CN111563643A - A data processing method of water environment index - Google Patents

A data processing method of water environment index Download PDF

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CN111563643A
CN111563643A CN202010091489.3A CN202010091489A CN111563643A CN 111563643 A CN111563643 A CN 111563643A CN 202010091489 A CN202010091489 A CN 202010091489A CN 111563643 A CN111563643 A CN 111563643A
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刘桂中
凌文翠
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Beijing Municipal Research Institute of Environmental Protection
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Abstract

The embodiment of the invention provides a water environment index data processing method, which comprises the following steps: determining an industrial pollution intensity index, an agricultural pollution intensity index, a town living pollution intensity index and a city non-point source pollution intensity index of a target water area; and generating a water environment index data set. The scheme of the invention provides a water environment index data processing method, which can provide an accurate data processing method for the water environment index so as to more accurately evaluate the bearing capacity of the water environment and prevent the human society from causing irreversible damage to the natural environment.

Description

一种水环境指数数据处理方法A data processing method of water environment index

技术领域technical field

本发明涉及数据处理技术领域,特别是指一种水环境指数数据处理方法。The invention relates to the technical field of data processing, in particular to a method for processing water environment index data.

背景技术Background technique

由于人口高度聚集,经济高速发展,资源环境承载力的有限性及特殊的地 理条件,正面临着资源约束趋紧,生态系统退化的严峻形势。特别是在水环境 方面,水资源匮缺,尽管近些年来水污染物排放量呈逐年下降趋势,但是与水 环境容量相比,部分地区污染物排放量已经超过水环境最大允许排放量,由于 污染物排放量远远超过环境容量,很多河流水质超标。为了使得社会环境可以 持续发展,就必须对水环境进行精细化的控制和管理,脱离粗放型管理的现状; 因此迫切需要对水环境的各种数据进行精确分析和处理的技术。Due to the high concentration of population, rapid economic development, limited resource and environmental carrying capacity and special geographical conditions, it is facing a severe situation of tightening resource constraints and ecosystem degradation. Especially in the water environment, water resources are scarce. Although the discharge of water pollutants has been declining year by year in recent years, compared with the capacity of the water environment, the discharge of pollutants in some areas has exceeded the maximum allowable discharge of the water environment. The discharge of pollutants far exceeds the environmental capacity, and the water quality of many rivers exceeds the standard. In order to make the social environment develop sustainably, it is necessary to control and manage the water environment in a refined manner, and break away from the status quo of extensive management. Therefore, technologies for accurate analysis and processing of various data of the water environment are urgently needed.

发明内容SUMMARY OF THE INVENTION

本发明提供了一种水环境指数数据处理方法,以对水环境数据进行精细化 分析和处理。The present invention provides a water environment index data processing method for finely analyzing and processing water environment data.

为解决上述技术问题,本发明解决的技术问题是提供一种水环境指数数据 处理方法,避免粗放的对数据进行处理导致的水环境承载力判断结果不准确的 问题。In order to solve the above technical problems, the technical problem solved by the present invention is to provide a water environment index data processing method, so as to avoid the problem of inaccurate judgment results of water environment carrying capacity caused by extensive data processing.

针对上述问题,本发明解决的技术问题是提供一种水环境指数数据处理方 法,包括:In view of the above problems, the technical problem solved by the present invention is to provide a water environment index data processing method, comprising:

确定目标水域的工业污染强度指数、农业污染强度指数、城镇生活污染强 度指数、城市面源污染强度指数;Determine the industrial pollution intensity index, agricultural pollution intensity index, urban domestic pollution intensity index, and urban non-point source pollution intensity index of the target water area;

生成水环境指数数据集。Generate a water environment index dataset.

在一些实施例中,所述确定工业污染强度指数包括:通过工业排放的污染 物,确定工业污染强度指数B1:In some embodiments, the determining of the industrial pollution intensity index includes: determining the industrial pollution intensity index B1 through pollutants discharged by the industry:

Figure BDA0002383867630000021
Figure BDA0002383867630000021

Figure BDA0002383867630000022
Figure BDA0002383867630000022

Figure BDA0002383867630000023
Figure BDA0002383867630000023

Figure BDA0002383867630000024
Figure BDA0002383867630000024

在一些实施例中,所述确定农业污染强度指数包括:通过农业排放的污染 物,确定农业污染强度指数B2:In some embodiments, the determining of the agricultural pollution intensity index includes: determining the agricultural pollution intensity index B2 through pollutants discharged from agriculture:

Figure BDA0002383867630000025
Figure BDA0002383867630000025

Figure BDA0002383867630000026
Figure BDA0002383867630000026

Figure BDA0002383867630000027
Figure BDA0002383867630000027

Figure BDA0002383867630000028
Figure BDA0002383867630000028

在一些实施例中,所述确定城市面源污染强度指数包括:通过城市生活排 放的污染物,确定城镇生活污染强度指数B3:In some embodiments, the determining the urban non-point source pollution intensity index includes: determining the urban domestic pollution intensity index B3 through the pollutants discharged by urban life:

Figure BDA0002383867630000029
Figure BDA0002383867630000029

Figure BDA00023838676300000210
Figure BDA00023838676300000210

Figure BDA00023838676300000211
Figure BDA00023838676300000211

Figure BDA00023838676300000212
Figure BDA00023838676300000212

在一些实施例中,所述确定城镇生活污染强度指数包括:通过城市面源排 放的污染物,确定城镇生活污染强度指数B4:In some embodiments, the determining the urban domestic pollution intensity index includes: determining the urban domestic pollution intensity index B4 through pollutants discharged from urban non-point sources:

Figure BDA0002383867630000031
Figure BDA0002383867630000031

Figure BDA0002383867630000032
Figure BDA0002383867630000032

Figure BDA0002383867630000033
Figure BDA0002383867630000033

Figure BDA0002383867630000034
Figure BDA0002383867630000034

在一些实施例中,所述确定城镇生活污染强度指数包括:城市面源污染物 排放量的计算公式如下:In some embodiments, the determining the urban domestic pollution intensity index includes: the calculation formula of the urban non-point source pollutant discharge is as follows:

G=∑Gi×10-3 G total = ∑G i ×10 -3

G—城市面源污染物排放量,吨/年;Gi—各下垫面的年污染物量,千克 /年,城市下垫面分为屋面、交通路面、绿地和综合用地。G total - urban non-point source pollutant discharge, ton/year; G i - annual pollutant amount of each underlying surface, kg/year, urban underlying surface is divided into roof, traffic road, green space and comprehensive land.

在一些实施例中,各下垫面的污染物量通过以下公式计算:In some embodiments, the amount of contamination on each underlying surface is calculated by the following formula:

Gi=0.01αφPSEMCG i =0.01αφPSEMC

式中:α—径流修正系数;φ—排水区域径流系数;P—年降水量,毫米/In the formula: α—runoff correction coefficient; φ—runoff coefficient of drainage area; P—annual precipitation, mm/

年;S—各下垫面面积,公顷;EMC—事件平均浓度,毫克/升。year; S—area of each underlying surface, hectares; EMC—event average concentration, mg/L.

本发明的上述方案至少包括以下有益效果:The above-mentioned scheme of the present invention at least includes the following beneficial effects:

本发明的上述方案提出了一种水环境指数数据处理方法,通过建立水环境 指数数据集,从而能够为水环境指数提供精确的数据处理方法,以便更为精确 的对水环境承载能力进行评估,防止人类社会对自然环境造成不可逆的损伤。The above solution of the present invention proposes a water environment index data processing method. By establishing a water environment index data set, an accurate data processing method can be provided for the water environment index, so as to more accurately evaluate the water environment carrying capacity, Prevent human society from causing irreversible damage to the natural environment.

附图说明Description of drawings

图1为本发明实施例中的水环境指数数据处理方法的流程示意图。FIG. 1 is a schematic flowchart of a water environment index data processing method in an embodiment of the present invention.

具体实施方式Detailed ways

下面将参照附图更详细地描述本公开的示例性实施例。虽然附图中显示了 本公开的示例性实施例,然而应当理解,可以以各种形式实现本公开而不应被 这里阐述的实施例所限制。相反,提供这些实施例是为了能够更透彻地理解本 公开,并且能够将本公开的范围完整的传达给本领域的技术人员。Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. While exemplary embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be limited by the embodiments set forth herein. Rather, these embodiments are provided so that the present disclosure will be more thoroughly understood, and will fully convey the scope of the present disclosure to those skilled in the art.

如图1所示的,本发明实施例提供了一种水环境指数数据的处理方法,包 括:As shown in Figure 1, the embodiment of the present invention provides a kind of processing method of water environment index data, including:

(1)工业污染强度指数(B1):反映评估区工业生产过程中排放的污染 物对流域生态环境的压力。(1) Industrial Pollution Intensity Index (B1): It reflects the pressure of pollutants discharged during industrial production in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000041
Figure BDA0002383867630000041

Figure BDA0002383867630000042
Figure BDA0002383867630000042

Figure BDA0002383867630000043
Figure BDA0002383867630000043

Figure BDA0002383867630000044
Figure BDA0002383867630000044

(2)农业污染强度指数(B2):反映评估区农业生产过程中排放/流失的 污染物对流域生态环境的压力。(2) Agricultural pollution intensity index (B2): It reflects the pressure of pollutants discharged/lost in the process of agricultural production in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000045
Figure BDA0002383867630000045

Figure BDA0002383867630000046
Figure BDA0002383867630000046

Figure BDA0002383867630000047
Figure BDA0002383867630000047

Figure BDA0002383867630000048
Figure BDA0002383867630000048

(3)城镇生活污染强度指数(B3):反映评估区城镇生活污水中排放的污 染物对流域生态环境的压力。(3) Urban domestic pollution intensity index (B3): It reflects the pressure of pollutants discharged from urban domestic sewage in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000049
Figure BDA0002383867630000049

Figure BDA0002383867630000051
Figure BDA0002383867630000051

Figure BDA0002383867630000052
Figure BDA0002383867630000052

Figure BDA0002383867630000053
Figure BDA0002383867630000053

(4)城市面源污染强度指数(B4):反映评估区域城市面源排放的污染物 对流域生态环境的压力。(4) Urban non-point source pollution intensity index (B4): It reflects the pressure on the ecological environment of the river basin caused by pollutants discharged from urban non-point sources in the assessment area.

Figure BDA0002383867630000054
Figure BDA0002383867630000054

Figure BDA0002383867630000055
Figure BDA0002383867630000055

Figure BDA0002383867630000056
Figure BDA0002383867630000056

Figure BDA0002383867630000057
Figure BDA0002383867630000057

城市面源污染物排放量的计算公式如下:The calculation formula of urban non-point source pollutant emissions is as follows:

G=∑Gi×10-3 G total = ∑G i ×10 -3

G—城市面源污染物排放量,吨/年;Gi—各下垫面的年污染物量,千克 /年,城市下垫面分为屋面、交通路面、绿地和综合用地。G total - urban non-point source pollutant discharge, ton/year; G i - annual pollutant amount of each underlying surface, kg/year, urban underlying surface is divided into roof, traffic road, green space and comprehensive land.

