CN103793604A - 一种基于相关向量机的污水处理软测量方法 - Google Patents

Abstract

本发明公开了一种基于相关向量机的污水处理软测量方法，包含以下顺序的步骤：利用模糊单调递增依赖算法对采集的污水输入数据进行属性约简，定量分析出对化学需氧量COD、生化需氧量BOD影响较大的输入属性；利用相关向量机RVM和采集的污水输入数据建立预测模型，并对模型参数进行寻优，进而建立最优预测模型；所述采集的污水输入数据已确定对化学需氧量COD、生化需氧量BOD影响较大的输入属性；对待预测的污水样本数据进行预测：将属性约简后的入水数据作为训练好的相关向量机软测量模型的输入，模型的输出即为出水化学需氧量COD和生化需氧量BOD的预测结果。本发明的方法，预测精度高且所需时间短。

Description

一种基于相关向量机的污水处理软测量方法

技术领域

本发明涉及污水处理领域，具体涉及一种基于相关向量机的污水处理软测量方法。

背景技术

污水处理是经济发展和水资源保护不可或缺的组成部分。随着国民经济的快速增长，污水排放量也大大增加，而污水处理厂太少，处理周期太长，远远达不到国家对环境保护的要求。同时国家对环境保护的投入加大，污水处理技术越来越受到更多的关注。国家发展规划中明确提出要研发并推广低能耗、有效的污水处理技术。

污水排放标准中，衡量是否达标的参数指标有：化学需氧量COD、生化需氧量BOD、氨氮、磷、固体悬浮物等。其中生化需氧量BOD和化学需氧量COD反映水被有机污染的程序，BOD/COD的比率反映出了污水的生物降解能力。这两个参数的测量对控制污水处理具有非常重要的价值。化学需氧量COD是指，水样在一定条件下，以氧化1升水样中还原性物质所消耗的氧化剂的量为指标，折算成每升水样全部被氧化后，需要的氧的毫克数，以mg/L表示。生化需氧量BOD是指微生物在一定的温度和时间条件下分解氧化有机物所消耗的溶解氧量，以mg/L表示。

现在的污水处理一般都采用稀释法、传感器等测量污水中BOD、COD的浓度，但由于分析测定这两个指标的周期较长，测量中时常出现误差，不能及时反应污水处理的现场情况，因而污水控制系统存在着较大的延时，不能发挥其最佳的性能。

发明内容

本发明的目的在于克服现有技术的缺点与不足，提供一种基于相关向量机的污水处理软测量方法。

本发明的目的通过以下的技术方案实现：

一种基于相关向量机的污水处理软测量方法，包含以下顺序的步骤：

S1.利用模糊单调递增依赖算法对采集的污水输入数据进行属性约简，定量分析出对化学需氧量COD、生化需氧量BOD影响较大的输入属性；

S2.利用相关向量机RVM和采集的污水输入数据建立预测模型，并对模型参数进行寻优，进而建立最优预测模型；所述采集的污水输入数据已确定对化学需氧量COD、生化需氧量BOD影响较大的输入属性；

S3.对待预测的污水样本数据进行预测：将属性约简后的入水数据作为训练好的相关向量机软测量模型的输入，模型的输出即为出水化学需氧量COD和生化需氧量BOD的预测结果。

步骤S1中，所述的模糊单调递增依赖算法具体包含以下步骤：

A、用二维数组存放决策表D[n,m]，其中第m列为决策属性，第1至第m-1列为条件属性；

B、对决策属性按从小到大进行排序，交换相应的行；

C、考察第i个条件属性值与决策属性值的模糊单调递增依赖关系，判断是否是模糊单调递增关系，求出最大的模糊隶属函数值及其对应的索引号。

所述的步骤S2具体如下：

A、污水数据集{(x_n,t_n),n=1,2,...,N},x_n∈R^d,t_n∈R,N是样本数,假定:

t_n=y(x_n;w)+ε_n    (1)

其中,y(·)是非线性函数，ε_n是均值为0，方差为σ²的高斯噪声，即

因此有t_n～N(y(x_n),σ²)，函数y(x)定义为

$y(x;w)=\underset{i=1}{\overset{N}{\mathrm{\Σ}}}{w}_{i}K(x,x_i)+w_0---\left(2\right)$

B、在公式中确定基函数，其核被训练向量参数化φ_i(x)＝K(x，x_i)，假定t_n是相互独立的，则整个训练集的似然函数可写为

$p\left(t\right|w,{\mathrm{\σ}}^2)={\left({2\mathrm{\π\σ}}^2\right)}^{-N/2}\exp (-\frac{{\left|\right|t-\mathrm{\Φw}\left|\right|}^2}{{2\mathrm{\σ}}^2})---\left(3\right)$

式中t=[t₁,t₂,...,t_N]^T,w=[w₀,w₁,...,w_M]^T,Φ是一个N×(N+1)的设计矩阵,Φ=[φ₁,φ₂,...,φ_M]是组非线性基函数,φ(x_n)=[1,K(x_n,x₁),K(x_n,x₂),...,K(x_n,x_N)]^T；

C、由于在模型中有和训练样本差不多的参数个数,从(3)式中得到的w和σ²的最大似然估计值有可能导致模型过拟合.为了避免过度拟合,通常的做法是给参数强加一些限制条件.在这里,我们从贝叶斯概率框架出发,通过定义一个先验概率分布来限制这些参数；

选择一个比较平滑的函数,定义w的先验概率分布为零均值的高斯分布:

应的权值w_j相关；通过这个限制条件，在经过大量的污水数据学习后，大部分超参数会趋近于无穷大，而与其对应的权值为0，从而使RVM具有较高的稀疏性；

对于给定的数据中未知数据，贝叶斯推理通过计算后验概率处理，

$p(w,\mathrm{\α}{,\mathrm{\σ}}^2|t)=\frac{p\left(t\right|w,\mathrm{\α},{\mathrm{\σ}}^2)p(w,\mathrm{\α},{\mathrm{\σ}}^2)}{p\left(t\right)}---\left(5\right)$

给定一个测试点x_*，相应的污水出水水质预测值t_*的预测分布为

p(t_*|t)＝∫p(t_*|w，α，σ²)p(w，α，σ²|t)dwdαdσ²    (6)

根据贝叶斯公式，利用样本似然函数(4)和w先验分布(5)可得w的后验分布为

$p\left(w\right|\mathrm{t\α},\mathrm{\β})=\frac{p\left(w\right|\mathrm{\α})p\left(t\right|w,\mathrm{\β})}{t\left(t\right|\mathrm{\α},\mathrm{\β})}---\left(7\right)$

