CN112903644B - Ultra-wide range fluorescence quantitative analysis method and fluorescence measurement system - Google Patents
Ultra-wide range fluorescence quantitative analysis method and fluorescence measurement system Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及定量分析技术领域,具体地,涉及一种超宽范围的荧光定量分析方法和荧光测量系统。The invention relates to the technical field of quantitative analysis, in particular, to an ultra-wide-range fluorescence quantitative analysis method and a fluorescence measurement system.
背景技术Background technique
荧光定量分析方法具有灵敏度高、选择性好、操作简单等优点,广泛应用于生化分析、医学检测、环境监测、食品安全等领域。在常规的荧光定量分析方法中,通常将被测荧光物质溶液盛于比色皿中,以一定波长的激发光入射比色皿,在一定角度方向(如与入射光垂直的方向)收集发射的荧光信号,当荧光物质溶液的浓度不太大时,荧光强度和荧光物质溶液的浓度的线性关系:Fluorescence quantitative analysis method has the advantages of high sensitivity, good selectivity and simple operation, and is widely used in biochemical analysis, medical detection, environmental monitoring, food safety and other fields. In the conventional fluorescence quantitative analysis method, the solution of the fluorescent substance to be tested is usually placed in a cuvette, the excitation light of a certain wavelength is incident on the cuvette, and the emitted light is collected in a certain angular direction (such as the direction perpendicular to the incident light). Fluorescence signal, when the concentration of the fluorescent substance solution is not too large, the linear relationship between the fluorescence intensity and the concentration of the fluorescent substance solution:
其中,ε是摩尔消光系数,c为荧光物质溶液的浓度,x是激发光在溶液中通过的光程,荧光物质的荧光量子产率入射光强度I0。Among them, ε is the molar extinction coefficient, c is the concentration of the fluorescent substance solution, x is the optical path of the excitation light in the solution, and the fluorescence quantum yield of the fluorescent substance Incident light intensity I 0 .
由于仅当溶液浓度在较小的范围时,朗伯比尔定律的线性关系才成立,而且由于激发光在溶液中传播过程中被溶液吸收而逐渐减弱,即激发光存在空间衰减效应,当被测荧光物质的浓度较高时,采用常规的荧光定量法分析会产生较大的误差,因而不再适用。Since the linear relationship of Lambert Beer's law is established only when the concentration of the solution is in a small range, and the excitation light is absorbed by the solution during the propagation in the solution and gradually weakened, that is, the excitation light has a spatial attenuation effect. When the concentration of the fluorescent substance is high, the conventional fluorescence quantitative analysis will cause a large error, so it is no longer applicable.
为了扩大荧光定量分析法的浓度适用范围,一些研究者利用吸光度对荧光强度和荧光物质溶液的浓度的公式进行了修正,修正后的荧光强度公式为:In order to expand the concentration application range of the fluorescence quantitative analysis method, some researchers modified the formula of the fluorescence intensity and the concentration of the fluorescent substance solution by using the absorbance. The revised fluorescence intensity formula is:
其中,Fobs表示探测器接收到的荧光强度;Fideal则表示经过修正公式修正后的荧光强度;AEx表示激发光通过样品池后的吸光度值;AEm则表示发射光通过样品池后的吸光度值,s是将激发光束截面视作均匀圆柱形情况下的直径;g是激发光束边缘到样品池边缘的距离,d为样品池的宽度。Among them, F obs represents the fluorescence intensity received by the detector; F ideal represents the fluorescence intensity corrected by the correction formula; A Ex represents the absorbance value after the excitation light passes through the sample cell; A Em represents the emission light after passing through the sample cell Absorbance value, s is the diameter when the cross section of the excitation beam is regarded as a uniform cylinder; g is the distance from the edge of the excitation beam to the edge of the sample cell, and d is the width of the sample cell.
Albinsson等人在1994年提出了一个后来被广泛使用的修正公式,修正后的荧光强度公式为:In 1994, Albinsson et al. proposed a modified formula that was widely used later. The modified fluorescence intensity formula is:
经过修正后,使得荧光定量分析的测量范围得到一定程度的扩大。After correction, the measurement range of fluorescence quantitative analysis has been expanded to a certain extent.
受朗伯比尔定律线性范围的限制,当荧光物质的浓度较高时,吸光度与浓度关系偏离线性规律,而且,由于受仪器的杂散光影响,在高浓度下溶液的吸光度难以被准确测定。因此,在高浓度下利用吸光度对荧光强度进行修正后的荧光强度公式仍然不能用于高浓度荧光物质的测量和定量分析。Limited by the linear range of Lambert Beer's law, when the concentration of the fluorescent substance is high, the relationship between the absorbance and the concentration deviates from the linear law. Moreover, due to the influence of the stray light of the instrument, the absorbance of the solution is difficult to be accurately measured at high concentrations. Therefore, the fluorescence intensity formula obtained by using absorbance to correct the fluorescence intensity at high concentration still cannot be used for the measurement and quantitative analysis of high-concentration fluorescent substances.
