信号的幅值,α为测量信号的相角:According to the center frequency of each signal component, generate a 0° reference signal and a 90° reference signal of the corresponding frequency, and perform quadrature sequence demodulation on 3*928=2784 signal components, where y re0 and y ref90 represent 0° and y ref90, respectively. 90° reference signal, ω is the center frequency of each signal component separated by VMD, B is the amplitude of the measurement signal, α is the phase angle of the measurement signal:
首先,将各信号分量与相应频率的0°参考信号和90°参考信号相乘,y1和y2分别为信号分量与相应频率的0°参考信号和90°参考信号相乘的结果:First, multiply each signal component with the 0° reference signal and 90° reference signal of the corresponding frequency, y 1 and y 2 are the results of multiplying the signal component with the 0° reference signal and 90° reference signal of the corresponding frequency respectively:
将y1和y2分别经过低通滤波器并经过模数转换后得到V1和V2:Pass y 1 and y 2 through a low-pass filter and analog-to-digital conversion to get V 1 and V 2 :
最后即可求得测量信号的幅值B(幅值信息)和相角α(相位信息):Finally, the amplitude B (amplitude information) and phase angle α (phase information) of the measured signal can be obtained:
得到3组幅值和相位的信息。Get 3 sets of amplitude and phase information.
将得到的3对幅值和相位信息通过USB上传到上位机用于重构电阻抗图像,即可得到3幅在32个电极下对纯盐水中胡萝卜的图像重构。The obtained 3 pairs of amplitude and phase information are uploaded to the host computer through USB to reconstruct the electrical impedance image, and 3 images of carrots in pure saline under 32 electrodes can be obtained.
需要说明的是,上述方案仅作为一个具体的例子对本发明提供的多频作物根区电阻抗成像方法进行解释说明,对本发明不作限定。It should be noted that, the above solution is only used as a specific example to explain the multi-frequency crop root zone electrical impedance imaging method provided by the present invention, and the present invention is not limited.
以下结合实验数据对本发明的方案的有益效果进行说明:The beneficial effects of the scheme of the present invention are described below in conjunction with experimental data:
输入一个由五个单频信号叠加而成的多频信号进行分解,这五个信号分别为频率为1Hz、10Hz、100Hz、500Hz和1000Hz,对应的幅值(单位为V)分别为0.4、0.6、0.8、1.0、1.2,对应的相位分别为10、20、30、40、50(单位为°),分别在MATLAB中进行仿真,其分解结果如下所示:Input a multi-frequency signal superimposed by five single-frequency signals for decomposition. The five signals are respectively 1Hz, 10Hz, 100Hz, 500Hz and 1000Hz, and the corresponding amplitudes (units are V) are 0.4 and 0.6 respectively. , 0.8, 1.0, 1.2, the corresponding phases are 10, 20, 30, 40, 50 (unit is °), respectively, simulated in MATLAB, and the decomposition results are as follows:
表1 VMD和正交分解方法得到参数信息对比表Table 1 Comparison table of parameter information obtained by VMD and orthogonal decomposition methods
正交分解方法对于后两个频率的分解效果较差,可见当混合频率较多时,正交分解的效果不好,但VMD的分解结果依然稳定。The orthogonal decomposition method has poor decomposition effect for the latter two frequencies. It can be seen that when there are many mixed frequencies, the effect of orthogonal decomposition is not good, but the decomposition result of VMD is still stable.