将后验概率分解为

p(w，α，σ²|t)＝p(|w|t，α，σ²)p(α，σ²|t)    (8)

因此对权重的后验概率分布为

$p\left({w|t,\mathrm{\α},\mathrm{\σ}}^2\right)=\frac{p\left(t\right|{w,\mathrm{\σ}}^2)p\left(w\right|\mathrm{\α})}{p\left(t\right|\mathrm{\α},{\mathrm{\σ}}^2)}={\left(2\mathrm{\π}\right)}^{-(N+1)/2}{\left|\mathrm{\Σ}\right|}^{-1/2}\exp \{-\frac{1}{2}{(w-\mathrm{\μ})}^T{\mathrm{\Σ}}^{-1}(w-\mathrm{\μ})\}---\left(9\right)$

其协方差为

Σ＝(σ^-2Φ^TΦ+A)^-1    (10)

平均值为

μ＝σ^-2ΣΦ^Tt    (11)

其中矩阵A＝diag(α₀，α₁，...，α_N)

${\left({\mathrm{\α}}_i\right)}^{\mathrm{new}}=\frac{{\mathrm{\γ}}_i}{{\mathrm{\μ}}_i^2}---\left(12\right)$

${\left({\mathrm{\σ}}^2\right)}^{\mathrm{new}}=\frac{{\left|\right|t-\mathrm{\Φ\μ}\left|\right|}^2}{{N-\mathrm{\Σ}}_i{\mathrm{\γ}}_i}---\left(13\right)$

其中γi≡1-α_iΣ_ii，Σ_ii为协方差矩阵Σ的第i个对角元素，最后通过(10)到(13)式的迭代推理运算得到超参数α和方差σ²的估计值；

输出的污水水质预测值为y_*＝μ^Tφ(x_*)，x_*是污水处理过程输入值。

所述的步骤S1和步骤S2之间，还存在该步骤：剔除输入和输出的数据中的异常点，由于各输入变量量纲的不同，对其进行归一化处理，归一化到[0，1]区间中。

本发明的工作原理：

对于任意的两个集合A和B，其中A＝{x₁，x₂，...，x_n}，B＝{y₁，y₂，...，y_n}，是待定未知数，存在A和B一一映射f：

对A中的元素值按从小到大排序得到新集合A′＝{x₁′，x₂′，...，x_n′}，通过映射f可以得到新的集合B′＝{y₁′，y₂′，...，y_n′}，如果B′存在划分ω，使得B′＝B₁′∪B₂′∪...∪B_l′，其中2≤l≤n，对任意的i，j，其中1≤i≤j≤l，设表达式

$\mathrm{num}\left\{y_k^{\′}\right|y_k^{\′}\≥\∀y_p^{\′}\∈B_i^{\′},y_k^{\′}\∈B_j^{\′}\}/|B_j^{\′}|>0.5$

表示B′j中大部分的元素大于等于B_i′中的元素，如果该表达式成立，那么就称集合A和B在映射f下依ω划分是模糊单调III型递增关系。其中

表示B′_j中某些元素的个数，而这些元素值都大于等于B′_i中的元素值，|B′_j|表示集合B′_j的基数(即是集合B′_j中元素的个数)。

等距离区间划分法：对决策属性集合D的值按递增排序后得到新排序集合D′＝{y′₁，y′₂，...，y′_n}，通过上面的映射

可以得到重新排列的条件属性集合C′_i＝{x′_i1，x′_i2，...，x′_in}。假设把决策属性集D′划分为p个区间，考虑到决策属性值分布的不均匀性，等距离设定D′的p个区间中心点，把

作为相邻区间中心点的距离，第一个区间的中心点设为

记为ct₁，第二个区间中心点记为ct₂＝ct₁+dis，那么第i+1个区间中心点为ct_i+1＝ct_i+dis，由此可得区间中心点集合{ct₁，ct₂，...，ct_p}。把与某区间中心点的距离小于等于dis2的决策属性值归为相应的区间，设y′_l∈D′，如果|y′_l-Ω_i-1|＞dis/2且|y′_l-Ω_i|≤dis/2，那么把y′_l归为区间Ω_i，把这种划分方法简称为Ψ划分，D′经Ψ划分后，得Ω₁，Ω₂，...，Ω_p，其中Ω₁∪Ω₂∪...∪Ω_p＝D′，

通过映射f，可得C′_i的区间划分Γ₁，Γ₂，...，Γ_p，简称为Z划分。

设num(min(Γ_h)≥Γ_r)表示Γ_r中元素中小于等于Γ_h元素中最小值的个数，|Γ_r|表示Γ_r中的总元素个数，可得一个模糊递增依赖隶属函数定义。

区间最小值模糊递增依赖隶属函数：

称μ_min(Γ_h，Γ_r)为Γ_h相对区间Γ_r模糊递增依赖程度函数，其中α为可选参数，并且0＜α≤1，可以根据具体情况进行选择。当μ_min(Γ_h，Γ_r)＝0时，认为区间Γ_h相对区间Γ_r没有发生模糊递增的情况，否则称区间Γ_h相对区间Γ_r依程度μ_min(Γ_h，Γ_r)模糊递增，μ_min(Γ_h，Γ_r)的值越大，模糊递增的程度越大。

求出Γ₁，Γ₂，...，Γ_p区间之间模糊递增依赖隶属函数的最小数值，作为条件属性C′_i相对决策属性D′依区间划分Ψ的模糊递增程度。如果最小数值为0，那么认为条件属性C′_i相对决策属性D′依区间划分Ψ没有发生模糊递增。

本发明与现有技术相比，具有如下优点和有益效果：

1、本发明利用的模糊粗糙单调递增依赖算法是一种重要的数据挖掘工具，能定量分析出对出水水质影响较大的输入属性，精简了建立预测模型所需要的数据量，减少了预测所需要的时间。

