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CN101832918A - Ultraviolet photoelectric microsensor device for monitoring water quality on line and monitoring method - Google Patents

Ultraviolet photoelectric microsensor device for monitoring water quality on line and monitoring method Download PDF

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CN101832918A
CN101832918A CN201010146571.8A CN201010146571A CN101832918A CN 101832918 A CN101832918 A CN 101832918A CN 201010146571 A CN201010146571 A CN 201010146571A CN 101832918 A CN101832918 A CN 101832918A
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ultraviolet
water quality
detector
ultraviolet light
light source
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陈敦军
张开骁
胡立群
张�荣
郑有炓
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Nanjing University
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Nanjing University
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Abstract

用于水质在线监测的紫外光电微型传感器装置,它包括紫外光源,紫外探测器,数据采集与发送模块、支架、密封罩所组成,待监测的水流样品置于紫外光源和紫外探测器之间,其中紫外光源与紫外探测器固定在支架上,紫外光源的两端通过导线与电源相连接,紫外探测器的两端通过导线与数据采集与发送模块相连接,其特征是紫外光源、紫外探测器和支架被封装在密封罩内紫外探测器由GaN基肖特基型紫外探测器组成,其响应窗口与上述LED的中心波长相对应;紫外光源为3-7个紫外LED组成,波长覆盖200nm到400nm的区间。该装置体积小、功耗低,可及时、准确监测环境污染指标(TOC,COD等)的变化情况,具有广泛的应用前景。

Figure 201010146571

An ultraviolet photoelectric micro sensor device for on-line monitoring of water quality, which includes an ultraviolet light source, an ultraviolet detector, a data acquisition and sending module, a bracket, and a sealing cover. The water flow sample to be monitored is placed between the ultraviolet light source and the ultraviolet detector. Among them, the ultraviolet light source and the ultraviolet detector are fixed on the bracket, the two ends of the ultraviolet light source are connected to the power supply through wires, and the two ends of the ultraviolet detector are connected with the data acquisition and transmission module through wires, which are characterized by ultraviolet light source, ultraviolet detector The ultraviolet detector is composed of GaN-based Schottky ultraviolet detector, and its response window corresponds to the central wavelength of the above-mentioned LED; the ultraviolet light source is composed of 3-7 ultraviolet LEDs, and the wavelength covers 200nm to 400nm range. The device is small in size and low in power consumption, can timely and accurately monitor changes in environmental pollution indicators (TOC, COD, etc.), and has broad application prospects.

Figure 201010146571

Description

用于水质在线监测的紫外光电微型传感器装置及监测方法 Ultraviolet photoelectric microsensor device and monitoring method for online monitoring of water quality

一、技术领域1. Technical field

本发明涉及一种监测水质污染指标的方法和利用这种方法工作的水质污染指标监测装置,用于水质污染监测和污染处理领域。The invention relates to a method for monitoring water quality pollution indicators and a water quality pollution indicator monitoring device using the method, which are used in the fields of water quality pollution monitoring and pollution treatment.

二、背景技术2. Background technology

水质污染的变化,将严重影响水生生物的生长和平衡,因此监测水质污染指标的变化显得非常重要,已经广泛应用到环保监测、生产流程污染监控等各个领域,但是由于国家标准方法(GB11914-89)中COD的测试方法存在测试时间较长,操作复杂,需要预处理,化学试剂二次污染等问题,使得快速检测困难重重。利用水体的紫外光吸收图谱进行测定,可以实现对水体污染指标准确测试的目标,但是传统的紫外检测装置体积庞大,难以实现多点在线监测。现有的在线监测仪器又由于通常使用单一波长(通常采用低压汞灯的254nm波长)的检测方法,不足之处在于有些有机化合物在254nm处没有吸收,使得检测数据与实际数据偏差较大,因此,实现水质污染的在线快速、准确监测显得尤为重要,Changes in water pollution will seriously affect the growth and balance of aquatic organisms. Therefore, monitoring changes in water pollution indicators is very important and has been widely used in various fields such as environmental monitoring and production process pollution monitoring. However, due to the national standard method (GB11914-89 The COD test method in ) has problems such as long test time, complicated operation, need for pretreatment, secondary pollution of chemical reagents, etc., making rapid detection difficult. Using the ultraviolet absorption spectrum of the water body to measure can achieve the goal of accurately testing the water body pollution indicators, but the traditional ultraviolet detection device is bulky and difficult to achieve multi-point online monitoring. Existing on-line monitoring instruments usually use a single wavelength (usually the 254nm wavelength of a low-pressure mercury lamp) detection method, and the disadvantage is that some organic compounds do not absorb at 254nm, which makes the detection data deviate from the actual data. Therefore, , it is particularly important to realize online rapid and accurate monitoring of water pollution.