各下垫面的污染物量计算见下式。The calculation of the amount of pollutants on each underlying surface is shown in the following formula.

Gi=0.01αφPSEMCG i =0.01αφPSEMC

式中:α—径流修正系数;φ—排水区域径流系数;P—年降水量,毫米/In the formula: α—runoff correction coefficient; φ—runoff coefficient of drainage area; P—annual precipitation, mm/

年;S—各下垫面面积,公顷;EMC—事件平均浓度,毫克/升。year; S—area of each underlying surface, hectares; EMC—event average concentration, mg/L.

上述各因子使用具体说明如下:The specific descriptions of the above factors are as follows:

①径流修正系数α,一般取值0.9;①The runoff correction coefficient α is generally 0.9;

②排水区域径流系数φ,一般采取文献参考值,不同下垫面径流系数不同。② The runoff coefficient φ of the drainage area is generally the reference value in the literature, and the runoff coefficient of different underlying surfaces is different.

表1径流系数取值参照表Table 1 Runoff coefficient value reference table

Figure BDA0002383867630000058
Figure BDA0002383867630000058

Figure BDA0002383867630000061
Figure BDA0002383867630000061

③年降水量P,可通过气象或水文部门资料获得。③ Annual precipitation P, which can be obtained from the data of meteorological or hydrological departments.

④排水区域面积S,指不同下垫面的面积,即屋面、交通路面、绿地和综 合用地的面积,可通过遥感资料解译获得。④The area S of the drainage area refers to the area of different underlying surfaces, that is, the area of the roof, traffic road, green space and comprehensive land, which can be obtained through interpretation of remote sensing data.

⑤事件平均浓度EMC(Event Mean Concentration),指一次径流污染过程 中污染物的流量加权平均浓度,即总污染物量与总径流量之比。在无实际监测 数据的情况下,可采用下表中的事件平均浓度(EMC)。⑤ Event Mean Concentration EMC (Event Mean Concentration), refers to the flow-weighted average concentration of pollutants during a runoff pollution process, that is, the ratio of total pollutants to total runoff. In the absence of actual monitoring data, the Event Mean Concentration (EMC) in the table below can be used.

表2事件平均浓度(EMC)可参考值表单位:mg/LTable 2 Event Average Concentration (EMC) Reference Table Unit: mg/L

类别category CODCOD TNTN TPTP 氨氮Ammonia nitrogen 屋面roof 75.8975.89 8.868.86 0.0840.084 5.635.63 交通路面traffic pavement 197.45197.45 7.917.91 0.280.28 5.195.19 绿地green space 60.7160.71 77 0.30.3 2.872.87 综合用地Comprehensive land 176.11176.11 5.865.86 0.120.12 5.55 5.55

在确定了流域水环境指数数据后,就可以更为精确地对于水环境承载力数 据进行分析和处理,从而实现风险评估。该方法具体包括:After the water environment index data of the basin is determined, the water environment carrying capacity data can be analyzed and processed more accurately, so as to realize the risk assessment. Specifically, the method includes:

指标归一化处理步骤:为克服评价指标量纲和数量级不同对评价结果的影 响,需要对评价指标作归一化处理。对正向指标用式(1)进行处理,正向指标 的值越大,水环境承载力越大;逆向指标用式(2)进行处理,逆向指标的值越 大,水环境承载力越小。Index normalization processing steps: In order to overcome the influence of different dimensions and magnitudes of evaluation indicators on the evaluation results, it is necessary to normalize the evaluation indicators. The positive index is processed by formula (1), the larger the value of the positive index, the greater the water environment carrying capacity; the reverse index is processed by formula (2), the larger the value of the reverse index, the smaller the water environment carrying capacity .

对于正向指标:For positive indicators:

Figure BDA0002383867630000062
Figure BDA0002383867630000062

对于逆向指标:For contrarian indicators:

Figure BDA0002383867630000071
Figure BDA0002383867630000071

式中:Vj为标准化指标值,Vj≤1;bj为第j项指标的实际值;Bjmax为第j项 指标实际值对应区间标准值的上限值;Bjmin第j项指标实际值对应区间标准值 的下限值;Qjmax为第j项指标实际值对应承载程度的上限值;Qjmin为第j项指 标实际值对应承载程度的下限值。In the formula: V j is the standardized index value, V j ≤ 1; b j is the actual value of the j-th index; B jmax is the upper limit of the standard value of the interval corresponding to the actual value of the j-th index; B jmin The j-th index The actual value corresponds to the lower limit of the standard value of the interval; Q jmax is the upper limit of the bearing degree corresponding to the actual value of the jth index; Qjmin is the lower limit of the bearing degree corresponding to the actual value of the jth index.

权重确定步骤:由于水环境承载力的各种影响因素相互联系和制约,具有 很大的模糊性和不确定性,因此需要选取层次分析法来确定各指标的权重;该 步骤具体包括:Weight determination step: Since various influencing factors of water environment carrying capacity are interconnected and restricted, there is great ambiguity and uncertainty. Therefore, it is necessary to select AHP to determine the weight of each indicator; this step specifically includes:

(1)建立层次结构模型(1) Establish a hierarchical structure model

在深入分析实际问题的基础上,将有关的各个因素按照不同属性自上而下 地分解成若干层次,同层的诸因素从属于上一层的因素或对上层因素有影响。 最上层为目标层,通常只有1个因素,其次为指标层。On the basis of in-depth analysis of practical problems, the relevant factors are decomposed into several levels from top to bottom according to different attributes. The top layer is the target layer, usually with only one factor, followed by the indicator layer.