2、本发明利用相关向量机建立的污水水质软测量模型预测精度高、泛化能力强，对于节省污水处理厂运营费用，及时反映污水水质状况，对污水处理自动控制系统具有重要的意义。

附图说明

图1是本发明所述的基于相关向量机的污水处理软测量方法的流程图；

图2是图1所述方法的出水COD结果拟合图；

图3是图1所述方法的出水BOD结果拟合图。

具体实施方式

下面结合实施例及附图对本发明作进一步详细的描述，但本发明的实施方式不限于此。

如图1，一种基于相关向量机的污水处理软测量方法，包含以下顺序的步骤：

S1.利用模糊单调递增依赖算法对采集的污水输入数据进行属性约简，定量分析出对化学需氧量COD、生化需氧量BOD影响较大的输入属性；

所述的模糊单调递增依赖算法具体包含以下步骤：

A、用二维数组存放决策表D[n，m]，其中第m列为决策属性，第1至第m-1列为条件属性；

B、对决策属性按从小到大进行排序，交换相应的行；

C、考察第i个条件属性值与决策属性值的模糊单调递增依赖关系:

判断是否是模糊单调递增关系，求出最大的模糊隶属函数值及其对应的索引号；

通过模糊粗糙单调递增依赖算法约简得到的属性快速生物可降解有机物S_S、颗粒状惰性有机物X_I、慢性生物可降解有机物X_S、异养微生物量X_B，H、氨态氮S_NH、溶性生物可降解有机氮S_ND、颗粒状生物可降解有机氮X_ND、固体悬浮物浓度T_SS对出水COD影响较大。生物需氧量BOD与快速生物可降解有机物S_S、颗粒状惰性有机物X_I、慢性生物可降解有机物X_S、异养微生物量X_B，H、氨态氮S_NH、溶性生物可降解有机氮S_ND、流量Q_I这些输入属性有模糊单调递增依赖关系;

S2.剔除输入和输出的数据中的异常点，由于各输入变量量纲的不同，对其进行归一化处理，归一化到[0，1]区间中;

S3.利用相关向量机RVM和采集的污水输入数据建立预测模型，并对模型参数进行寻优，进而建立最优预测模型；所述采集的污水输入数据已确定对化学需氧量COD、生化需氧量BOD影响较大的输入属性，具体如下所示：

A、污水数据集{(x_n，t_n)，n＝1，2，...，N}，x_n∈R^d，t_n∈R，N是样本数，假定:

t_n＝y(x_n;w)+ε_n    (1)

其中，y(·)是非线性函数，ε_n是均值为0，方差为σ²的高斯噪声，即

因此有t_n～N(y(x_n)，σ²)，函数y(x)定义为

$y(x;w)=\underset{i=1}{\overset{N}{\mathrm{\Σ}}}{w}_{i}K(x,x_i)+w_0---\left(2\right)$

B、在公式中确定基函数，其核被训练向量参数化φi(x)＝K(x，x_i)，假定t_n是相互独立的，则整个训练集的似然函数可写为

$p\left(t\right|{w,\mathrm{\σ}}^2)={\left({2\mathrm{\π\σ}}^2\right)}^{-N/2}\exp (-\frac{{\left|\right|t-\mathrm{\Φw}\left|\right|}^2}{2{\mathrm{\σ}}^2})---\left(3\right)$

式中t＝[t₁，t₂，...，t_N]^T，w＝[w₀，w₁，...，w_M]^T，Φ是一个N×(N+1)的设计矩阵，Φ＝[φ₁，φ₂，...，φ_M]是组非线性基函数，φ(x_n)＝[1，K(x_n，x₁)，K(x_n，x₂)，...，K(x_n，x_N)]^T；

C、由于在模型中有和训练样本差不多的参数个数，从(3)式中得到的w和σ²的最大似然估计值有可能导致模型过拟合.为了避免过度拟合，通常的做法是给参数强加一些限制条件.在这里，我们从贝叶斯概率框架出发，通过定义一个先验概率分布来限制这些参数；

选择一个比较平滑的函数，定义w的先验概率分布为零均值的高斯分布:

应的权值w_j相关；通过这个限制条件，在经过大量的污水数据学习后，大部分超参数会趋近于无穷大，而与其对应的权值为0，从而使RVM具有较高的稀疏性；

对于给定的数据中未知数据，贝叶斯推理通过计算后验概率处理，

$p(w,\mathrm{\α},{\mathrm{\σ}}^2|t)=\frac{p\left(t\right|w,\mathrm{\α},{\mathrm{\σ}}^2)p\left({w,\mathrm{\α\σ}}^2\right)}{p\left(t\right)}---\left(5\right)$

给定一个测试点x_*，相应的污水出水水质预测值t_*的预测分布为

p(t_*|t)＝∫p(t_*|w，α，σ²)p(w，α，σ²|t)dwdαdσ²    (6)

根据贝叶斯公式，利用样本似然函数(4)和w先验分布(5)可得w的后验分布为

$p\left(w\right|\mathrm{t\α},\mathrm{\β})=\frac{p\left(w\right|\mathrm{\α})p\left(t\right|w,\mathrm{\β})}{p\left(t\right|\mathrm{\α},\mathrm{\β})}---\left(7\right)$

将后验概率分解为

p(w，α，σ²|t)＝p(|w|t，α，σ²)p(α，σ²|t)    (8)

因此对权重的后验概率分布为

$p\left(w\right|t,\mathrm{\α},{\mathrm{\σ}}^2)=\frac{p\left(t\right|w,{\mathrm{\σ}}^2)p\left(w\right|\mathrm{\α})}{p\left(t\right|\mathrm{\α},{\mathrm{\σ}}^2)}={\left(2\mathrm{\π}\right)}^{-(N+1)/2}{\left|\mathrm{\Σ}\right|}^{-1/2}\exp \{-\frac{1}{2}{(w-\mathrm{\μ})}^T{\mathrm{\Σ}}^{-1}(w-\mathrm{\μ})\}---\left(9\right)$

其协方差为

Σ＝(σ^-2Φ^TΦ+A)^-1    (10)

平均值为

μ＝σ^-2ΣΦ^Tt    (11)

其中矩阵A＝diag(α₀，α₁，...，α_N)

${\left({\mathrm{\α}}_i\right)}^{\mathrm{new}}=\frac{{\mathrm{\γ}}_i}{{\mathrm{\μ}}_i^2}---\left(12\right)$

${\left({\mathrm{\σ}}^2\right)}^{\mathrm{new}}=\frac{{\left|\right|t-\mathrm{\Φ\μ}\left|\right|}^2}{N-{\mathrm{\Σ}}_i{\mathrm{\γ}}_i}---\left(13\right)$