为验证这两种方法对于高频的多频信号分解效果,接下来输入一个由三个单频信号叠加而成的频率较高的多频信号进行分解,这五个信号分别为频率为30KHz、100KHz和5MHz,对应的幅值分别为0.4、0.6、0.8,对应的相位分别为10、20、30,分别在MATLAB中进行仿真,其分解结果如下所示:In order to verify the decomposition effect of these two methods on high-frequency multi-frequency signals, input a multi-frequency signal with a higher frequency superimposed by three single-frequency signals for decomposition. The five signals are 30KHz, 100KHz and 5MHz, the corresponding amplitudes are 0.4, 0.6, and 0.8, respectively, and the corresponding phases are 10, 20, and 30, respectively. Simulations are carried out in MATLAB, and the decomposition results are as follows:
表2高频下VMD和正交分解方法得到参数信息对比表Table 2 Comparison table of parameter information obtained by VMD and orthogonal decomposition method at high frequency
可见当频率较大时,正交分解的相位会出现误差较大的情况,效果不如VMD方法好。即相比于广泛被应用于多频信号分解的数字正交分解技术,VMD方法得到的幅值和相位精度更高,分解更准确。It can be seen that when the frequency is large, the phase of the quadrature decomposition will have a large error, and the effect is not as good as the VMD method. That is, compared with the digital quadrature decomposition technology widely used in multi-frequency signal decomposition, the amplitude and phase precision obtained by the VMD method are higher, and the decomposition is more accurate.
综上所述,本发明方法将VMD运用到作物根区多频EIT系统的多频信号分离过程中,实现了将多频测量信号向多个单频信号的转换,方便各自进行正交序列的解调,满足多频EIT系统的快速、准确性。实验结果表明,VMD算法与农业生产领域的结合对作物根区电阻抗成像技术有极高的应用价值,能够准确地且快速的分离信号,进而对作物产量有很大的推动作用。To sum up, the method of the present invention applies VMD to the multi-frequency signal separation process of the multi-frequency EIT system in the crop root zone, realizes the conversion of multi-frequency measurement signals into multiple single-frequency signals, and facilitates the separation of orthogonal sequences. Demodulation, to meet the fast and accurate multi-frequency EIT system. The experimental results show that the combination of the VMD algorithm and the field of agricultural production has a very high application value for the electrical impedance imaging technology of the crop root zone, which can accurately and quickly separate the signals, thereby greatly promoting the crop yield.
图4为本发明提供的多频作物根区电阻抗成像系统结构示意图,如图4所示,本发明还提供一种多频作物根区电阻抗成像系统,包括:FIG. 4 is a schematic structural diagram of a multi-frequency crop root zone electrical impedance imaging system provided by the present invention. As shown in FIG. 4 , the present invention also provides a multi-frequency crop root zone electrical impedance imaging system, including:
信号采集单元410,用于使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;The
信号分解单元420,用于变分模态分解所述电压波形信号,获得不同频率的信号分量;a
信号处理单元430,用于基于所述信号分量,确定所述信号分量的幅值信息和相位信息;a
图像生成单元440,用于基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。The
具体的,图2为本发明提供的作物根区多频电阻抗成像方法步骤流程示意图;如图2所示,以FPGA(现场可编程逻辑门阵列,Field Programmable Gate Array)作为本发明使用的控制芯片为例,对本发明方案进行说明。使用FPGA可以实现多频负荷信号的快速生成,以及电压波形信号的快速分解。除此之外,FPGA还可以替换为其他芯片或微处理器,本发明对此不做限定。Specifically, FIG. 2 is a schematic flowchart of the steps of a multi-frequency electrical impedance imaging method for crop root regions provided by the present invention; as shown in FIG. 2 , an FPGA (Field Programmable Gate Array) is used as the control device used in the present invention. Taking a chip as an example, the solution of the present invention will be described. The use of FPGA can realize the rapid generation of multi-frequency load signals and the rapid decomposition of voltage waveform signals. Besides, the FPGA can also be replaced with other chips or microprocessors, which is not limited in the present invention.
事先设置待测区域,在待测区域的边界上设置多个电极,将待测的作物根区置于待测区域内部。The area to be measured is set in advance, multiple electrodes are set on the boundary of the area to be measured, and the root area of the crop to be measured is placed inside the area to be measured.