(2)构造两两比较判断矩阵(2) Constructing a pairwise comparison judgment matrix

层次分析法的一个重要特点就是用两两重要性程度之比的形式表示出两 个指标的相应重要性程度等级。层次结构模型确定了上、下层元素间的隶属关 系,对于同层各元素,以相邻上层有联系的元素为准分别两两比较,运用1-9 标度评分方法(见表3)划定其相对重要性或优劣程度。若判断矩阵B记为(bij) n×n,则有:An important feature of AHP is to express the corresponding importance level of the two indicators in the form of the ratio of the importance levels of each pair. The hierarchical structure model determines the affiliation between the elements of the upper and lower layers. For each element of the same layer, the elements in the adjacent upper layer are used as the criterion to compare them in pairs, and use the 1-9 scale scoring method (see Table 3) to delineate their relative importance or degree of pros and cons. If the judgment matrix B is denoted as (b ij ) n×n, there are:

Figure RE-GDA0002507405960000072
Figure RE-GDA0002507405960000072

表3相对重要性标度及意义Table 3 Relative importance scale and significance

标度Scaling 定义definition 11 两个元素相比,具有同样重要性two elements are of equal importance 33 两个元素相比,一个比另一个稍微重要Compared to two elements, one is slightly more important than the other 55 两个元素相比,一个比另一个比较重要Comparing two elements, one is more important than the other 77 两个元素相比,一个比另一个十分重要Compared with two elements, one is more important than the other 99 两个元素相比,一个比另一个绝对重要Comparing two elements, one is definitely more important than the other 2,4,6,82, 4, 6, 8 上述两个相邻判断的中值The median of the above two adjacent judgments 1/b<sub>i,j</sub>1/b<sub>i,j</sub> 两个元素的反比较 Inverse comparison of two elements

(3)由判断矩阵确定各要素的相对权重(3) Determine the relative weight of each element by the judgment matrix

对于构造出的判断矩阵,就可以求出最大特征值所对应的特征向量,可采 用规范列平均法(和积法)计算。For the constructed judgment matrix, the eigenvector corresponding to the largest eigenvalue can be obtained, and the canonical column average method (sum product method) can be used for calculation.

计算步骤如下:The calculation steps are as follows:

计算每一列规范化Calculate normalization for each column

Figure RE-GDA0002507405960000081
Figure RE-GDA0002507405960000081

求规范列的平均find the average of a canonical column

Figure RE-GDA0002507405960000082
Figure RE-GDA0002507405960000082

向量W=(w1,w2,…,wn),其中T是所求的特征向量。The vector W=(w 1 ,w 2 ,...,w n ), where T is the desired eigenvector.

计算判断矩阵B的最大特征值Calculate the largest eigenvalue of the judgment matrix B

Figure RE-GDA0002507405960000083
Figure RE-GDA0002507405960000083

式中(BW)i为向量BW中的第i个元素。where (BW) i is the ith element in the vector BW.

运用和积法得到各判断矩阵最大特征根λmax及其对应的特征向量W。根据 一致性比率CR对判断矩阵进行一致性检验,若有满意的一致性,则特征向量 W归一化后即可作为单排序的排序权值向量。否则,需对判断矩阵的标度做 适当修正。The maximum eigenroot λmax of each judgment matrix and its corresponding eigenvector W are obtained by using the sum-product method. The judgment matrix is checked for consistency according to the consistency ratio CR. If there is satisfactory consistency, the eigenvector W can be used as a single-ranked sorting weight vector after normalization. Otherwise, the scale of the judgment matrix needs to be properly corrected.

判断矩阵是否具有满意的一致性用随机一致性比率CR判断,一般认为 CR<0.1,则认为判断矩阵具有满意的一致性。Whether the judgment matrix has satisfactory consistency is judged by the random consistency ratio CR. Generally, if CR<0.1, the judgment matrix is considered to have satisfactory consistency.

CR的计算公式如下:The formula for calculating CR is as follows:

Figure RE-GDA0002507405960000084
Figure RE-GDA0002507405960000084

Figure RE-GDA0002507405960000085
Figure RE-GDA0002507405960000085

式中:CR为随机一致性比率;CI为一致性指标;RI为平均随机一致性指 标,由表4可查得;λmax为判断矩阵的最大特征值;n为判断矩阵的阶数。In the formula: CR is the random consistency ratio; CI is the consistency index; RI is the average random consistency index, which can be found in Table 4; λmax is the maximum eigenvalue of the judgment matrix; n is the order of the judgment matrix.

表4平均随机一致性指标RI标准值Table 4 Average random consistency index RI standard value

Figure BDA0002383867630000086
Figure BDA0002383867630000086

Figure BDA0002383867630000091
Figure BDA0002383867630000091

评价模型确定步骤:采用加权求和方法得到表征区域水环境承载力相对大 小的综合指数评价模型SWECC,即:Evaluation model determination steps: use the weighted sum method to obtain a comprehensive index evaluation model S WECC that characterizes the relative size of the regional water environment carrying capacity, namely:

Figure BDA0002383867630000092
Figure BDA0002383867630000092

式中,SWECC为水环境承载力综合评价指数;Si为指标层中第i个指标的 分数值;ωi为指标层中第i个指标的权重;m为指标的个数。In the formula, S WECC is the comprehensive evaluation index of water environment carrying capacity; S i is the score value of the ith index in the index layer; ω i is the weight of the ith index in the index layer; m is the number of indexes.