其中γ_i≡1-α_iΣ_ii，Σ_ii为协方差矩阵Σ的第i个对角元素，最后通过(10)到(13)式的迭代推理运算得到超参数α和方差σ²的估计值；

输出的污水水质预测值为y_*＝μ^Tφ(x_*)，x_*是污水处理过程输入值；

S4.对待预测的污水样本数据进行预测：将属性约简后的入水数据作为训练好的相关向量机软测量模型的输入，模型的输出即为出水化学需氧量COD和生化需氧量BOD的预测结果。

本实施例中，污水数据来源于活性污泥污水处理仿真基准模型(BenchmarkSimulation Model1，BSM1)。该模型建立在活性污泥法处理污水的基础上，所选择的建模对象是典型的生物反应器和二次沉淀池组成的活性污泥污水处理系统，以实现碳和氮元素的去除。这里我们采用晴天的数据，采样周期15分钟，每天采样96组，共14天，因此获得1344组样本，每组样本包括15个入水数据(条件属性)，2个出水数据COD、BOD(决策属性)。

仿真实验分别对COD和BOD模型进行训练和测试。在COD模型的训练和测试中，经过预处理后选取其中的826组数据用于COD的软测量建模与预测，其中413组用来训练模型，另外的413组数据用来检验模型的预测效果。训练COD模型的污水入水各属性值数据见表1，共有数据413组，表2是测试COD的污水入水属性值，共有数据413组。表3-5分别是训练数据的输出值COD、测试数据的实测COD值和算法预测的COD值，每个表都由413组一维数据组成，数据以列为单位从左上起到右下排列。COD模型的预测值与实测值见图2。

在BOD模型的训练和测试中，经过预处理后选取900组数据用于BOD的软测量建模与预测，其中500组数据用来作为训练集，建立模型，400组数据用来测试模型。训练BOD模型的污水入水各属性值数据见表6，共有数据500组，表7是测试BOD的污水入水属性值，共有数据400组。表8-10分别是训练数据的输出值BOD、测试数据的实测BOD值和算法预测的BOD值，每个表都由400组一维数据组成，数据以列为单位从左上起到右下排列。BOD模型的预测值与实测值见图3。

表1训练COD模型的污水入水各属性值

SS	XI	XS	XB，H	SNH	SND	XND	TSS
								65.619	51.376	223.134	30.501	28.279	6.562	11.467	228.758
64.004	49.002	219.893	29.877	27.708	6.400	11.232	224.079
								59.545	47.530	219.462	29.666	26.685	5.954	11.153	222.494
58.341	46.263	216.778	29.227	26.571	5.834	10.987	219.201
								57.339	46.093	212.061	28.684	26.623	5.734	10.783	215.129
58.690	45.193	206.595	27.976	27.465	5.869	10.517	209.823
								60.469	44.760	204.573	27.704	28.334	6.047	10.415	207.778
63.250	44.379	203.012	27.488	29.267	6.325	10.334	206.159
								62.372	52.753	192.888	27.293	30.630	6.237	10.261	204.701
62.217	51.204	192.862	27.118	30.589	6.222	10.195	203.388
								62.015	52.676	203.001	28.409	28.160	6.201	10.680	213.065
66.412	55.000	207.353	29.150	29.795	6.641	10.959	218.627
								67.188	48.263	218.184	29.605	29.823	6.719	11.130	222.039

68.470	53.015	218.421	30.160	30.303	6.847	11.338	226.197
								71.888	59.006	205.953	29.440	32.133	7.189	11.068	220.799
75.644	55.828	210.192	29.558	33.771	7.564	11.112	221.684
								77.442	58.757	218.258	30.779	34.304	7.744	11.571	230.846
80.083	57.197	223.126	31.147	35.640	8.008	11.709	233.603
								82.604	51.896	232.263	31.573	36.064	8.260	11.870	236.799
83.835	67.948	216.367	31.590	35.932	8.384	11.876	236.929
								84.220	61.492	215.122	30.735	35.452	8.422	11.554	230.512
83.377	62.695	229.984	32.520	35.695	8.338	12.226	243.899
								81.996	62.182	235.595	33.086	35.626	8.200	12.438	248.147
80.142	50.880	248.174	33.228	35.379	8.014	12.492	249.212
								77.753	70.384	228.050	33.159	34.944	7.775	12.466	248.695
75.625	61.074	222.190	31.474	34.144	7.562	11.832	236.054
								71.873	66.215	231.641	33.095	32.704	7.187	12.442	248.213
69.457	62.664	237.269	33.326	31.465	6.946	12.529	249.944
								67.499	57.742	246.671	33.824	30.682	6.750	12.716	253.678
63.635	53.606	249.128	33.637	30.248	6.363	12.646	252.278
								61.673	52.713	241.638	32.706	30.213	6.167	12.295	245.293
61.720	51.718	231.743	31.496	31.048	6.172	11.840	236.218
								62.160	59.919	216.138	30.673	31.674	6.216	11.531	230.048
64.575	55.851	215.491	30.149	33.159	6.458	11.334	226.118
								67.849	60.593	219.829	31.158	35.118	6.785	11.713	233.685
72.141	60.637	221.552	31.354	37.866	7.214	11.787	235.157
								72.471	43.559	243.955	31.946	37.866	7.247	12.010	239.595
69.764	44.552	246.537	32.343	36.850	6.976	12.159	242.574
								67.499	41.327	228.366	29.966	36.474	6.750	11.265	224.744
62.838	37.909	217.234	28.349	34.387	6.284	10.658	212.619
								62.240	35.348	208.576	27.103	34.679	6.224	10.189	203.270
53.742	30.444	202.577	25.891	32.067	5.374	9.734	194.184
								54.449	29.098	193.631	24.748	29.900	5.445	9.304	185.608
50.068	25.807	186.192	23.555	27.068	5.007	8.855	176.666
								46.355	23.885	176.341	22.247	24.703	4.635	8.364	166.855
44.358	21.528	165.922	20.828	23.388	4.436	7.830	156.209
								42.579	19.577	156.614	19.577	22.198	4.258	7.360	146.826
40.000	20.004	145.276	18.365	20.316	4.000	6.904	137.734
								40.389	17.743	137.154	17.211	20.542	4.039	6.470	129.081
40.777	17.760	131.730	16.610	20.716	4.078	6.244	124.575
								40.466	17.220	125.139	15.818	20.751	4.047	5.946	118.633
40.835	17.181	120.453	15.293	20.664	4.084	5.749	114.695
								40.466	16.549	117.530	14.898	20.612	4.047	5.601	111.733
40.505	16.885	115.181	14.674	20.542	4.051	5.517	110.055
								40.525	17.043	112.621	14.407	20.438	4.052	5.416	108.053
40.311	15.747	113.177	14.325	20.403	4.031	5.385	107.437
								40.117	15.837	113.417	14.362	20.160	4.012	5.399	107.712
40.047	16.136	110.334	14.052	20.027	4.005	5.283	105.392