目前,对于一些荧光物质浓度高或者浓度变化范围大的应用场合,对其荧光物质的定量监测与分析仍是个难题。例如:在纺织印染行业,需要对宽范围高浓度的荧光染料物质进行在线测量。又如:正常成人血浆游离氨基酸总浓度为350~650mg·L-1,昼夜的浓度变化大,采用传统的荧光定量分析检测游离氨基酸浓度时,需要将血浆稀释至低浓度,稀释过程将改变血浆中某些物质的状态。At present, for some applications where the concentration of fluorescent substances is high or the concentration range is wide, the quantitative monitoring and analysis of the fluorescent substances is still a difficult problem. For example: in the textile printing and dyeing industry, online measurement of a wide range of high-concentration fluorescent dye substances is required. Another example: the total concentration of free amino acids in normal adult plasma is 350-650 mg·L -1 , and the concentration varies greatly during the day and night. When using traditional fluorescence quantitative analysis to detect the concentration of free amino acids, it is necessary to dilute the plasma to a low concentration, and the dilution process will change the plasma. the state of certain substances.
发明内容SUMMARY OF THE INVENTION
针对现有技术中的缺陷,本发明的目的是提供一种超宽范围的荧光定量分析方法和荧光测量系统,解决高浓度荧光物质定量和宽量程荧光物质定量的难题。Aiming at the defects in the prior art, the purpose of the present invention is to provide an ultra-wide-range fluorescence quantitative analysis method and a fluorescence measurement system to solve the difficult problems of high-concentration fluorescent substance quantification and wide-range fluorescent substance quantification.
本发明的第一方面,提供一种超宽范围的荧光定量分析方法,包括:建立分析模型以及利用所述分析模型进行具体测量中的荧光定量分析;其中,The first aspect of the present invention provides an ultra-wide-range fluorescence quantitative analysis method, including: establishing an analysis model and using the analysis model to perform fluorescence quantitative analysis in specific measurements; wherein,
所述建立分析模型,包括:The establishment of an analysis model includes:
S1,建立接收荧光强度与荧光物质的浓度关系:S1, establish the relationship between the received fluorescence intensity and the concentration of the fluorescent substance:
在单波长激发光条件下,接收荧光强度FR与荧光物质的浓度之间关系的表达式为:Under the condition of single-wavelength excitation light, the expression of the relationship between the received fluorescence intensity FR and the concentration of the fluorescent substance is:
其中,λEm为荧光发射波长,为荧光量子产率,ε为摩尔消光系数,c为荧光物质的浓度,ζ=-2.303ε,k为一个表征荧光物质吸收光能力的常数,N是激发光功率常数,Φ为一个表征荧光物质荧光转化效率的常数,荧光接收区域为x=a到x=b的范围,d是微分符号;where λ Em is the fluorescence emission wavelength, is the fluorescence quantum yield, ε is the molar extinction coefficient, c is the concentration of the fluorescent substance, ζ=-2.303ε, k is a constant characterizing the ability of the fluorescent substance to absorb light, N is the excitation light power constant, Φ is a characterizing the fluorescent substance The constant of fluorescence conversion efficiency, the fluorescence receiving area is the range from x=a to x=b, and d is the differential symbol;
S2,基于上述的表达式(4),对具体被测的荧光物质建立分析模型,从而确定表达式中的常数。S2, based on the above-mentioned expression (4), an analytical model is established for the specific fluorescent substance to be measured, so as to determine the constant in the expression.
优选地,上述S2,包括:Preferably, the above S2 includes:
S21,建立被测荧光物质在宽浓度范围的系列梯度浓度溶液样本,确定激发光强度和荧光接收范围,通过实验获得不同荧光物质浓度对应的接收荧光强度,将这些数据作为训练集;S21, establishing a series of gradient concentration solution samples of the tested fluorescent substance in a wide concentration range, determining the excitation light intensity and the fluorescence receiving range, obtaining the received fluorescence intensity corresponding to different fluorescent substance concentrations through experiments, and using these data as a training set;
S22,采用最小二乘法和Levenberg-Marquardt算法,进行优化拟合,从而确定S1表达式中的参数Φ·N、k、ζ;S22, using the least squares method and the Levenberg-Marquardt algorithm to perform optimal fitting, thereby determining the parameters Φ·N, k, ζ in the expression of S1;
Levenberg-Marquardt算法综合了最速下降法和泰勒级数线性化方法,通过求解优化模型,获取搜索方向,所述优化模型如下:The Levenberg-Marquardt algorithm combines the steepest descent method and the Taylor series linearization method, and obtains the search direction by solving the optimization model. The optimization model is as follows:
其中,dk为搜索方向,为n维实数域,Jk为雅克比矩阵,rk为信赖域半径,μk为阻尼参数,h为步长;Among them, d k is the search direction, is the n-dimensional real number field, J k is the Jacobian matrix, r k is the trust region radius, μ k is the damping parameter, and h is the step size;
由此建立接收荧光强度-荧光物质浓度的关系模型。Thereby, a relationship model of received fluorescence intensity-fluorescent substance concentration is established.
优选地,上述进行具体测量中的荧光定量分析,包括:测量荧光的同时测量吸光度,以最大接收荧光强度对应的浓度为浓度阈值,此时所对应的吸光度为吸光度阈值。具体的,若测量的溶液的吸光度小于吸光度阈值,则利用小于浓度阈值的荧光强度规律来预测荧光物质浓度;若测量的吸光度大于吸光度阈值,则利用大于浓度阈值的荧光强度规律来预测荧光物质浓度。Preferably, the above-mentioned quantitative fluorescence analysis in the specific measurement includes: measuring the absorbance while measuring the fluorescence, taking the concentration corresponding to the maximum received fluorescence intensity as the concentration threshold, and the corresponding absorbance at this time as the absorbance threshold. Specifically, if the measured absorbance of the solution is less than the absorbance threshold, the fluorescence intensity rule less than the concentration threshold is used to predict the concentration of the fluorescent substance; if the measured absorbance is greater than the absorbance threshold, the fluorescence intensity rule greater than the concentration threshold is used to predict the concentration of the fluorescent substance .