三、发明内容3. Contents of the invention

本发明的目的在于提供一种可以快速、准确测量水质污染指标的方法以及利用这种方法工作的水质污染指标监测装置,这种监测的方法可以在线、实时、准确显示监测指标的动态变化。The object of the present invention is to provide a method for quickly and accurately measuring water pollution indicators and a water pollution indicator monitoring device using this method. This monitoring method can accurately display the dynamic changes of monitoring indicators online, in real time.

本发明提供的水质在线监测装置,用于在线监测的紫外光电微型传感器装置,它包括紫外光源1,紫外探测器2,待监测的水流样品置于紫外光源1和紫外探测器2之间,数据采集与发送模块、源、支架和密封罩所组成,其中紫外光源与紫外探测器固定在支架上,紫外光源的两端通过导线与电源相连接,紫外探测器的两端通过导线与数据采集与发送模块相连接,部件被封装在密封罩内。紫外探测器由GaN基肖特基型紫外探测器组成,其响应窗口与上述LED的中心波长相对应;数据采集与发送模块由单片机组成,所述的紫外光源为多个紫外LED光源,波长覆盖200nm到400nm的整个区间。如紫外光源由6个紫外LED组成,典型的中心波长分别为220nm,255nm,280nm,300nm,365nm,400nm;  数据采集与发送模块主要是AD和单片机系统,可包含数据采集与发送两个功能。The water quality on-line monitoring device provided by the present invention is an ultraviolet photoelectric microsensor device for on-line monitoring, which includes an ultraviolet light source 1 and an ultraviolet detector 2, and the water flow sample to be monitored is placed between the ultraviolet light source 1 and the ultraviolet detector 2, and the data It is composed of collection and sending module, source, bracket and sealing cover, wherein the ultraviolet light source and ultraviolet detector are fixed on the bracket, the two ends of the ultraviolet light source are connected to the power supply through wires, and the two ends of the ultraviolet detector are connected to the data acquisition and The transmitter modules are connected and the components are enclosed in a hermetic enclosure. The ultraviolet detector is composed of a GaN-based Schottky ultraviolet detector, and its response window corresponds to the central wavelength of the above-mentioned LED; the data acquisition and sending module is composed of a single-chip microcomputer, and the ultraviolet light source is a plurality of ultraviolet LED light sources, the wavelength coverage The entire range from 200nm to 400nm. For example, the ultraviolet light source is composed of 6 ultraviolet LEDs, and the typical center wavelengths are 220nm, 255nm, 280nm, 300nm, 365nm, 400nm; the data acquisition and transmission module is mainly AD and single-chip microcomputer system, which can include two functions of data acquisition and transmission.

采用6个LED光源进行监测的优点明显,相比传统的低压汞灯254nm单波长监测方法,其监测范围不仅覆盖了整个紫外波段,能计及所有在紫外波段具有吸收的有机污染物对COD等参数的贡献,而且其中400nm LED光源用于浊度补偿,能对吸收强度进行校正。这样,采用6个LED光源进行监测,其结果更准确可靠。LED的工作电压为6-8V,电流为30-80mA,通过恒流源电路定时驱动,每次点亮LED一分钟后进行紫外探测器的数据采集,数据采集完成后自动熄灭。The advantage of using 6 LED light sources for monitoring is obvious. Compared with the traditional low-pressure mercury lamp 254nm single-wavelength monitoring method, its monitoring range not only covers the entire ultraviolet band, but also can take into account all organic pollutants that absorb in the ultraviolet band to COD, etc. The contribution of parameters, and the 400nm LED light source is used for turbidity compensation, which can correct the absorption intensity. In this way, using 6 LED light sources for monitoring, the result is more accurate and reliable. The working voltage of the LED is 6-8V, and the current is 30-80mA. It is driven regularly by the constant current source circuit. The data collection of the ultraviolet detector is performed after the LED is lit for one minute each time, and it is automatically turned off after the data collection is completed.