40.342	16.203	108.188	13.821	20.000	4.034	5.196	103.659
								40.583	15.275	108.974	13.805	20.100	4.058	5.190	103.541
40.894	15.563	109.293	13.873	20.403	4.089	5.215	104.047
								41.166	15.364	107.634	13.666	20.820	4.117	5.138	102.498
41.865	14.998	107.090	13.565	21.168	4.186	5.100	101.740
								42.424	16.225	105.178	13.489	21.614	4.242	5.071	101.169
43.946	15.579	104.595	13.353	22.135	4.395	5.020	100.145
								48.774	15.732	106.783	13.613	24.682	4.877	5.118	102.096
59.886	18.841	104.210	13.672	29.656	5.989	5.140	102.542
								71.461	26.206	96.946	13.684	34.248	7.146	5.144	102.627
80.006	28.690	102.308	14.555	37.935	8.001	5.472	109.165
								94.901	35.464	120.515	17.331	43.397	9.490	6.515	129.983
105.776	44.110	134.429	19.838	46.615	10.578	7.458	148.783
								115.210	53.221	147.737	22.329	49.248	11.521	8.394	167.465
120.011	64.483	162.997	25.276	49.999	12.001	9.502	189.567
								118.970	73.324	183.510	28.537	49.248	11.897	10.728	214.028
112.111	81.984	206.917	32.100	45.742	11.211	12.068	240.751
								102.455	89.945	226.854	35.200	40.858	10.246	13.233	263.999
94.812	95.892	243.816	37.745	39.035	9.481	14.190	283.090
								88.380	99.092	259.905	39.889	36.850	8.838	14.996	299.165
81.287	91.864	282.498	41.596	34.248	8.129	15.638	311.969
								75.772	90.745	293.814	42.729	32.161	7.577	16.063	320.466
70.373	87.796	292.784	42.287	30.780	7.037	15.897	317.150
								68.276	85.342	289.613	41.662	29.795	6.828	15.662	312.463
67.033	83.021	286.076	41.011	29.239	6.703	15.418	307.581
								66.765	76.963	286.623	40.398	28.522	6.677	15.187	302.988
67.080	81.991	276.304	39.810	27.959	6.708	14.966	298.579
								68.090	77.522	271.172	38.744	28.126	6.809	14.565	290.579
68.723	75.328	273.301	38.737	27.552	6.872	14.563	290.525
								68.315	71.669	273.539	38.356	27.465	6.831	14.420	287.673
65.169	69.572	270.336	37.768	26.456	6.517	14.198	283.257
								61.645	67.999	264.377	36.931	26.178	6.165	13.884	276.980
59.762	64.969	260.463	36.159	26.289	5.976	13.594	271.193
								58.947	64.462	255.433	35.544	26.790	5.895	13.362	266.579
59.389	61.534	251.812	34.816	27.291	5.939	13.089	261.122
								60.213	59.776	249.066	34.316	27.124	6.021	12.901	257.369
62.427	57.614	245.352	33.663	27.423	6.243	12.655	252.472
								65.868	54.847	242.258	33.012	28.334	6.587	12.410	247.588
65.619	52.804	238.209	32.335	28.279	6.562	12.156	242.511
								64.004	50.581	233.330	31.546	27.708	6.400	11.859	236.593
59.545	48.934	228.081	30.779	26.685	5.954	11.571	230.846
								58.341	47.524	222.649	30.019	26.571	5.834	11.285	225.144
57.339	48.280	215.766	29.338	26.623	5.734	11.029	220.038
								58.690	54.202	204.504	28.745	27.465	5.869	10.806	215.588
60.469	52.020	204.842	28.540	28.334	6.047	10.729	214.052

63.250	54.964	210.002	29.441	29.267	6.325	11.068	220.805
								62.372	53.349	214.606	29.773	30.630	6.237	11.193	223.296
62.217	51.372	220.872	30.249	30.589	6.222	11.372	226.870
								62.015	46.279	226.263	30.282	28.160	6.201	11.384	227.118
66.412	47.586	221.619	29.912	29.795	6.641	11.245	224.338
								67.188	53.465	206.360	28.869	29.823	6.719	10.853	216.521
68.470	55.312	200.273	28.398	30.303	6.847	10.676	212.987
								71.888	56.701	206.252	29.217	32.133	7.189	10.984	219.128
75.644	62.450	209.482	30.215	33.771	7.564	11.359	226.610
								77.442	56.243	222.178	30.936	34.304	7.744	11.630	232.018
80.083	53.334	235.703	32.115	35.640	8.008	12.073	240.864
								82.604	57.161	229.728	31.876	36.064	8.260	11.984	239.074
83.835	67.549	211.833	31.042	35.932	8.384	11.670	232.818
								84.220	62.452	217.420	31.097	35.452	8.422	11.691	233.227
83.377	65.365	230.940	32.923	35.695	8.338	12.377	246.921
								81.996	67.453	233.627	33.453	35.626	8.200	12.576	250.900
80.142	61.449	242.897	33.816	35.379	8.014	12.713	253.622
								77.753	75.558	233.074	34.292	34.944	7.775	12.892	257.193
75.625	71.227	232.265	33.721	34.144	7.562	12.677	252.910
								71.873	72.124	244.907	35.226	32.704	7.187	13.243	264.193
69.457	71.669	251.107	35.864	31.465	6.946	13.483	268.980
								67.499	70.113	254.617	36.081	30.682	6.750	13.564	270.608
63.635	64.213	260.313	36.058	30.248	6.363	13.556	270.438
								61.673	63.759	258.515	35.808	30.213	6.167	13.462	268.562
61.720	50.747	226.695	30.827	31.048	6.172	11.589	231.202
								62.160	49.249	223.186	30.270	31.674	6.216	11.380	227.029
64.575	47.640	219.830	29.719	33.159	6.458	11.172	222.892
								67.849	45.300	216.234	29.059	35.118	6.785	10.925	217.945
72.141	45.332	221.752	29.676	37.866	7.214	11.156	222.570
								72.471	42.503	214.915	28.602	37.866	7.247	10.753	214.515
69.764	39.498	208.510	27.556	36.850	6.976	10.360	206.673
								67.499	38.551	202.435	26.776	36.474	6.750	10.066	200.822
62.838	37.064	197.399	26.051	34.387	6.284	9.794	195.386
								62.240	32.891	191.627	24.946	34.679	6.224	9.378	187.098
53.742	29.455	183.887	23.705	32.067	5.374	8.912	177.785
								54.449	26.684	175.389	22.453	29.900	5.445	8.441	168.395
50.068	24.333	166.781	21.235	27.068	5.007	7.983	159.262
								46.355	22.098	158.222	20.036	24.703	4.635	7.532	150.267
44.358	22.084	151.107	19.243	23.388	4.436	7.234	144.326
								42.579	20.405	145.026	18.381	22.198	4.258	6.910	137.859
40.000	20.104	139.618	17.747	20.316	4.000	6.672	133.102
								40.389	21.425	136.669	17.566	20.542	4.039	6.604	131.745
40.777	19.941	134.164	17.123	20.716	4.078	6.437	128.421
								40.466	20.978	132.300	17.031	20.751	4.047	6.403	127.732
40.835	21.384	131.839	17.025	20.664	4.084	6.400	127.686