在FPGA中调用n次直接数字频率合成(Direct Digital Synthesis,简称DDS)技术生成n个单频正弦信号,其中对相位增量(PINC)和相位偏移量(POFF)的改变,可以实现对各单频信号的频率和相位的控制,PINC和POFF与输出频率fout和初始相位的关系为,其中N为相位累加器的位数:In the FPGA, n times of direct digital frequency synthesis (Direct Digital Synthesis, DDS) technology is called to generate n single-frequency sinusoidal signals, in which the change of phase increment (PINC) and phase offset (POFF) can realize the Control of frequency and phase of single frequency signal, PINC and POFF and output frequency f out and initial phase The relationship is, where N is the number of bits in the phase accumulator:
将获取的n个幅值相同,频率不同的单频正弦信号叠加构成的多频复合激励信号作为激励信号。信号采集单元410,用于使用获得的多频复合激励信号(即图2中多频率混合激励信号)激励设置于待测区域边界上的电极,获得电压波形信号(即图2中多频率混合测量信号)。The multi-frequency composite excitation signal formed by the superposition of n single-frequency sinusoidal signals with the same amplitude and different frequencies obtained is used as the excitation signal. The
需要说明的是,待测区域的形状一般来说设置成圆形,除此之外,还可以设置为规则的多边形,或不规则图形,以及设置在待测区域边界上电机的数量,排布方式(一般在待测区域间隔上,以相同的间距均匀设置)和层数,均可以根据实际需求进行调整。其次,构成多频复合激励信号的正弦波的数量、幅值、频率以及相位,均可根据实际情况进行调整。除此之外,利用激励信号进行激励的模式包括相邻激励、相间激励、相对激励和交叉激励等,具体使用的激励模式可根据实际情况进行调整。本发明上述内容不做限定。It should be noted that the shape of the area to be measured is generally set as a circle. In addition, it can also be set as a regular polygon, or an irregular figure, and the number and arrangement of motors set on the boundary of the area to be measured. The method (generally set evenly with the same spacing on the interval of the area to be tested) and the number of layers can be adjusted according to actual needs. Secondly, the number, amplitude, frequency and phase of the sine waves constituting the multi-frequency composite excitation signal can be adjusted according to the actual situation. In addition, the excitation modes using the excitation signal include adjacent excitation, interphase excitation, relative excitation and cross excitation, etc. The specific excitation mode used can be adjusted according to the actual situation. The above content of the present invention is not limited.
基于变分模态分解(Variational Mode Decomposition,简称VMD)盲信号分离技术,信号分解单元420,用于将任意一个电压波形信号(盲信号)进行变分模态分解,均可获得n个不同频率的信号分量。Based on the Variational Mode Decomposition (VMD) blind signal separation technology, the
若信号采集单元410仅获得一个电压波形信号,则变分模态分解后,获得n个不同频率的信号分量。若信号采集单元410获得M个电压波形信号,则变分模态分解后,获得n组不同频率的信号分量,每一组中都包含M个相同频率的信号分量,共获得n*M个信号分量。If the
以n取2为例,图3为本发明提供的多频信号分离效果图,如图3所示,310为多频电压波形信号,将其进行变分模态分解后,获得320和330两个单频信号分量。Taking n as 2 as an example, FIG. 3 is a multi-frequency signal separation effect diagram provided by the present invention. As shown in FIG. 3, 310 is a multi-frequency voltage waveform signal. a single frequency signal component.
信号处理单元430,用于对信号分解单元420获得的信号分量进行解调,确定和信号分量一一对应的幅值信息和相位信息。其中,每一组相同频率的信号分量对应的幅值信息和相位信息,可以确定一幅电阻抗图像。The
需要说明的是,根据信号分量确定幅值信息和相位信息的方法,除了使用图2示例中的正交序列解调之外,还可以使用开关解调、模拟乘法器解调(数字正交解调)、采样保持器解调和过零鉴相法解调等,进行解调的方法可根据实际情况进行调整,本发明对此不作限制。It should be noted that, in addition to using the quadrature sequence demodulation in the example of FIG. 2, the method of determining the amplitude information and phase information according to the signal components can also use switch demodulation, analog multiplier demodulation (digital quadrature demodulation) demodulation), sample-and-hold demodulation, and zero-crossing phase detection method demodulation, etc. The demodulation method can be adjusted according to the actual situation, which is not limited in the present invention.