本发明的第二方面,提供一种荧光测量系统,用于上述超宽范围的荧光定量分析方法。具体的,所述荧光测量系统包括:激发光源、光阑、第一准直透镜、样品池、第一凹面反射镜、光纤探头、第二凹面反射镜、第二准直透镜、窄带滤光片、会聚透镜、光谱仪,其中:激发光源发出的光经过光阑后由第一准直透镜变换成平行光束,平行光束垂直照射样品池中的液体样品,一部分光被样品吸收,一部分光透射,透射光经第一凹面反射镜反射达到光纤探头;样品被激发光激发后向四周发射荧光,选取与激发光垂直的方向收集荧光,向左发射的荧光经第二凹面反射镜反射后与向右发射的荧光一起经过第二准直透镜准直,再经窄带滤光片滤光,最后由会聚透镜会聚于光纤探头,荧光和透射光一起经过光纤传导至光谱仪。In a second aspect of the present invention, a fluorescence measurement system is provided, which is used in the above-mentioned ultra-wide-range fluorescence quantitative analysis method. Specifically, the fluorescence measurement system includes: an excitation light source, a diaphragm, a first collimating lens, a sample cell, a first concave mirror, a fiber probe, a second concave mirror, a second collimating lens, and a narrow-band filter , Condensing lens, and spectrometer, wherein: the light emitted by the excitation light source is converted into a parallel beam by the first collimating lens after passing through the diaphragm, and the parallel beam irradiates the liquid sample in the sample cell vertically, part of the light is absorbed by the sample, part of the light is transmitted, transmitted The light is reflected by the first concave mirror to reach the fiber probe; after the sample is excited by the excitation light, it emits fluorescence around it, and the fluorescence is collected in the direction perpendicular to the excitation light. The fluorescence emitted to the left is reflected by the second concave mirror and emitted to the right. The fluorescent light is collimated by the second collimating lens, filtered by a narrow-band filter, and finally converged by the converging lens on the fiber probe, and the fluorescence and transmitted light are transmitted to the spectrometer through the fiber.
优选地,所述样品池的左侧放置第二凹面反射镜,以提高荧光的接收效率;所述样品池的后侧放置第一凹面反射镜,该第一凹面反射镜反射并会聚透射通过样品池的激发光至光纤探头,利用这一部分光计算样品的吸光度。Preferably, a second concave mirror is placed on the left side of the sample cell to improve the receiving efficiency of fluorescence; a first concave mirror is placed on the rear side of the sample cell, the first concave mirror reflects and converges and transmits through the sample The excitation light of the cell is sent to the fiber optic probe, and the absorbance of the sample is calculated using this part of the light.
优选地,所述第二准直透镜、带通滤光片和会聚透镜在荧光接收光路上依次前后排列设置,用于准直、滤光和会聚。Preferably, the second collimating lens, the band-pass filter and the condensing lens are arranged in sequence on the fluorescence receiving light path, and are used for collimation, filtering and condensing.
与现有技术相比,本发明具有如下的有益效果:Compared with the prior art, the present invention has the following beneficial effects:
本发明上述超大量程的荧光定量分析方法,基于激发光与荧光物质之间的相互作用和传播规律,建立一定体积荧光物质溶液的荧光发射模型,推导得到了从低浓度到高浓度大范围内接收荧光强度与荧光物质浓度的准确关系,可以解决高浓度荧光物质定量和宽量程荧光物质定量的难题,不仅适用于低浓度荧光物质定量,也适用于高浓度荧光物质定量。The above-mentioned ultra-large-scale fluorescence quantitative analysis method of the present invention, based on the interaction and propagation law between the excitation light and the fluorescent substance, establishes a fluorescence emission model of a certain volume of fluorescent substance solution, and deduces the reception in a wide range from low concentration to high concentration. The accurate relationship between the fluorescence intensity and the concentration of fluorescent substances can solve the problem of quantifying high-concentration fluorescent substances and wide-range fluorescent substances, and is not only suitable for the quantification of low-concentration fluorescent substances, but also for high-concentration fluorescent substances.
本发明上述用于超大量程的荧光定量分析方法的荧光测量系统,能够实现荧光强度和吸光度同时测量,为上述超大量程的荧光定量分析方法提供相关测量数据。The above-mentioned fluorescence measurement system for the ultra-large-scale fluorescence quantitative analysis method of the present invention can realize simultaneous measurement of fluorescence intensity and absorbance, and provide relevant measurement data for the above-mentioned ultra-large-scale fluorescence quantitative analysis method.
附图说明Description of drawings
通过阅读参照以下附图对非限制性实施例所作的详细描述,本发明的其它特征、目的和优点将会变得更明显:Other features, objects and advantages of the present invention will become more apparent by reading the detailed description of non-limiting embodiments with reference to the following drawings:
图1本发明一实施例的接收荧光强度-荧光物质浓度关系图;FIG. 1 is a graph of the relationship between the received fluorescence intensity and the concentration of fluorescent substances according to an embodiment of the present invention;
图2本发明一实施例的超宽范围荧光定量分析图;2 is an ultra-wide-range fluorescence quantitative analysis diagram of an embodiment of the present invention;
图3本发明一实施例的的荧光测量系统结构示意图;3 is a schematic structural diagram of a fluorescence measurement system according to an embodiment of the present invention;
图4本发明一实施例的的原始光谱需要经过数据处理流程图;FIG. 4 is a flowchart of data processing for the original spectrum according to an embodiment of the present invention;
图5本发明一实施例的的表达式对43组不同浓度的色氨酸标准溶液的接收荧光强度-色氨酸浓度关系拟合情况图;Fig. 5 is a graph of the fitting situation of the received fluorescence intensity-tryptophan concentration relationship of the expression of an embodiment of the present invention to 43 groups of tryptophan standard solutions of different concentrations;
图6本发明一实施例的测试集中11个浓度梯度的接收荧光强度-色氨酸浓度数据的定量分析情况图;Fig. 6 is a quantitative analysis situation diagram of the received fluorescence intensity-tryptophan concentration data of 11 concentration gradients in the test set according to an embodiment of the present invention;
图7本发明一实施例的色氨酸浓度梯度的荧光分布的模拟和实验结果图。7 is a graph of simulation and experimental results of the fluorescence distribution of tryptophan concentration gradient according to an embodiment of the present invention.