40.466	21.334	131.623	16.995	20.612	4.047	6.389	127.464
								40.505	19.395	129.961	16.595	20.542	4.051	6.239	124.463
40.525	19.071	127.550	16.291	20.438	4.052	6.124	122.184
								40.311	17.832	124.803	15.848	20.403	4.031	5.958	118.862
40.117	17.772	122.269	15.560	20.160	4.012	5.850	116.701
								40.047	17.202	120.062	15.252	20.027	4.005	5.734	114.387
40.342	17.110	118.181	15.032	20.000	4.034	5.651	112.742
								40.583	17.401	117.123	14.947	20.100	4.058	5.619	112.103
40.894	18.014	117.078	15.010	20.403	4.089	5.643	112.577
								41.166	18.022	117.329	15.039	20.820	4.117	5.654	112.793
41.865	17.762	117.236	15.000	21.168	4.186	5.639	112.499
								42.424	18.878	117.989	15.207	21.614	4.242	5.717	114.056
43.946	19.877	119.896	15.530	22.135	4.395	5.838	116.477
								48.774	24.760	122.580	16.371	24.682	4.877	6.155	122.783
59.886	26.381	130.619	17.444	29.656	5.989	6.558	130.833
								71.461	36.196	141.229	19.714	34.248	7.146	7.411	147.854
80.006	47.503	156.861	22.707	37.935	8.001	8.536	170.303
								94.901	51.263	174.185	25.050	43.397	9.490	9.417	187.874
105.776	60.942	189.186	27.792	46.615	10.578	10.448	208.440
								115.210	71.000	205.435	30.715	49.248	11.521	11.547	230.363
120.011	83.116	220.167	33.698	49.999	12.001	12.668	252.736
								118.970	90.302	236.459	36.307	49.248	11.897	13.649	272.301
112.111	95.771	250.696	38.496	45.742	11.211	14.472	288.722
								102.455	99.208	262.740	40.216	40.858	10.246	15.119	301.623
94.812	89.707	275.540	40.583	39.035	9.481	15.257	304.373
								88.380	85.816	278.545	40.485	36.850	8.838	15.220	303.635
81.287	85.375	277.172	40.283	34.248	8.129	15.144	302.123
								75.772	81.315	276.669	39.776	32.161	7.577	14.953	298.320
70.373	80.833	275.914	39.639	30.780	7.037	14.902	297.290
								68.276	70.347	275.316	38.407	29.795	6.828	14.439	288.053
67.033	82.325	268.800	39.014	29.239	6.703	14.667	292.604
								66.765	80.888	271.390	39.142	28.522	6.677	14.715	293.565
67.080	75.764	272.215	38.664	27.959	6.708	14.535	289.982
								68.090	72.170	269.913	38.009	28.126	6.809	14.289	285.069
68.723	62.359	266.215	36.508	27.552	6.872	13.725	273.812
								68.315	54.794	256.252	34.561	27.465	6.831	12.993	259.205
65.169	72.177	248.267	35.605	26.456	6.517	13.385	267.037
								61.645	66.375	252.284	35.407	26.178	6.165	13.311	265.550
59.762	61.046	250.866	34.657	26.289	5.976	13.029	259.927
								58.947	63.359	247.038	34.489	26.790	5.895	12.966	258.665
59.389	50.943	244.641	32.843	27.291	5.939	12.347	246.320
								60.213	46.740	233.915	31.184	27.124	6.021	11.723	233.879
62.427	49.422	225.174	30.511	27.423	6.243	11.470	228.830
								65.868	48.310	220.667	29.886	28.334	6.587	11.235	224.147
65.619	48.844	218.229	29.675	28.279	6.562	11.156	222.561