根据水污染物浓度超标指数校验水环境承载力Check the water environment carrying capacity according to the water pollutant concentration exceeding index

计算区域水污染物浓度超标指数,水污染物浓度超标指数通过主要污染物 年均浓度监测值与国家现行环境质量标准的对比值反映。Calculate the regional water pollutant concentration exceeding index, which is reflected by the comparison between the annual average concentration monitoring value of major pollutants and the current national environmental quality standard.

根据水污染物浓度超标指数计算结果,对水环境承载力SWECC进行必要校 核。当污染物浓度超标指数大于0时,水污染物浓度处于超标状态,水环境承 载力SWECC原则上应小于0.5;当污染物浓度超标指数小于-0.2时,水污染物 浓度处于未超标状态,水环境承载力SWECC原则上应大于0.75。According to the calculation results of the water pollutant concentration exceeding index, the necessary verification of the water environment carrying capacity S WECC is carried out. When the pollutant concentration exceeding index is greater than 0, the water pollutant concentration is in a state of exceeding the standard, and the water environment carrying capacity S WECC should be less than 0.5 in principle; when the pollutant concentration exceeding index is less than -0.2, the water pollutant concentration is not exceeding the standard. In principle, the water environment carrying capacity S WECC should be greater than 0.75.

水污染物浓度超标指数的计算方法如下:The calculation method of the water pollutant concentration exceeding index is as follows:

当i=1,即水污染物为DO时:When i=1, that is, when the water pollutant is DO:

R水ijk=1/(Cijk/Sik)-1R water ijk =1/(C ijk /S ik )-1

当i=2,…,6,即水污染物分别为CODMn、BOD5、CODCr、NH3-N、TP时:When i=2,...,6, that is, the water pollutants are COD Mn , BOD 5 , COD Cr , NH 3 -N, TP, respectively:

R水ijk=Cijk/Sik-1R water ijk =C ijk /S ik -1

Figure BDA0002383867630000093
Figure BDA0002383867630000093

R水jk=max(R水ijk),i=1,2,…,6R water jk =max(R water ijk ), i=1,2,...,6

Figure BDA0002383867630000094
Figure BDA0002383867630000094

其中,R水ijk为区域j第k个断面i项水污染物浓度超标指数,R水ij为区 域j第i项水污染物浓度超标指数,R水jk为区域j第k个断面水污染物浓度超 标指数,R水j为区域j水污染物浓度超标指数,Cijk为区域j第k个断面第i项 水污染物的年均浓度监测值,Sik为第k个断面第i项水污染物的水质标准限值。 i=1,2,…,6,分别对应DO、CODMn、BOD5、CODCr、NH3-N、TP;k为某一控 制断面,k=1,2,…,Nj,Nj表示区域j内控制断面个数。Among them, R water ijk is the water pollutant concentration exceeding index of the k-th section in area j, R water ij is the water pollutant concentration exceeding index of the i-th item in area j, and R water jk is the water pollutant concentration of the k-th section of area j. Concentration exceeding index, R water j is the concentration exceeding index of water pollutants in area j, C ijk is the annual average concentration monitoring value of the i-th water pollutant in the k-th section of area j, S ik is the i-th water pollutant in the k-th section Water quality standard limits for pollutants. i=1,2,...,6, corresponding to DO, COD Mn , BOD 5 , COD Cr , NH 3 -N, TP respectively; k is a certain control section, k=1,2,...,N j ,N j Indicates the number of control sections in area j.

当污染物浓度超标指数大于0时,水污染物浓度处于超标状态;当污染物 浓度超标指数介于-0.2~0时,污染物浓度处于接近超标状态;当污染物浓度超 标指数小于-0.2时,水污染物浓度处于未超标状态。When the pollutant concentration exceeding index is greater than 0, the water pollutant concentration is in an exceeding state; when the pollutant concentration exceeding index is between -0.2 and 0, the pollutant concentration is close to exceeding the standard; when the pollutant concentration exceeding index is less than -0.2 , the concentration of water pollutants is not exceeding the standard.

表5地表水环境质量标准基本项目标准限值(单位:mg/L)Table 5 Standard limits for basic items of surface water environmental quality standards (unit: mg/L)

Figure BDA0002383867630000101
Figure BDA0002383867630000101

评价等级划分Evaluation level division

水环境承载力(SWECC)的取值范围是介于0~1之间的,其大小反映了区 域水环境承载力的好坏程度,值越大说明该区域水环境承载力越大;值越小说 明该区域水环境承载力越小,不能够承受较大的压力,水环境很脆弱,甚至处 于崩溃的边缘。The value range of the water environment carrying capacity (S WECC ) is between 0 and 1, and its size reflects the quality of the regional water environment carrying capacity. The larger the value, the greater the water environment carrying capacity of the region; the value The smaller the value, the smaller the carrying capacity of the water environment in the area, the less it can bear the greater pressure, the weaker the water environment, and even on the verge of collapse.

为定性评价水环境承载力,将水环境承载力的取值划分为不同等级,以此 评价水环境承载力的大小程度。划分等级结果如表5所示。In order to qualitatively evaluate the carrying capacity of the water environment, the value of the carrying capacity of the water environment is divided into different grades, so as to evaluate the magnitude of the carrying capacity of the water environment. The classification results are shown in Table 5.

表6水环境承载力综合评价等级划分Table 6 Classification of comprehensive evaluation grades of water environment carrying capacity

Figure BDA0002383867630000102
Figure BDA0002383867630000102

水环境承载力监控预警Water environment carrying capacity monitoring and early warning

根据水环境承载力综合评价结果,进行水环境承载力预警等级划分,具体 见表7。According to the comprehensive evaluation results of the water environment carrying capacity, the early warning grades of the water environment carrying capacity are divided, as shown in Table 7.