具体实施方式Detailed ways
下面结合具体实施例对本发明进行详细说明。以下实施例将有助于本领域的技术人员进一步理解本发明,但不以任何形式限制本发明。应当指出的是,对本领域的普通技术人员来说,在不脱离本发明构思的前提下,还可以做出若干变形和改进。这些都属于本发明的保护范围。The present invention will be described in detail below with reference to specific embodiments. The following examples will help those skilled in the art to further understand the present invention, but do not limit the present invention in any form. It should be noted that, for those skilled in the art, several modifications and improvements can be made without departing from the concept of the present invention. These all belong to the protection scope of the present invention.
本发明实施例中针对高浓度荧光物质定量和宽量程荧光物质定量难题,提出一种超大量程的荧光定量分析方法,不仅适用于低浓度荧光物质定量,也适用于高浓度荧光物质定量。具体的,本实施例中超大量程的荧光定量分析方法分为以下三个步骤:In the embodiment of the present invention, in order to solve the problem of high-concentration fluorescent substance quantification and wide-range fluorescent substance quantification, an ultra-large-range fluorescent quantitative analysis method is proposed, which is not only suitable for low-concentration fluorescent substance quantification, but also high-concentration fluorescent substance quantification. Specifically, the ultra-large-scale fluorescence quantitative analysis method in this embodiment is divided into the following three steps:
步骤一:建立接收荧光强度与荧光物质的浓度关系式Step 1: Establish the relationship between the received fluorescence intensity and the concentration of the fluorescent substance
本步骤中,以一定体积的溶液(如比色皿中的溶液)为研究对象,采用微元分析法,将溶液分成许许多多的微元,选取其中的微元为对象,如图1所示,考虑激发光与微元荧光物质之间的相互作用和传播规律,得到准确的荧光的空间强度分布,从而精确刻画荧光发射强度及其空间分布规律。In this step, taking a certain volume of solution (such as the solution in the cuvette) as the research object, the micro-element analysis method is used to divide the solution into many micro-elements, and the micro-elements are selected as the object, as shown in Figure 1. It is shown that considering the interaction and propagation law between the excitation light and the micro-element fluorescent substance, the accurate spatial intensity distribution of fluorescence can be obtained, so as to accurately describe the fluorescence emission intensity and its spatial distribution law.
假设样品池中装有某一浓度的荧光物质溶液,一束平行的高斯分布激发光束沿着x方向通过样品池,截取一个荧光发射平面(x,y)进行分析计算。Assuming that the sample cell contains a certain concentration of fluorescent substance solution, a parallel Gaussian distribution excitation beam passes through the sample cell along the x direction, and a fluorescence emission plane (x, y) is intercepted for analysis and calculation.
经过推导计算,在单波长激发光条件下,接收荧光强度FR与荧光物质的浓度之间关系的表达式为:After deduction and calculation, under the condition of single-wavelength excitation light, the expression of the relationship between the received fluorescence intensity FR and the concentration of the fluorescent substance is:
其中,荧光发射波长λEm,荧光量子产率为ε是摩尔消光系数,c为荧光物质的浓度,ζ=-2.303ε,光强的单位为任意单位,样品池长度单位采用归一化单位,k是一个表征荧光物质吸收光能力的常数,N是激发光功率常数,Φ是一个表征荧光物质荧光转化效率的常数,荧光接收区域为x=a到x=b的范围,d是微分符号;Among them, the fluorescence emission wavelength λ Em , and the fluorescence quantum yield is ε is the molar extinction coefficient, c is the concentration of the fluorescent substance, ζ=-2.303ε, the unit of light intensity is an arbitrary unit, the unit of the sample cell length is a normalized unit, k is a constant characterizing the ability of the fluorescent substance to absorb light, N is the excitation light power constant, Φ is a constant characterizing the fluorescence conversion efficiency of the fluorescent substance, the fluorescence receiving area is in the range from x=a to x=b, and d is the differential symbol;
上述公式(4)准确地反映了接收荧光强度-荧光物质浓度的关系。The above formula (4) accurately reflects the relationship between the received fluorescence intensity and the concentration of the fluorescent substance.
步骤二:建立分析数据模型,确定常数Step 2: Build an analytical data model and determine constants
基于公式(4),对具体被测的荧光物质建立分析模型,方法如下:Based on formula (4), an analysis model is established for the specific fluorescent substance to be measured, and the method is as follows:
首先,建立被测荧光物质在宽浓度范围的系列梯度浓度溶液样本,确定激发光强度和荧光接收范围,通过实验获得不同荧光物质浓度对应的接收荧光强度,将该数据作为训练集。First, establish a series of gradient concentration solution samples of the tested fluorescent substance in a wide concentration range, determine the excitation light intensity and the fluorescence receiving range, obtain the received fluorescence intensity corresponding to different fluorescent substance concentrations through experiments, and use this data as a training set.