64.004	46.899	216.221	29.235	27.708	6.400	10.991	219.266
								59.545	45.000	213.231	28.692	26.685	5.954	10.787	215.192
58.341	43.380	208.481	27.985	26.571	5.834	10.521	209.885
								57.339	43.586	205.818	27.712	26.623	5.734	10.418	207.837
58.690	43.465	203.997	27.496	27.465	5.869	10.337	206.219
								60.469	43.165	202.546	27.301	28.334	6.047	10.264	204.759
63.250	42.858	201.278	27.126	29.267	6.325	10.198	203.447
								62.372	53.433	202.319	28.417	30.630	6.237	10.683	213.127
62.217	53.600	208.832	29.159	30.589	6.222	10.962	218.693
								62.015	53.488	213.041	29.614	28.160	6.201	11.133	222.107
66.412	55.415	216.105	30.169	29.795	6.641	11.342	226.267
								67.188	46.963	218.076	29.449	29.823	6.719	11.071	220.866
68.470	50.711	215.391	29.567	30.303	6.847	11.115	221.752
								71.888	59.968	217.135	30.789	32.133	7.189	11.575	230.919
75.644	57.288	223.124	31.157	33.771	7.564	11.713	233.677
								77.442	58.673	225.578	31.583	34.304	7.744	11.873	236.876
80.083	56.539	227.867	31.601	35.640	8.008	11.880	237.005
								82.604	49.418	227.283	30.745	36.064	8.260	11.558	230.585
83.835	67.857	224.918	32.531	35.932	8.384	12.230	243.980
								84.220	64.348	233.527	33.097	35.452	8.422	12.443	248.229
83.377	62.340	236.813	33.239	35.695	8.338	12.496	249.294
								81.996	60.692	237.841	33.170	35.626	8.200	12.470	248.777
80.142	47.264	236.091	31.484	35.379	8.014	11.836	236.129
								77.753	68.171	229.785	33.106	34.944	7.775	12.446	248.297
75.625	62.917	237.117	33.337	34.144	7.562	12.533	250.028
								71.873	65.780	238.735	33.835	32.704	7.187	12.720	253.763
69.457	61.595	241.240	33.648	31.465	6.946	12.650	252.362
								67.499	54.543	239.905	32.716	30.682	6.750	12.299	245.373
63.635	37.290	182.890	24.464	30.248	6.363	9.197	183.483
								61.673	36.580	179.408	23.999	30.213	6.167	9.022	179.990
61.720	34.304	179.021	23.703	31.048	6.172	8.911	177.771
								62.160	34.854	183.671	24.281	31.674	6.216	9.128	182.105
64.575	34.660	184.899	24.395	33.159	6.458	9.171	182.966
								67.849	34.469	188.152	24.736	35.118	6.785	9.299	185.518
72.141	34.307	190.381	24.965	37.866	7.214	9.385	187.240
								72.471	31.841	180.665	23.612	37.866	7.247	8.877	177.089
69.764	29.861	174.364	22.692	36.850	6.976	8.531	170.188
								67.499	29.016	168.825	21.982	36.474	6.750	8.264	164.867
62.838	27.882	163.751	21.293	34.387	6.284	8.005	159.695
								62.240	25.695	160.078	20.641	34.679	6.224	7.760	154.811
53.742	23.909	155.748	19.962	32.067	5.374	7.504	149.714
								54.449	22.370	150.573	19.216	29.900	5.445	7.224	144.119
50.068	20.941	144.710	18.406	27.068	5.007	6.919	138.043
								46.355	19.656	139.567	17.691	24.703	4.635	6.651	132.686
44.358	19.359	133.632	16.999	23.388	4.436	6.391	127.493

42.579	18.227	128.829	16.339	22.198	4.258	6.143	122.546
								40.000	18.071	125.896	15.996	20.316	4.000	6.014	119.972
40.389	18.400	121.489	15.543	20.542	4.039	5.843	116.574
								40.777	17.522	119.664	15.243	20.716	4.078	5.730	114.322
40.466	17.891	117.261	15.017	20.751	4.047	5.645	112.627
								40.835	17.965	116.036	14.889	20.664	4.084	5.597	111.668
40.466	17.774	114.852	14.736	20.612	4.047	5.540	110.522
								40.505	16.925	115.278	14.689	20.542	4.051	5.522	110.169
40.525	16.968	115.427	14.710	20.438	4.052	5.530	110.329
								40.311	16.352	114.447	14.533	20.403	4.031	5.464	108.999
40.117	16.355	113.252	14.401	20.160	4.012	5.414	108.006
								40.047	16.218	113.309	14.392	20.027	4.005	5.410	107.939
40.342	16.355	113.521	14.431	20.000	4.034	5.425	108.230
								40.583	16.453	112.357	14.312	20.100	4.058	5.381	107.342
40.894	16.707	111.580	14.254	20.403	4.089	5.359	106.906
								41.166	16.640	111.253	14.210	20.820	4.117	5.342	106.577
41.865	16.424	110.764	14.132	21.168	4.186	5.313	105.990
								42.424	17.109	111.424	14.281	21.614	4.242	5.369	107.111
43.946	17.496	111.346	14.316	22.135	4.395	5.382	107.369
								48.774	19.589	109.312	14.322	24.682	4.877	5.384	107.417
59.886	20.275	113.141	14.824	29.656	5.989	5.573	111.180
								71.461	25.792	122.006	16.422	34.248	7.146	6.174	123.165
80.006	30.927	129.866	17.866	37.935	8.001	6.717	133.994
								94.901	32.866	140.849	19.302	43.397	9.490	7.256	144.763
105.776	37.690	151.318	21.001	46.615	10.578	7.895	157.507
								115.210	42.776	163.166	22.882	49.248	11.521	8.602	171.618
120.011	49.050	175.399	24.939	49.999	12.001	9.375	187.041
								118.970	52.926	187.636	26.729	49.248	11.897	10.049	200.468
112.111	55.859	197.949	28.201	45.742	11.211	10.602	211.507
								102.455	57.937	207.034	29.441	40.858	10.246	11.068	220.809
94.812	54.993	218.884	30.431	39.035	9.481	11.440	228.231
								88.380	54.419	225.386	31.089	36.850	8.838	11.688	233.171
81.287	53.981	223.571	30.839	34.248	8.129	11.594	231.293
								75.772	51.925	222.419	30.483	32.161	7.577	11.460	228.620
70.373	51.203	219.799	30.111	30.780	7.037	11.320	225.835
								68.276	46.728	221.130	29.762	29.795	6.828	11.189	223.215
67.033	51.363	213.477	29.427	29.239	6.703	11.063	220.700
								66.765	49.509	209.818	28.814	28.522	6.677	10.832	216.106
67.080	47.574	211.753	28.814	27.959	6.708	10.832	216.106
								68.090	46.129	211.257	28.598	28.126	6.809	10.751	214.488
68.723	42.196	212.159	28.262	27.552	6.872	10.625	211.963
								68.315	39.336	210.695	27.781	27.465	6.831	10.444	208.359
65.169	46.323	199.722	27.338	26.456	6.517	10.278	205.037
								61.645	43.137	199.735	26.986	26.178	6.165	10.145	202.394
59.762	40.576	198.534	26.568	26.289	5.976	9.988	199.259