表7水环境承载力预警等级划分Table 7 Classification of early warning levels of water environment carrying capacity

Figure BDA0002383867630000111
Figure BDA0002383867630000111

提出对策建议Suggest countermeasures

根据水环境承载力的评价结果,结合评估区域自身实际,从自然资源条件、 社会经济发展、污染物排放及水环境管理等角度分析影响区域水环境承载力大 小的主要因素。According to the evaluation results of the water environment carrying capacity, combined with the actual situation of the evaluation area, the main factors affecting the water environment carrying capacity of the area are analyzed from the perspectives of natural resource conditions, social and economic development, pollutant discharge and water environment management.

从“增容”和“减排”两条主线出发,提出生态需水量保障方案和水污染物 削减方案。提出水环境承载能力监控预警机制建设方案,包括基础数据的获取 与传送、水环境承载能力研判系统构建、承载状态分析与发布、监控预警结果 运用等Starting from the two main lines of "capacity increase" and "emission reduction", the ecological water demand guarantee plan and the water pollutant reduction plan are proposed. Propose the construction plan for the monitoring and early warning mechanism of water environment carrying capacity, including the acquisition and transmission of basic data, the construction of the water environment carrying capacity research and judgment system, the analysis and release of carrying status, and the application of monitoring and early warning results, etc.

在本发明实施例中,在进行水环境承载力数据处理的时候,可以进一步的 参考以下参数:水资源指数、水环境指数、水生态指数。具体的:In this embodiment of the present invention, when processing water environment carrying capacity data, the following parameters may be further referenced: water resources index, water environment index, and water ecology index. specific:

一.水资源指数1. Water Resources Index

(1)水资源开发利用率(A1):用水量(工业、农业、生活、环境等) 与流域多年平均水资源总量的比。(1) Development and utilization rate of water resources (A1): the ratio of water consumption (industry, agriculture, life, environment, etc.) to the average total water resources in the basin for many years.

Figure BDA0002383867630000112
Figure BDA0002383867630000112

(2)万元GDP耗水量(A2):单位GDP(国民生产总值)消耗水资源量, 即总用水量与国民生产总值(GDP)之比。(2) Water consumption per 10,000 yuan of GDP (A2): water consumption per unit of GDP (gross national product), that is, the ratio of total water consumption to gross national product (GDP).

Figure BDA0002383867630000113
Figure BDA0002383867630000113

Figure BDA0002383867630000114
Figure BDA0002383867630000114

Figure BDA0002383867630000121
Figure BDA0002383867630000121

(3)人均水域面积(A3):在辖区内,人均拥有的水域面积,即总人口 与水域总面积之比。该指标主要反应人类拥有水资源禀赋情况,还响应了水生 态和水环境特征。(3) Water area per capita (A3): The water area per capita in the jurisdiction area, that is, the ratio of the total population to the total water area. This indicator mainly reflects the water resources endowment of human beings, and also responds to the characteristics of water ecology and water environment.

Figure BDA0002383867630000122
Figure BDA0002383867630000122

二.水环境指数2. Water Environment Index

(1)工业污染强度指数(B1):反映评估区工业生产过程中排放的污染 物对流域生态环境的压力。(1) Industrial Pollution Intensity Index (B1): It reflects the pressure of pollutants discharged during the industrial production process in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000123
Figure BDA0002383867630000123

Figure BDA0002383867630000124
Figure BDA0002383867630000124

Figure BDA0002383867630000125
Figure BDA0002383867630000125

Figure BDA0002383867630000126
Figure BDA0002383867630000126

(2)农业污染强度指数(B2):反映评估区农业生产过程中排放/流失的 污染物对流域生态环境的压力。(2) Agricultural pollution intensity index (B2): It reflects the pressure of pollutants discharged/lost in the process of agricultural production in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000127
Figure BDA0002383867630000127

Figure BDA0002383867630000128
Figure BDA0002383867630000128

Figure BDA0002383867630000129
Figure BDA0002383867630000129

Figure BDA0002383867630000131
Figure BDA0002383867630000131

(3)城镇生活污染强度指数(B3):反映评估区城镇生活污水中排放的污 染物对流域生态环境的压力。(3) Urban domestic pollution intensity index (B3): It reflects the pressure of pollutants discharged from urban domestic sewage in the assessment area on the ecological environment of the basin.

Figure BDA0002383867630000132
Figure BDA0002383867630000132

Figure BDA0002383867630000133
Figure BDA0002383867630000133

Figure BDA0002383867630000134
Figure BDA0002383867630000134

Figure BDA0002383867630000135
Figure BDA0002383867630000135

(4)城市面源污染强度指数(B4):反映评估区域城市面源排放的污染物 对流域生态环境的压力。(4) Urban non-point source pollution intensity index (B4): It reflects the pressure on the ecological environment of the river basin caused by the pollutants discharged from urban non-point sources in the assessment area.

Figure BDA0002383867630000136
Figure BDA0002383867630000136

Figure BDA0002383867630000137
Figure BDA0002383867630000137

Figure BDA0002383867630000138
Figure BDA0002383867630000138

Figure BDA0002383867630000139
Figure BDA0002383867630000139

城市面源污染物排放量的计算公式如下:The calculation formula of urban non-point source pollutant emissions is as follows:

G=∑Gi×10-3 G total = ∑G i ×10 -3

G—城市面源污染物排放量,吨/年;Gi—各下垫面的年污染物量,千克 /年,城市下垫面分为屋面、交通路面、绿地和综合用地。G total - urban non-point source pollutant discharge, ton/year; G i - annual pollutant amount of each underlying surface, kg/year, urban underlying surface is divided into roof, traffic road, green space and comprehensive land.