所述的密封罩为石英玻璃和塑料等材料封装,可以防水和防腐蚀。The sealing cover is encapsulated by materials such as quartz glass and plastic, which can prevent water and corrosion.

本发明提供的水质在线监测方法:基本原理是通过收集样品的光谱数据和水质基础数据,采用化学计量学的方法进行计算并建立数学模型,最后利用建立的数学模型和被测样品的光谱图预测出被测对象的相关参数,针对不同的水质与污染指标,建立光谱数据与被测对象的函数关系,将多种水质基础数据模型及光谱数据与污染指标函数关系预置在数据采集与发送模块中。The water quality online monitoring method provided by the present invention: the basic principle is to collect the spectral data of the sample and the basic water quality data, use the method of chemometrics to calculate and establish a mathematical model, and finally use the established mathematical model and the spectral graph of the measured sample to predict According to the relevant parameters of the measured object, according to different water quality and pollution indicators, the functional relationship between the spectral data and the measured object is established, and a variety of water quality basic data models and the functional relationship between spectral data and pollution indicators are preset in the data acquisition and sending module middle.

步骤如下:建立光谱数据与被测对象的函数关系,将多种水质基础数据模型及光谱数据与污染指标函数关系预置在服务器8中;紫外光源1为多个LED光源,波长离散分布在200nm至400nm区间,多个紫外探测器2可以准确测定对应波长处的吸光度;数据采集与发送模块3得到此多个离散的吸光度数值后发送给服务器8,服务器选择对应的模式与预置的基础数据拟合得到200nm至400nm区间的光谱数据,调用预置的对应函数关系得到被测对象的相关参数。不同波长的紫外光对不同被测对象参数的敏感性不同,多个波长又可以反应不同波段对同一参数的响应情况,因而可以实现多参数、准确的测量。The steps are as follows: establish the functional relationship between the spectral data and the measured object, and preset the functional relationship between various water quality basic data models and spectral data and pollution indicators in the server 8; the ultraviolet light source 1 is a plurality of LED light sources, and the wavelength is discretely distributed at 200nm To the 400nm interval, multiple ultraviolet detectors 2 can accurately measure the absorbance at the corresponding wavelength; the data acquisition and sending module 3 obtains the multiple discrete absorbance values and sends them to the server 8, and the server selects the corresponding mode and preset basic data The spectral data in the range of 200nm to 400nm is obtained by fitting, and the relevant parameters of the measured object are obtained by calling the preset corresponding function relationship. Different wavelengths of ultraviolet light have different sensitivities to different measured object parameters, and multiple wavelengths can reflect the response of different wavelength bands to the same parameter, so multi-parameter and accurate measurement can be realized.

本发明有益效果是:根据本发明的水质污染指标在线监测方法而设计的监测装置,可以实现快速、便捷、准确、大面积区域的实时在线动态监测,可以实现不同条件下的测量,可以监测指定监测地点的水质污染指标;因此,在水质环境监测、治理,科学研究,工业应用等领域有广泛的应用前景。在于该测量系统的体积小巧、功耗低、成本低,可以置入水下,能实现便捷、安全的户外大面积区域的多点测量。The beneficial effects of the present invention are: the monitoring device designed according to the online monitoring method of water quality pollution indicators of the present invention can realize fast, convenient, accurate and real-time online dynamic monitoring of a large area, can realize measurement under different conditions, and can monitor specified The water quality pollution index of the monitoring site; therefore, it has a wide application prospect in the fields of water quality environmental monitoring, governance, scientific research, industrial application and so on. The measurement system is small in size, low in power consumption, low in cost, can be placed underwater, and can realize convenient and safe multi-point measurement of large outdoor areas.

四、附图说明4. Description of drawings

图1是本发明水质污染指标在线监测装置的结构示意剖面图。Fig. 1 is a schematic cross-sectional view of the structure of the online monitoring device for water quality indicators of the present invention.

1-紫外光源、2-紫外探测器、3-数据采集与发送模块、4-电源、5-支架、6-导线、7-密封罩、8-服务器。1-ultraviolet light source, 2-ultraviolet detector, 3-data acquisition and transmission module, 4-power supply, 5-support, 6-wire, 7-sealed cover, 8-server.