图像生成单元440,用于基于信号处理单元430获得的幅值信息和相位信息,可以确定待测区域内部电位分布情况,基于电位分布情况确定作物根区的电阻抗图像。The
需要说明的是,本发明提供的将VMD算法运用到对作物根区多频EIT系统的测量信号分离的方法,除了可以用于待测作物根区的电阻抗成像之外,还可以检测作物的其他部分,或者是迁移的应用于医学领域和制造领域等领域。It should be noted that the method of applying the VMD algorithm to the measurement signal separation of the multi-frequency EIT system in the crop root zone provided by the present invention can not only be used for the electrical impedance imaging of the root zone of the crop to be measured, but also can detect the Other parts, or migrated, are used in fields such as the medical field and the manufacturing field.
本发明提供的作物根区多频电阻抗成像方法,通过将VMD算法运用到对作物根区多频EIT系统的测量信号分离,可并行的一次将叠加的多频信号作为激励信号进行扫描,快速从多频信号中分离出单频信号,获取更多频率下的成像信息,在保证幅度、相位准确和较高的信噪比的基础上,优化根区成像效果,实现同时多频快速成像的功能。克服了单频不能同时得到多个频率下成像信息的缺点,能够获取更多成像信息,使成像效果更精确。又实现了同时多频的快速成像,速度快、误差小。本方法为多频电阻抗成像技术提供了一种快速、准确的信号分离方法,能够为作物根区成像提供帮助,进而提高作物产量。The multi-frequency electrical impedance imaging method of the crop root zone provided by the present invention, by applying the VMD algorithm to the measurement signal separation of the multi-frequency EIT system of the crop root zone, can scan the superimposed multi-frequency signals as the excitation signal at a time in parallel, and quickly The single-frequency signal is separated from the multi-frequency signal, and the imaging information at more frequencies is obtained. On the basis of ensuring the accuracy of amplitude, phase and high signal-to-noise ratio, the imaging effect of the root zone is optimized to achieve simultaneous multi-frequency fast imaging. Function. It overcomes the shortcoming that a single frequency cannot obtain imaging information at multiple frequencies at the same time, can acquire more imaging information, and make the imaging effect more accurate. It also realizes fast imaging of multiple frequencies at the same time, with fast speed and small error. The method provides a fast and accurate signal separation method for the multi-frequency electrical impedance imaging technology, and can provide help for the imaging of the root zone of the crops, thereby improving the crop yield.
需要说明的是,本发明实施例提供的多频作物根区电阻抗成像系统用于执行上述作物根区多频电阻抗成像方法,其具体的实施方式与方法实施方式一致,在此不再赘述。It should be noted that the multi-frequency electrical impedance imaging system of the crop root zone provided by the embodiment of the present invention is used to execute the above-mentioned multi-frequency electrical impedance imaging method of the crop root zone, and its specific implementation is the same as that of the method, which will not be repeated here. .