各下垫面的污染物量计算见下式。The calculation of the amount of pollutants on each underlying surface is shown in the following formula.

Gi=0.01αφPSEMCG i =0.01αφPSEMC

式中:α—径流修正系数;φ—排水区域径流系数;P—年降水量,毫米/In the formula: α—runoff correction coefficient; φ—runoff coefficient of drainage area; P—annual precipitation, mm/

年;S—各下垫面面积,公顷;EMC—事件平均浓度,毫克/升。year; S—area of each underlying surface, hectares; EMC—event average concentration, mg/L.

上述各因子使用具体说明如下:The specific descriptions of the above factors are as follows:

①径流修正系数α,一般取值0.9;①The runoff correction coefficient α is generally 0.9;

②排水区域径流系数φ,一般采取文献参考值,不同下垫面径流系数不同。② The runoff coefficient φ of the drainage area is generally the reference value in the literature, and the runoff coefficient of different underlying surfaces is different.

径流系数取值参照表Runoff coefficient value reference table

类别category 参照值reference value 屋面roof 0.900.90 交通路面traffic pavement 0.800.80 绿地green space 0.200.20 综合用地Comprehensive land 0.60 0.60

③年降水量P,可通过气象或水文部门资料获得。③ Annual precipitation P, which can be obtained from the data of meteorological or hydrological departments.

④排水区域面积S,指不同下垫面的面积,即屋面、交通路面、绿地和综 合用地的面积,可通过遥感资料解译获得。④The area S of the drainage area refers to the area of different underlying surfaces, that is, the area of the roof, traffic road, green space and comprehensive land, which can be obtained through interpretation of remote sensing data.

⑤事件平均浓度EMC(Event Mean Concentration),指一次径流污染过程 中污染物的流量加权平均浓度,即总污染物量与总径流量之比。在无实际监测 数据的情况下,可采用下表中的事件平均浓度(EMC)。⑤ Event Mean Concentration EMC (Event Mean Concentration), refers to the flow-weighted average concentration of pollutants during a runoff pollution process, that is, the ratio of total pollutants to total runoff. In the absence of actual monitoring data, the Event Mean Concentration (EMC) in the table below can be used.

事件平均浓度(EMC)可参考值表单位:mg/LThe average event concentration (EMC) can refer to the table unit: mg/L

类别category CODCOD TNTN TPTP 氨氮Ammonia nitrogen 屋面roof 75.8975.89 8.868.86 0.0840.084 5.635.63 交通路面traffic pavement 197.45197.45 7.917.91 0.280.28 5.195.19 绿地green space 60.7160.71 77 0.30.3 2.872.87 综合用地Comprehensive land 176.11176.11 5.865.86 0.120.12 5.55 5.55

水生态数据:Water ecological data:

(1)植被覆盖岸线比例(C1):河流植被覆盖(>3米)岸线占总岸线的比 例。反映河流岸边植被覆盖情况对河流生态的影响,植被覆盖岸线比例越大, 河流生态状况越好,反之河流生态状况越差。(1) Vegetation-covered shoreline ratio (C1): the proportion of river vegetation-covered (>3m) shoreline to the total shoreline. It reflects the impact of the vegetation coverage on the river bank on the river ecology. The larger the proportion of vegetation coverage on the shoreline, the better the river ecological status, and vice versa.

Figure BDA0002383867630000151
Figure BDA0002383867630000151

(2)河流自然岸线比(C2):河流自然岸线占总岸线的比例,自然岸线越 多,越适合生物生长,江河生境状况越好。(2) River natural shoreline ratio (C2): the proportion of river natural shoreline to the total shoreline, the more natural shorelines, the more suitable for biological growth and the better the river habitat condition.

Figure BDA0002383867630000152
Figure BDA0002383867630000152

(3)河流连通性(C3):河流单位长度修建水电站闸坝个数。反映水电站 闸坝越少,河流纵向连通性越好,营养物质流和能量流的空间连通性、生物群 落结构空间连通性以及信息流空间连通性越好,水环境承载力越大。(3) River connectivity (C3): The number of hydropower station gates and dams built per unit length of the river. It reflects that the fewer gates and dams in the hydropower station, the better the longitudinal connectivity of the river, the better the spatial connectivity of nutrient flow and energy flow, the better the spatial connectivity of biological community structure and the spatial connectivity of information flow, and the greater the carrying capacity of the water environment.

Figure BDA0002383867630000153
Figure BDA0002383867630000153

(4)生态基流量保障率(C4):基准年月实际流量占最小生态基流百分比。(4) Guaranteed rate of ecological base flow (C4): The percentage of the actual flow in the base year and month to the minimum ecological base flow.

Figure BDA0002383867630000154
Figure BDA0002383867630000154

式中最小生态基流量:The minimum ecological base flow in the formula:

WEb=近10年年平均流量×10%W Eb = annual average flow in the past 10 years × 10%

对于没有水文站点数据的,可参照下表的相关参数,计算河流的最小生态 基流量。For those without hydrological station data, the minimum ecological base flow of the river can be calculated by referring to the relevant parameters in the table below.