图2为吸光度与待测项目函数相关参数获取算法流程图Figure 2 is a flow chart of the algorithm for obtaining parameters related to the function of absorbance and the item to be measured

图3为具体水质在线监测算法流程图Figure 3 is a flow chart of the specific water quality online monitoring algorithm

五、具体实施方式5. Specific implementation

下面结合附图和实施例对本发明进一步说明。The present invention will be further described below in conjunction with the accompanying drawings and embodiments.

实施例1:用于在线监测的紫外光电微型传感器装置的实施例,参见图1,紫外光源是由多个紫外LED组成的光源。紫外探测器由6个GaN基肖特基型紫外探测器组成(其中5个AlGaN和1个InGaN),AlGaN和InGaN可采用本实验室样品或商业制品,其响应窗口覆盖LED波长范围;在紫外光源1和紫外探测器2之间设有水槽,可均匀流动待监测的水流样品,紫外探测器2数据采集与发送模块、上述的数据采集与发送模块也可由数据采集卡和无线发送模块组成,包含数据采集,传输功能;所述的电源可为太阳能电池,干电池或可充电电池;所述支架5用金属材料制成;所述的密封罩7用石英玻璃等透光材料制成;所述的服务器8由数据库和运算程序组成,具有数据读取、分析、存储、显示、报警功能。通过服务器8内置的参考吸收谱图模式和污染指标相关性参数,根据测量对象的具体情况进行选择和设置合适的模式,针对不同水质污染指标,调用对应的专门相关性函数,使得每个水质污染指标的测量更加精准。Embodiment 1: An embodiment of an ultraviolet photoelectric microsensor device for on-line monitoring, referring to FIG. 1 , the ultraviolet light source is a light source composed of a plurality of ultraviolet LEDs. The UV detector consists of 6 GaN-based Schottky UV detectors (including 5 AlGaN and 1 InGaN). AlGaN and InGaN can be used as laboratory samples or commercial products, and their response window covers the LED wavelength range; There is a water tank between the light source 1 and the ultraviolet detector 2, which can evenly flow the water flow samples to be monitored. The ultraviolet detector 2 data acquisition and transmission module, the above data acquisition and transmission module can also be composed of a data acquisition card and a wireless transmission module. Including data acquisition and transmission functions; the power supply can be solar cells, dry batteries or rechargeable batteries; the support 5 is made of metal materials; the sealing cover 7 is made of light-transmitting materials such as quartz glass; The server 8 is composed of a database and an operation program, and has the functions of data reading, analysis, storage, display, and alarm. Through the built-in reference absorption spectrum mode and pollution index correlation parameters of the server 8, select and set the appropriate mode according to the specific conditions of the measurement object, and call the corresponding special correlation function for different water quality pollution indicators, so that each water quality pollution Indicators are measured more precisely.

实施例2:水质污染指标COD的监测。Example 2: Monitoring of water pollution index COD.