图5为本发明提供的电子设备的实体结构示意图,如图5所示,所述电子设备可以包括:处理器(processor)510、通信接口(communication interface)520、存储器(memory)530和通信总线(bus)540,其中,处理器510,通信接口520,存储器530通过通信总线540完成相互间的通信。处理器510可以调用存储器530中的逻辑指令,以执行上述作物根区多频电阻抗成像方法,包括:使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;变分模态分解所述电压波形信号,获得不同频率的信号分量;基于所述信号分量,确定所述信号分量的幅值信息和相位信息;基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。FIG. 5 is a schematic diagram of the physical structure of the electronic device provided by the present invention. As shown in FIG. 5 , the electronic device may include: a processor (processor) 510, a communication interface (communication interface) 520, a memory (memory) 530 and a communication bus (bus) 540 , wherein the
此外,上述的存储器530中的逻辑指令可以通过软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(ROM,Read-only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等各种可以存储程序代码的介质。In addition, the above-mentioned logic instructions in the
另一方面,本发明实施例还提供一种计算机程序产品,所述计算机程序产品包括存储在非暂态计算机可读存储介质上的计算机程序,所述计算机程序包括程序指令,当所述程序指令被计算机执行时,计算机能够执行上述各方法实施例所提供的作物根区多频电阻抗成像方法,该方法包括:使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;变分模态分解所述电压波形信号,获得不同频率的信号分量;基于所述信号分量,确定所述信号分量的幅值信息和相位信息;基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。On the other hand, an embodiment of the present invention also provides a computer program product, the computer program product includes a computer program stored on a non-transitory computer-readable storage medium, the computer program includes program instructions, when the program instructions When executed by a computer, the computer can execute the multi-frequency electrical impedance imaging method of the crop root zone provided by the above method embodiments, the method includes: using a multi-frequency composite excitation signal to excite electrodes arranged on the boundary of the area to be measured, and obtain a voltage waveform wherein, the crop root area is placed inside the area to be tested; the multi-frequency composite excitation signal is composed of a plurality of sine waves with the same amplitude and different frequencies superimposed; the voltage waveform signal is decomposed by variational mode , to obtain signal components of different frequencies; based on the signal components, determine the amplitude information and phase information of the signal components; based on the amplitude information and phase information, determine the electrical impedance image of the crop root zone.
又一方面,本发明实施例还提供一种非暂态计算机可读存储介质,其上存储有计算机程序,该计算机程序被处理器执行时实现以执行上述各实施例提供的以执行作物根区多频电阻抗成像方法,该方法包括:使用多频复合激励信号激励设置于待测区域边界上的电极,获取电压波形信号;其中,所述作物根区置于所述待测区域内部;所述多频复合激励信号由多个幅值相同,频率不同的正弦波叠加构成;变分模态分解所述电压波形信号,获得不同频率的信号分量;基于所述信号分量,确定所述信号分量的幅值信息和相位信息;基于所述幅值信息和相位信息,确定所述作物根区的电阻抗图像。In yet another aspect, embodiments of the present invention further provide a non-transitory computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, it is implemented to execute the above embodiments to execute the crop root zone A multi-frequency electrical impedance imaging method, the method comprising: using a multi-frequency composite excitation signal to excite electrodes arranged on the boundary of an area to be measured to obtain a voltage waveform signal; wherein the crop root area is placed inside the area to be measured; The multi-frequency composite excitation signal is composed of a plurality of sine waves with the same amplitude and different frequencies. based on the amplitude information and phase information; determine the electrical impedance image of the crop root zone based on the amplitude information and phase information.
以上所描述的装置实施例仅仅是示意性的,其中所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性的劳动的情况下,即可以理解并实施。The device embodiments described above are only illustrative, wherein the units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in One place, or it can be distributed over multiple network elements. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution in this embodiment. Those of ordinary skill in the art can understand and implement it without creative effort.
通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到各实施方式可借助软件加必需的通用硬件平台的方式来实现,当然也可以通过硬件。基于这样的理解,上述技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可以存储在计算机可读存储介质中,如ROM/RAM、磁碟、光盘等,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行各个实施例或者实施例的某些部分所述的方法。From the description of the above embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus a necessary general hardware platform, and certainly can also be implemented by hardware. Based on this understanding, the above-mentioned technical solutions can be embodied in the form of software products in essence or the parts that make contributions to the prior art, and the computer software products can be stored in computer-readable storage media, such as ROM/RAM, magnetic A disc, an optical disc, etc., includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to perform the methods described in various embodiments or some parts of the embodiments.
最后应说明的是:以上实施例仅用以说明本发明的技术方案,而非对其限制;尽管参照前述实施例对本发明进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本发明各实施例技术方案的精神和范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, but not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that it can still be The technical solutions described in the foregoing embodiments are modified, or some technical features thereof are equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the spirit and scope of the technical solutions of the embodiments of the present invention.
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