然后,采用最小二乘法和Levenberg-Marquardt算法,进行优化拟合,从而确定公式(4)中的参数Φ·N、k、ζ。Levenberg-Marquardt算法综合了最速下降法和泰勒级数线性化方法,通过求解优化模型:Then, the least squares method and the Levenberg-Marquardt algorithm are used to perform optimal fitting, thereby determining the parameters Φ·N, k, and ζ in formula (4). The Levenberg-Marquardt algorithm combines the steepest descent method and the Taylor series linearization method to optimize the model by solving:
从而获取搜索方向。Thereby obtaining the search direction.
由此可以建立接收荧光强度-荧光物质浓度的关系模型。Thereby, the relationship model of the received fluorescence intensity-fluorescent substance concentration can be established.
本步骤中,任何荧光定量分析都可以利用这一解析表达式并通过Levenberg-Marquardt优化拟合算法确定解析表达式中的参数Φ·N、k、ζ,建立接收荧光强度-荧光物质浓度曲线。In this step, any fluorescence quantitative analysis can use this analytical expression and determine the parameters Φ·N, k, ζ in the analytical expression through the Levenberg-Marquardt optimization fitting algorithm, and establish the received fluorescence intensity-fluorescent substance concentration curve.
这一模型在很宽的浓度范围内均有效,并且其中的常数在实验中都一致,可以确定,从而不仅适用于低浓度荧光物质定量,也适用于高浓度荧光物质定量。This model is valid in a wide concentration range, and the constants in it are consistent in the experiment and can be determined, so it is suitable not only for the quantification of low-concentration fluorescent substances, but also for the quantification of high-concentration fluorescent substances.
步骤三:采用具体的测试装置进行具体测量中的荧光定量分析,将上述的分析模型应用于宽量程荧光物质定量,并基于以上接收荧光强度-荧光物质浓度关系分析荧光物质的浓度。Step 3: Use a specific test device to perform quantitative fluorescence analysis in specific measurement, apply the above analysis model to the quantification of wide-range fluorescent substances, and analyze the concentration of fluorescent substances based on the above received fluorescence intensity-fluorescent substance concentration relationship.
如图2所示,测量荧光的同时测量吸光度,以最大接收荧光强度对应的浓度为浓度阈值,此时所对应的吸光度为吸光度阈值。若测量的溶液的吸光度小于吸光度阈值,则利用小于浓度阈值的荧光强度规律来预测荧光物质浓度;若测量的吸光度大于吸光度阈值,则利用大于浓度阈值的荧光强度规律来预测荧光物质浓度。As shown in FIG. 2 , the absorbance is measured while the fluorescence is measured, and the concentration corresponding to the maximum received fluorescence intensity is taken as the concentration threshold, and the corresponding absorbance at this time is the absorbance threshold. If the measured absorbance of the solution is less than the absorbance threshold, the fluorescence intensity law less than the concentration threshold is used to predict the concentration of the fluorescent substance; if the measured absorbance is greater than the absorbance threshold, the fluorescent intensity law greater than the concentration threshold is used to predict the concentration of the fluorescent substance.
在另一实施例中,为了更好地实现荧光强度和吸光度同时测量,本发明实施例中还设计了以下荧光测量系统,其结构图如图3所示。具体的,本荧光测试系统中:激发光源1发出的光经过光阑2后由第一准直透镜3变换成平行光束,平行光束垂直照射样品池4中的液体样品5,一部分光被样品吸收,一部分光透射,透射光经第一凹面反射镜6反射达到光纤探头7;样品被激发光激发后向四周发射荧光,选取与激发光垂直的方向收集荧光,向左发射的荧光经第二凹面反射镜8反射后与向右发射的荧光一起经过第二准直透镜9准直,再经窄带滤光片10滤光,最后由会聚透镜11会聚于光纤探头7,荧光和透射光一起经过光纤传导至光谱仪12。这些测量得到的参数将用于超宽范围的荧光定量分析方法。In another embodiment, in order to better realize the simultaneous measurement of fluorescence intensity and absorbance, the following fluorescence measurement system is also designed in the embodiment of the present invention, the structure of which is shown in FIG. 3 . Specifically, in this fluorescence test system: the light emitted by the
为了更好说明本发明上述的超宽范围的荧光定量分析方法,以下结合具体的应用实施例来进行描述,以便了解实现的细节,但是应当理解的是,以下实施例并不用于限定本发明。具体的,以色氨酸为荧光物质,对其浓度进行测量。In order to better illustrate the above-mentioned ultra-wide-range fluorescence quantitative analysis method of the present invention, the following description is given in conjunction with specific application examples to understand the implementation details, but it should be understood that the following examples are not intended to limit the present invention. Specifically, tryptophan is used as a fluorescent substance, and its concentration is measured.
本应用实施例中,超宽范围的荧光定量分析方法按照以下步骤进行:In this application example, the ultra-wide range fluorescence quantitative analysis method is performed according to the following steps:
第一步,搭建荧光测量系统。The first step is to build a fluorescence measurement system.