将此方法应用到南京秦淮河水质进行在线COD的监测试。紫外光源(1)由6个紫外LED组成,中心波长分别为220nm,255nm,280nm,300nm,365nm,400nm;紫外探测器(2)由6个GaN基肖特基型紫外探测器组成(5个AlGaN和1个InGaN),其响应波长与上述LED的中心波长一一对应;数据采集与发送模块(3)由单片机组成,单片机负责数据的采集和传输;电源(4)为太阳能电池,给紫外光源(1)中的LED和数据采集与发送模块(3)供电,太阳能电池板置于河边路灯杆上,通过导线(6)连接紫外光源(1)和数据采集与发送模块(3);支架(5)为不锈钢,用于固定部件(1)、(2)、(3)、(4),密封罩(7)LED与探测器的对应部位为石英玻璃,可以透过紫外光,其余部位为耐腐蚀塑料;紫外探测器(2)的两端通过导线(6)与数据采集与发送模块(3)相连接;部件(1)、(2)、(3)、(4)、(5)、(6)被封装在密封罩(7)内;数据采集与发送模块(3)通过无线传输方式将采集到的数据传输给服务器(8),服务器首先在城市河流、野外河流、城市湖泊、野外湖泊、化工区河流等多种模式中选取城市河流模式,选定测量对象为COD测量,服务器通过在线数据读取、计算,实时给出测量结果并实行显示、存储、预警功能。监结果表明,COD的预测值和进行化学计量学方法的实测值相关系数在0.9以上,误差均在±5%以内,达到了快速、便捷、免分离和免预处理进行水体COD测试的目的。This method was applied to the water quality of Qinhuai River in Nanjing for on-line COD monitoring test. The ultraviolet light source (1) is composed of 6 ultraviolet LEDs, and the center wavelengths are 220nm, 255nm, 280nm, 300nm, 365nm, 400nm; the ultraviolet detector (2) is composed of 6 GaN-based Schottky ultraviolet detectors (5 AlGaN and 1 InGaN), the response wavelength corresponds to the center wavelength of the above-mentioned LED; the data acquisition and transmission module (3) is composed of a single-chip microcomputer, and the single-chip microcomputer is responsible for data collection and transmission; the power supply (4) is a solar cell, for ultraviolet The LED in the light source (1) and the data acquisition and transmission module (3) are powered, the solar panel is placed on the street light pole by the river, and the ultraviolet light source (1) and the data acquisition and transmission module (3) are connected through a wire (6); Bracket (5) is stainless steel, is used for fixing parts (1), (2), (3), (4), and the corresponding part of sealing cover (7) LED and detector is quartz glass, can see through ultraviolet light, and the rest The parts are corrosion-resistant plastics; the two ends of the ultraviolet detector (2) are connected with the data acquisition and sending module (3) through wires (6); the components (1), (2), (3), (4), ( 5), (6) are encapsulated in the sealed cover (7); the data acquisition and transmission module (3) transmits the collected data to the server (8) through wireless transmission, and the server is first installed in urban rivers, wild rivers, urban rivers, etc. The urban river mode is selected from lakes, wild lakes, rivers in chemical industry and other modes, and the measurement object is selected as COD measurement. The server reads and calculates online data, gives real-time measurement results and implements display, storage, and early warning functions. The monitoring results show that the correlation coefficient between the predicted value of COD and the measured value of the chemometric method is above 0.9, and the error is within ±5%.

实施例3Example 3

可以参照中国专利CN200810196207.5,紫外光源采用Seoul公司的紫外LED光源。建立紫外光谱数据与COD的函数关系实施例,服务器8预置的COD与紫外吸光度UVA的函数关系为:COD=A+B*UVA255+C*UVA300,参数A、B、C根据不同模式预置对应的值(对应城市湖泊模式的设定值为A=4.4,B=14,C=27)。紫外光源是由3个紫外LED组成的光源,中心波长分别为255nm,300nm,400nm,紫外探测器由3个GaN基肖特基型紫外探测器组成(其中2个AlGaN和1个InGaN),2个AlGaN探测器测得255nm和300nm处的吸光度UV255、UV300减去InGaN探测器测得400nm处的吸光度UV400得到扣除浑浊度影响的255nm和300nm处的吸光度UVA255和UVA300的值,经过预置的COD与紫外吸光度UVA的函数关系得到COD数值。将此方法应用到南京玄武湖进行COD的测量(测量时间为2009年9月),得到255nm,300nm,400nm处的吸光度及对应的COD结果如表1所示。Can refer to Chinese patent CN200810196207.5, the ultraviolet light source adopts the ultraviolet LED light source of Seoul Company. Establish the functional relationship between ultraviolet spectrum data and COD Embodiment, the functional relationship between COD and ultraviolet absorbance UVA preset by the server 8 is: COD=A+B*UVA255+C*UVA300, parameters A, B, and C are preset according to different modes Corresponding values (corresponding to the setting values of urban lake mode A=4.4, B=14, C=27). The ultraviolet light source is a light source composed of 3 ultraviolet LEDs, the center wavelengths are 255nm, 300nm, 400nm respectively, and the ultraviolet detector is composed of 3 GaN-based Schottky ultraviolet detectors (including 2 AlGaN and 1 InGaN), 2 The absorbance UV255 and UV300 at 255nm and 300nm measured by an AlGaN detector subtract the absorbance UV400 at 400nm measured by an InGaN detector to obtain the absorbance UVA255 and UVA300 values at 255nm and 300nm after deducting the influence of turbidity, after the preset COD The COD value is obtained as a function of the ultraviolet absorbance UVA. This method was applied to Nanjing Xuanwu Lake for COD measurement (the measurement time was September 2009), and the absorbance at 255nm, 300nm, and 400nm and the corresponding COD results are shown in Table 1.