不同时段下水系的栖息地条件Habitat conditions of the lower water system at different time periods

计算时段划分Calculation period division 生态水深(m)Ecological water depth (m) 生态流速(m/s)Ecological velocity (m/s) T1时段(3月1日~5月31日)T1 period (March 1 to May 31) 0.60.6 0.020.02 T2时段(6月1日~8月31日)T2 period (June 1st to August 31st) 0.80.8 0.050.05 T3时段(9月1日~10月31日)T3 period (September 1st to October 31st) 0.80.8 0.020.02 T4时段(11月1日~翌年2月28日)T4 period (November 1st to February 28th of the following year) -- - -

本发明的上述方案提出了一种水环境指数数据处理方法,通过建立水环境 指数数据集,从而能够为水环境指数提供精确的数据处理方法,以便更为精确 的对水环境承载能力进行评估,防止人类社会对自然环境造成不可逆的损伤。The above solution of the present invention proposes a water environment index data processing method. By establishing a water environment index data set, an accurate data processing method can be provided for the water environment index, so as to more accurately evaluate the water environment carrying capacity, Prevent human society from causing irreversible damage to the natural environment.

以上所述是本发明的优选实施方式,应当指出,对于本技术领域的普通技 术人员来说,在不脱离本发明所述原理的前提下,还可以作出若干改进和润饰, 这些改进和润饰也应视为本发明的保护范围。The above are the preferred embodiments of the present invention. It should be pointed out that for those skilled in the art, without departing from the principles of the present invention, several improvements and modifications can be made. It should be regarded as the protection scope of the present invention.

Claims (7)

1.一种水环境指数数据处理方法,其特征在于,包括:1. a water environment index data processing method, is characterized in that, comprises: 确定目标水域的工业污染强度指数、农业污染强度指数、城镇生活污染强度指数、城市面源污染强度指数;Determine the industrial pollution intensity index, agricultural pollution intensity index, urban domestic pollution intensity index, and urban non-point source pollution intensity index of the target water area; 生成水环境指数数据集。Generate a water environment index dataset. 2.根据权利要求1所述的水环境指数数据处理方法,其特征在于,所述确定工业污染强度指数包括:2. The water environment index data processing method according to claim 1, wherein the determining the industrial pollution intensity index comprises: 通过工业排放的污染物,确定工业污染强度指数B1:The industrial pollution intensity index B1 is determined by the pollutants emitted by the industry:
Figure FDA0002383867620000011
Figure FDA0002383867620000011
Figure FDA0002383867620000012
Figure FDA0002383867620000012
Figure FDA0002383867620000013
Figure FDA0002383867620000013
Figure FDA0002383867620000014
Figure FDA0002383867620000014
3.根据权利要求1所述的水环境指数数据处理方法,其特征在于,所述确定农业污染强度指数包括:3. The water environment index data processing method according to claim 1, wherein the determining the agricultural pollution intensity index comprises: 通过农业排放的污染物,确定农业污染强度指数B2:The agricultural pollution intensity index B2 is determined by the pollutants emitted by agriculture:
Figure FDA0002383867620000015
Figure FDA0002383867620000015
Figure FDA0002383867620000016
Figure FDA0002383867620000016
Figure FDA0002383867620000017
Figure FDA0002383867620000017
Figure FDA0002383867620000018
Figure FDA0002383867620000018
4.根据权利要求1所述的水环境指数数据处理方法,其特征在于,所述确定城市面源污染强度指数包括:4. The water environment index data processing method according to claim 1, wherein the determining the urban non-point source pollution intensity index comprises: 通过城市生活排放的污染物,确定城镇生活污染强度指数B3:Through the pollutants discharged by urban life, determine the urban life pollution intensity index B3:
Figure FDA0002383867620000021
Figure FDA0002383867620000021
Figure FDA0002383867620000022
Figure FDA0002383867620000022
Figure FDA0002383867620000023
Figure FDA0002383867620000023
Figure FDA0002383867620000024
Figure FDA0002383867620000024
5.根据权利要求1所述的水环境指数数据处理方法,其特征在于,所述确定城镇生活污染强度指数包括:5. The water environment index data processing method according to claim 1, wherein the determining the urban domestic pollution intensity index comprises: 通过城市面源排放的污染物,确定城镇生活污染强度指数B4:Through the pollutants discharged from urban non-point sources, determine the urban domestic pollution intensity index B4:
Figure FDA0002383867620000025
Figure FDA0002383867620000025
Figure FDA0002383867620000026
Figure FDA0002383867620000026
Figure FDA0002383867620000027
Figure FDA0002383867620000027
Figure FDA0002383867620000028
Figure FDA0002383867620000028
6.根据权利要求4所述的水环境指数数据处理方法,其特征在于,所述确定城镇生活污染强度指数包括:6. The water environment index data processing method according to claim 4, wherein the determining the urban domestic pollution intensity index comprises: 城市面源污染物排放量的计算公式如下:The calculation formula of urban non-point source pollutant emissions is as follows: G=∑Gi×10-3 G total = ∑G i ×10 -3 G—城市面源污染物排放量,吨/年;Gi—各下垫面的年污染物量,千克/年,城市下垫面分为屋面、交通路面、绿地和综合用地。G total - urban non-point source pollutant discharge, ton/year; G i - annual pollutant amount of each underlying surface, kg/year, urban underlying surface is divided into roof, traffic road, green space and comprehensive land. 7.根据权利要求5所述的水环境指数数据处理方法,其特征在于,各下垫面的污染物量通过以下公式计算:7. water environment index data processing method according to claim 5, is characterized in that, the pollutant amount of each underlying surface is calculated by following formula: Gi=0.01αφPSEMCG i =0.01αφPSEMC 式中:α—径流修正系数;φ—排水区域径流系数;P—年降水量,毫米/年;S—各下垫面面积,公顷;EMC—事件平均浓度,毫克/升。where: α—runoff correction coefficient; φ—runoff coefficient of drainage area; P—annual precipitation, mm/year; S—area of each underlying surface, hectare; EMC—event average concentration, mg/L.
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