本步骤中采用的荧光测量系统的结构图如图3所示。为了测量色氨酸的浓度,荧光测量系统的具体结构参数选择和测量过程为:The structure diagram of the fluorescence measurement system used in this step is shown in FIG. 3 . In order to measure the concentration of tryptophan, the specific structural parameter selection and measurement process of the fluorescence measurement system are as follows:
1)激发光源1采用280nm的紫外LED,280nm激发光激发色氨酸,可以产生340±40nm荧光。1) The
2)激发光源1发出的紫外光经过一个孔径为φ=5mm的圆形光阑2被一平凸透镜3准直,变成一束平行的高斯光束作为激发光束。2) The ultraviolet light emitted by the
3)LED光源有效光功率为2mW。3) The effective optical power of the LED light source is 2mW.
4)选择光程为L=10mm的四面通光石英比色皿为样品池,用于盛装色氨酸溶液。4) Select a four-sided clear quartz cuvette with an optical path length of L=10mm as the sample cell for containing the tryptophan solution.
5)石英比色皿的左侧放置一块第二凹面反射镜8,以提高荧光的接收效率。5) A second
6)石英比色皿的后侧放置一块第一凹面反射镜6,该凹面反射镜反射并聚焦透射通过样品池的280nm的激发光,利用这一部分光可以计算色氨酸溶液的吸光度。6) A first
7)荧光接收光路上放置准直透镜9(平凸透镜)、带通滤光片10和会聚透镜11(平凸透镜),用于准直、滤光和会聚,得到340±40nm色氨酸荧光。7) A collimating lens 9 (plano-convex lens), a
8)由光纤探头7接收到的荧光信号和激发光信号经过光纤传入光谱仪12内。8) The fluorescence signal and excitation light signal received by the
9)光谱仪12采用紫外可见光谱仪,测量光谱范围为200-900nm。9) The
第二步,为了确定色氨酸溶液的接收荧光强度-荧光物质浓度的模型中的参数,进行以下操作:In the second step, in order to determine the parameters in the model of the received fluorescence intensity of the tryptophan solution - the concentration of the fluorescent substance, the following operations are performed:
1)配置用于建模的43个不同浓度梯度的色氨酸溶液,每一浓度配置10个样本,以此为标准溶液,所测得的数据作为训练集。1) Configure 43 tryptophan solutions with different concentration gradients for modeling, and configure 10 samples for each concentration, which is used as the standard solution, and the measured data is used as the training set.
2)配置用于测试的11个浓度梯度的纯色氨酸溶液,每一浓度配置10个样本,被用于测试已确定参数的模型是否具有泛化能力和仪器对色氨酸荧光发色团的反应能力,所测得的数据作为测试集。2)
3)各组测量的溶液中色氨酸浓度如表1所示。3) The tryptophan concentration in the solution measured in each group is shown in Table 1.
表1Table 1
4)所有样本溶液均被盛装在15mL的试剂管中,并在4℃暗处存放48小时后进行分析。4) All sample solutions were packed in 15mL reagent tubes and stored in the dark at 4°C for 48 hours before analysis.
5)48小时后,待测试溶液被允许拿到黑暗的恒温室内达到25℃,随后被转移到石英比色皿中用于分析测试。5) After 48 hours, the solution to be tested was allowed to reach 25°C in a dark constant temperature chamber, and then transferred to a quartz cuvette for analytical testing.
6)每一样本测试结束后用去离子水清洗石英比色皿五次,并待其水分挥发后加入下一组样本进行测试。6) After the test of each sample, wash the quartz cuvette with deionized water five times, and add the next set of samples for testing after the water evaporates.
7)每一样本的测试时间确保在1min以内,以减小荧光漂白给测量带来的影响。7) The test time of each sample is guaranteed to be within 1 min to reduce the influence of fluorescence bleaching on the measurement.
第三步,测试得到的原始光谱经过如图4所示的流程图进行预处理。In the third step, the original spectrum obtained from the test is preprocessed through the flow chart shown in Figure 4.
1)去除光谱仪在测量中由电信号漂移和暗电流所产生的基线,确保每次的光谱具有相同的基底。1) Remove the baseline generated by the electrical signal drift and dark current of the spectrometer during measurement, and ensure that each spectrum has the same base.
2)依据拉依达准则,剔除含有粗大误差的光谱,拉依达准则表示式: 式中,xb∈{xI,i∈1,2,…,n}表示每一浓度中的一个光谱样本;表示样本的算术平均值;|vb|表示剩余误差的绝对值;σ是由贝塞尔公式算出的标准偏差。如果样本满足上式则认为xb是含有粗大误差值的数据点,应予以剔除。2) According to the Laida criterion, the spectrum with gross errors is eliminated, and the Laida criterion is expressed as: where x b ∈ {x I , i ∈ 1,2,…,n} represents a spectral sample in each concentration; represents the arithmetic mean of the sample; |v b | represents the absolute value of the residual error; σ is the standard deviation calculated by the Bessel formula. If the sample satisfies the above formula, it is considered that x b is a data point with a gross error value and should be eliminated.
3)光谱数据经过Savitzky-Golay滤波,减小噪声。3) The spectral data is filtered by Savitzky-Golay to reduce noise.
实施例结果分析:Example result analysis:
测量了43组不同浓度的色氨酸标准溶液,每组包含10个样本。43 groups of tryptophan standard solutions with different concentrations were measured, and each group contained 10 samples.
由这些浓度梯度溶液测量得到的接收荧光强度对色氨酸浓度的变化情况,可以用接收荧光强度-荧光物质浓度关系式来拟合。The variation of the received fluorescence intensity measured by these concentration gradient solutions to the tryptophan concentration can be fitted by the relationship between the received fluorescence intensity and the concentration of the fluorescent substance.