表1南京玄武湖水质COD测量结果Table 1 COD measurement results of water quality in Xuanwu Lake, Nanjing

  水样序号Water sample serial number   1 1   2 2   33   44   55   66   77   UV255UV255   0.130.13   0.140.14   0.150.15   0.180.18   0.180.18   0.250.25   0.290.29   UV300UV300   0.080.08   0.100.10   0.110.11   0.120.12   0.130.13   0.180.18   0.220.22   UV400UV400   0.040.04   0.070.07   0.080.08   0.060.06   0.080.08   0.120.12   0.150.15   UVA255UVA255   0.080.08   0.070.07   0.070.07   0.110.11   0.100.10   0.130.13   0.130.13   UVA300UVA300   0.040.04   0.030.03   0.030.03   0.050.05   0.040.04   0.060.06   0.060.06   CODCOD   6.726.72   6.496.49   6.426.42   7.557.55   7.007.00   7.907.90   8.208.20

Claims (8)

1. the ultraviolet photoelectric microsensor device that is used for monitoring water quality on line, it comprises ultraviolet source, ultraviolet detector, data acquisition and sending module, support, seal closure is formed, current sample to be monitored places between ultraviolet source and the ultraviolet detector, wherein ultraviolet source and ultraviolet detector are fixed on the support, the two ends of ultraviolet source are connected with power supply by lead, the two ends of ultraviolet detector are connected with sending module with data acquisition by lead, it is characterized in that ultraviolet source, ultraviolet detector and support are encapsulated in the interior ultraviolet detector of seal closure to be made up of GaN base schottky type ultraviolet detector, and its response window is corresponding with the centre wavelength of above-mentioned LED; Ultraviolet source is that 3-7 ultraviolet LED formed, and wavelength covers the interval of 200nm to 400nm.
2. the ultraviolet photoelectric microsensor device of monitoring water quality on line according to claim 1, it is characterized in that described ultraviolet detector (2) is six GaN base ultraviolet light electric explorers, response wave length arrives the 400nm interval at 200nm, centre wavelength is respectively 220nm, 255nm, 280nm, 300nm, 365nm, 400nm.
3. the ultraviolet photoelectric microsensor of monitoring water quality on line according to claim 1 is characterized in that described data acquisition and sending module (3) are Single Chip Microcomputer (SCM) system, comprises data acquisition and sends two functions.
4. the ultraviolet photoelectric microsensor device of monitoring water quality on line according to claim 1 is characterized in that described seal closure (7) is quartz glass and plastic or other material encapsulation, can waterproof and anticorrosion.
5. method of utilizing the ultraviolet light photo micro sensing of the described monitoring water quality on line of claim 1, its method step is as follows: set up the funtcional relationship of spectroscopic data and measurand, multiple water quality basic data model and spectroscopic data and contamination index's funtcional relationship are preset in the server; Ultraviolet source (1) is a plurality of led light sources, and the wavelength Discrete Distribution is in 200nm to 400nm interval, and a plurality of ultraviolet detectors (2) can accurately be measured the absorbance at corresponding wavelength place; Data acquisition and sending module (3) obtain obtaining with the basic data match of presetting behind these a plurality of discrete absorbance numerical value the spectroscopic data in 200nm to 400nm interval, call the correlation parameter that the respective function relation that presets obtains measurand; The ultraviolet light of different wave length is to the susceptibility difference of different measurand parameters, and a plurality of wavelength reflect the response condition of different-waveband to same parameter again, realizes the accurate measurement of multiparameter.
6. the method for the ultraviolet light photo micro sensing of the described monitoring water quality on line of claim 5 is characterized in that dynamic on-line monitoring.
7. the method for the ultraviolet light photo micro sensing of the described monitoring water quality on line of claim 6 is characterized in that accurately monitoring simultaneously the numerical value of water pollution indexs such as TOC, COD.
8. the method for the ultraviolet light photo micro sensing of the described monitoring water quality on line of claim 6, it is characterized in that by referenced absorbance chart-pattern and contamination index's relevance parameter, select and be provided with suitable pattern according to the concrete condition of measuring object, at different quality contamination index, call corresponding special relevance function, make that the measurement of each water pollution index is more accurate.
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