对于同一激发光源、相同荧光接收范围、相同CCD积分时间来说,接收荧光强度-荧光物质浓度关系式给出的表达式(4)对实验数据拟合得很好。For the same excitation light source, the same fluorescence receiving range, and the same CCD integration time, the expression (4) given by the relationship between the received fluorescence intensity and the concentration of the fluorescent substance fits the experimental data very well.
在0.02-250mg/L的浓度范围,在95%置信限下用Levenberg-Marquardt算法进行优化拟合最大迭代次数为1000。In the concentration range of 0.02-250 mg/L, the maximum number of iterations was 1000 for optimal fitting with the Levenberg-Marquardt algorithm at 95% confidence limits.
如图6中的(a)所示,解析表达式(4)对接受荧光强度-色氨酸浓度关系拟合达到R2=0.9939的拟合优度。As shown in (a) of FIG. 6 , the analytical expression (4) fits the received fluorescence intensity-tryptophan concentration relationship to a goodness of fit of R 2 =0.9939.
如图6中(b)所示,对于低浓度段,线性回归拟合优度R2>0.99的线性范围为0.02-17.5mg/L。线性范围的测量敏感度(线性回归的斜率)为454A.U./(mg·L-1)。传感器的空白值(线性回归的纵轴截距)为199A.U.。由最低浓度的三倍方差得到的传感器最低检测限为20.73μg/L,相对误差在为1%以内,符合高精度检测要求。As shown in Fig. 6(b), for the low concentration segment, the linear regression goodness of fit R 2 >0.99 ranged from 0.02 to 17.5 mg/L. The measurement sensitivity (slope of linear regression) in the linear range was 454 A.U./(mg·L −1 ). The blank value of the sensor (the vertical intercept of the linear regression) was 199 A.U. The lowest detection limit of the sensor obtained from the triple variance of the lowest concentration is 20.73 μg/L, and the relative error is within 1%, which meets the requirements of high-precision detection.
高浓度段同样有较高的测量敏感度,虽然在这一段上的斜率不如线性段,但是因为这一段上的浓度较高,所以利用这一段做浓度预测的话相对误差是很小的。The high concentration section also has higher measurement sensitivity. Although the slope in this section is not as good as the linear section, because the concentration in this section is relatively high, the relative error of using this section for concentration prediction is very small.
由标准溶液训练集训练得到的这一模型,结合所述色氨酸浓度预测方法,可以对宽浓度范围色氨酸浓度进行高精度预测,可以推广为一般的荧光定量分析方法。The model trained from the standard solution training set, combined with the tryptophan concentration prediction method, can predict the tryptophan concentration in a wide concentration range with high precision, and can be extended to a general fluorescent quantitative analysis method.
图6中(a)测试集中的11个浓度梯度的接收荧光强度-色氨酸浓度数据点相对于已确定参数的接收荧光强度-色氨酸浓度模型,它们均紧密地分布在定量分析曲线的周围,可见此曲线能够很好地描述色氨酸溶液的荧光强度和浓度的定量关系。Figure 6 (a) The received fluorescence intensity-tryptophan concentration data points of the 11 concentration gradients in the test set relative to the received fluorescence intensity-tryptophan concentration model of the determined parameters, they are all closely distributed in the quantitative analysis curve. Around, it can be seen that this curve can well describe the quantitative relationship between the fluorescence intensity and concentration of tryptophan solution.
结合上述预测色氨酸浓度的方法,可以得到如图6的(b)所示的色氨酸浓度预测结果。其中,黑线所表示的是采用本发明实施例提出的基于分析荧光强度分布规律得到的定量分析方法得到的预测结果,红线表示的是利用紫外分光光度法在朗伯比尔定律线性范围内的预测结果,蓝线表示的是用常规的荧光定量分析得到的满足荧光-浓度线性规律的预测结果。In combination with the above-described method for predicting the tryptophan concentration, the tryptophan concentration prediction result shown in (b) of FIG. 6 can be obtained. Among them, the black line represents the prediction result obtained by using the quantitative analysis method based on the analysis of the fluorescence intensity distribution law proposed in the embodiment of the present invention, and the red line represents the prediction within the linear range of Lambert Beer's law using the ultraviolet spectrophotometry As a result, the blue line shows the predicted results obtained by conventional fluorescence quantitative analysis that satisfy the linearity of fluorescence-concentration.
图6中(c)所示为各个色氨酸浓度下,分别利用基于本发明分析荧光强度分布规律得到的定量分析方法、紫外分光光度法、常规的荧光定量分析得到的预测结果的相对误差。可以看出本发明提出的荧光定量分析方法不仅具有紫外分光光度法和常规的荧光定量分析方法相当的预测精度,比紫外分光光度法和常规的荧光定量分析方法有更宽的分析范围。紫外分光光度法在目标物质的浓度过高或过低时都会产生较大的分析误差,且在混有干扰物质存在时分析结果易受干扰物质的影响;常规的荧光定量分析方法虽然对于目标物质的发射荧光波长具有特异性,能够避免被干扰物质干扰,但其可分析的线性范围非常狭窄。Figure 6 (c) shows the relative error of the prediction results obtained by using the quantitative analysis method, ultraviolet spectrophotometry, and conventional fluorescence quantitative analysis based on the analysis of the fluorescence intensity distribution law of the present invention under each tryptophan concentration. It can be seen that the fluorescence quantitative analysis method proposed in the present invention not only has the same prediction accuracy as the UV spectrophotometry and the conventional fluorescence quantitative analysis method, but also has a wider analysis range than the UV spectrophotometry and the conventional fluorescence quantitative analysis method. When the concentration of the target substance is too high or too low, UV spectrophotometry will produce a large analysis error, and the analysis results are easily affected by the interfering substance when there are interfering substances. The emission fluorescence wavelength of the is specific and can avoid interference by interfering substances, but its analyzable linear range is very narrow.
本发明提出的荧光定量分析方法从原理上综合考虑了e-2.303εcx的泰勒展开式中关于c的高阶项的略去条件和激发光空间衰减效应的影响,得到了高精度超宽浓度范围的荧光物质的预测方法。The fluorescence quantitative analysis method proposed by the invention comprehensively considers the omission condition of the high-order term of c in the Taylor expansion of e -2.303εcx and the influence of the spatial attenuation effect of the excitation light, and obtains a high-precision ultra-wide concentration range. method for predicting fluorescent substances.
此外,结合接收荧光强度-荧光物质浓度分布规律总结荧光分布,如图7中(a)所示:In addition, the fluorescence distribution is summarized by combining the received fluorescence intensity-fluorescent substance concentration distribution law, as shown in Fig. 7(a):
六张图分别为相同激发光强度下色氨酸浓度分别为c=0.1mg/L,c=3mg/L,c=10mg/L,c=30mg/L,c=60mg/L,c=120mg/L的荧光强度分布的仿真计算结果。The six pictures are the tryptophan concentrations under the same excitation light intensity: c=0.1mg/L, c=3mg/L, c=10mg/L, c=30mg/L, c=60mg/L, c=120mg Simulation results of the fluorescence intensity distribution of /L.
当色氨酸浓度为c=0.1mg/L时,溶液所激发的荧光相对十分微弱;When the tryptophan concentration is c=0.1mg/L, the fluorescence excited by the solution is relatively weak;
当色氨酸浓度为c=3mg/L和c=10mg/L时,该浓度仍在朗伯比尔定理所描述的吸光度-浓度的线性范围内,激发光空间衰减效应不显著,荧光光强分布整体呈一条光亮的通带,且色氨酸浓度越高,光亮的通带越宽、越亮;When the concentration of tryptophan is c=3mg/L and c=10mg/L, the concentration is still within the linear range of absorbance-concentration described by Lambert Beer's theorem, the spatial attenuation effect of excitation light is not significant, and the distribution of fluorescence intensity The whole is a bright passband, and the higher the tryptophan concentration, the wider and brighter the bright passband;
当色氨酸浓度为c=30mg/L时,吸光度-浓度关系渐渐开始超出朗伯比尔定理所描述的线性范围,激发光空间衰减效应开始逐渐彰显,可以观察到在样品池前端的荧光强度明显要较在样品池后端的荧光强度强;When the concentration of tryptophan is c=30mg/L, the absorbance-concentration relationship gradually begins to exceed the linear range described by Lambert Beer's theorem, and the spatial attenuation effect of the excitation light begins to gradually manifest. It can be observed that the fluorescence intensity at the front of the sample cell is obvious. It should be stronger than the fluorescence intensity at the back end of the sample cell;
当色氨酸浓度为c=60mg/L时,随着色氨酸浓度的升高,样品的吸光度增大已经不再明显,由于激发光空间衰减效应的存在,荧光光强分布随着激发光传播方向发生了明显的分层,又由于激发光强分布的高斯性,相同强度的荧光分布呈现出一个三角形的形状;When the tryptophan concentration is c=60mg/L, with the increase of tryptophan concentration, the increase of the absorbance of the sample is no longer obvious. Due to the existence of the spatial attenuation effect of the excitation light, the fluorescence intensity distribution spreads with the excitation light. The direction is obviously layered, and due to the Gaussian nature of the excitation light intensity distribution, the fluorescence distribution of the same intensity presents a triangular shape;
当色氨酸浓度为c=120mg/L时,随着色氨酸浓度的进一步升高,样品的吸光度几乎不再发生变化,激发光空间衰减效应十分显著,荧光光强分布随着激发光传播方向发生的分层愈发明显,层间间隔变短,荧光主要聚集在了样品池的前端。When the tryptophan concentration is c=120mg/L, with the further increase of the tryptophan concentration, the absorbance of the sample almost no longer changes, the spatial attenuation effect of the excitation light is very significant, and the fluorescence intensity distribution follows the propagation direction of the excitation light. The delamination that occurred became more obvious, the interval between layers became shorter, and the fluorescence was mainly concentrated at the front of the sample cell.
图7中(b)的六张图分别对应仿真计算的六个浓度色氨酸溶液的实验现象。每一样品池的照片都是未经任何图像处理的相机原始照片,每种浓度的荧光分布情况和计算分析的荧光光强分布一致。The six graphs in (b) of Fig. 7 correspond to the experimental phenomena of the six concentrations of tryptophan solution calculated by simulation respectively. The photos of each sample cell are the original photos of the camera without any image processing, and the fluorescence distribution of each concentration is consistent with the fluorescence intensity distribution of the calculated analysis.
以上对本发明的具体实施例进行了描述。需要理解的是,本发明并不局限于上述特定实施方式,本领域技术人员可以在权利要求的范围内做出各种变形或修改,这并不影响本发明的实质内容。上述各优选特征在互不冲突的情况下,可以任意组合使用。Specific embodiments of the present invention have been described above. It should be understood that the present invention is not limited to the above-mentioned specific embodiments, and those skilled in the art can make various variations or modifications within the scope of the claims, which do not affect the essential content of the present invention. The above-mentioned preferred features can be used in any combination as long as they do not conflict with each other.
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