58.947	41.397	195.135	26.281	26.790	5.895	9.880	197.110
								59.389	36.135	197.022	25.906	27.291	5.939	9.739	194.297
60.213	34.773	195.015	25.532	27.124	6.021	9.599	191.490
								62.427	36.166	190.118	25.143	27.423	6.243	9.452	188.570
65.868	35.462	186.729	24.688	28.334	6.587	9.281	185.159
								65.619	35.283	182.933	24.246	28.279	6.562	9.115	181.847
64.004	34.019	180.252	23.808	27.708	6.400	8.950	178.559
								59.545	32.930	177.806	23.415	26.685	5.954	8.803	175.613
58.341	32.186	175.473	23.073	26.571	5.834	8.674	173.049
								57.339	32.356	174.255	22.957	26.623	5.734	8.630	172.176
58.690	33.218	178.126	23.483	27.465	5.869	8.828	176.120
								60.469	33.501	179.604	23.678	28.334	6.047	8.902	177.587
63.250	33.883	181.741	23.958	29.267	6.325	9.007	179.687
								62.372	38.480	177.343	23.980	30.630	6.237	9.015	179.852
62.217	37.508	176.399	23.767	30.589	6.222	8.935	178.256
								62.015	36.088	172.383	23.164	28.160	6.201	8.708	173.726
66.412	36.114	169.912	22.892	29.795	6.641	8.606	171.689
								67.188	33.285	177.054	23.371	29.823	6.719	8.786	175.283
68.470	35.949	179.645	23.955	30.303	6.847	9.006	179.662
								71.888	40.185	179.215	24.378	32.133	7.189	9.165	182.834
75.644	39.594	186.021	25.068	33.771	7.564	9.424	188.012
								77.442	39.684	184.706	24.932	34.304	7.744	9.373	186.992
80.083	37.854	182.186	24.449	35.640	8.008	9.191	183.367
								82.604	35.084	185.269	24.484	36.064	8.260	9.204	183.628
83.835	44.390	185.578	25.552	35.932	8.384	9.606	191.640
								84.220	42.609	190.176	25.865	35.452	8.422	9.724	193.988
83.377	41.829	192.894	26.080	35.695	8.338	9.805	195.602
								81.996	41.517	195.740	26.362	35.626	8.200	9.910	197.714
80.142	35.559	198.727	26.032	35.379	8.014	9.786	195.239
								77.753	46.327	195.901	26.914	34.944	7.775	10.118	201.857
75.625	43.994	201.624	27.291	34.144	7.562	10.260	204.682
								71.873	45.203	201.592	27.422	32.704	7.187	10.309	205.663
69.457	43.208	203.502	27.412	31.465	6.946	10.305	205.592
								67.499	40.148	205.280	27.270	30.682	6.750	10.252	204.524
63.635	37.502	202.880	26.709	30.248	6.363	10.041	200.318
								61.673	37.228	199.543	26.308	30.213	6.167	9.890	197.309
61.720	33.977	179.349	23.703	31.048	6.172	8.911	177.772
								62.160	39.360	179.165	24.281	31.674	6.216	9.128	182.105
64.575	38.067	181.492	24.395	33.159	6.458	9.171	182.966
								67.849	39.975	182.646	24.736	35.118	6.785	9.299	185.518
72.141	40.189	184.499	24.965	37.866	7.214	9.385	187.240
								72.471	29.896	182.610	23.612	37.866	7.247	8.877	177.089
69.764	28.923	175.302	22.692	36.850	6.976	8.531	170.188
								67.499	28.042	169.799	21.982	36.474	6.750	8.264	164.867
62.838	26.625	165.008	21.293	34.387	6.284	8.005	159.695

62.240	25.401	160.371	20.641	34.679	6.224	7.760	154.810
								53.742	23.019	156.638	19.962	32.067	5.374	7.504	149.714
54.449	22.159	150.784	19.216	29.900	5.445	7.224	144.119
								50.068	20.333	145.317	18.406	27.068	5.007	6.919	138.042
46.355	19.310	139.913	17.691	24.703	4.635	6.651	132.686
								44.358	18.143	134.847	16.999	23.388	4.436	6.391	127.492
42.579	17.108	129.947	16.339	22.198	4.258	6.143	122.546
								40.000	17.612	126.355	15.996	20.316	4.000	6.014	119.972
40.389	16.565	123.324	15.543	20.542	4.039	5.843	116.574
								40.777	16.598	120.588	15.243	20.716	4.078	5.730	114.322
40.466	16.529	118.623	15.017	20.751	4.047	5.645	112.627
								40.835	16.702	117.299	14.889	20.664	4.084	5.597	111.668
40.466	16.418	116.208	14.736	20.612	4.047	5.540	110.522
								40.505	16.721	115.483	14.689	20.542	4.051	5.522	110.170
40.525	17.033	115.362	14.710	20.438	4.052	5.530	110.329
								40.311	16.091	114.708	14.533	20.403	4.031	5.464	108.999
40.117	15.975	113.632	14.401	20.160	4.012	5.414	108.006
								40.047	16.363	113.164	14.392	20.027	4.005	5.410	107.939
40.342	16.618	113.258	14.431	20.000	4.034	5.425	108.230
								40.583	15.909	112.900	14.312	20.100	4.058	5.381	107.341
40.894	15.978	112.309	14.254	20.403	4.089	5.359	106.906
								41.166	15.950	111.943	14.210	20.820	4.117	5.342	106.577
41.865	15.703	111.484	14.132	21.168	4.186	5.313	105.989
								42.424	16.713	111.821	14.281	21.614	4.242	5.369	107.111
43.946	16.440	112.403	14.316	22.135	4.395	5.382	107.369
								48.774	16.351	112.550	14.322	24.682	4.877	5.384	107.417
59.886	18.929	114.488	14.824	29.656	5.989	5.573	111.181
								71.461	26.337	121.462	16.422	34.248	7.146	6.174	123.166
80.006	29.263	131.530	17.866	37.935	8.001	6.717	133.994
								94.901	32.501	141.214	19.302	43.397	9.490	7.256	144.763
105.776	37.633	151.375	21.001	46.615	10.578	7.895	157.507
								115.210	43.240	162.702	22.882	49.248	11.521	8.602	171.618
120.011	49.679	174.770	24.939	49.999	12.001	9.375	187.041
								118.970	53.550	187.012	26.729	49.248	11.897	10.049	200.468
112.111	56.242	197.566	28.201	45.742	11.211	10.602	211.507
								102.455	58.747	206.225	29.441	40.858	10.246	11.068	220.810
94.812	60.456	213.422	30.431	39.035	9.481	11.440	228.232
								88.380	60.705	219.100	31.089	36.850	8.838	11.688	233.171
81.287	55.035	222.516	30.839	34.248	8.129	11.594	231.293
								75.772	52.829	221.516	30.483	32.161	7.577	11.460	228.621
70.373	51.317	219.685	30.111	30.780	7.037	11.320	225.835
								68.276	50.223	217.635	29.762	29.795	6.828	11.189	223.215
67.033	49.230	215.610	29.427	29.239	6.703	11.063	220.700
								66.765	46.110	213.217	28.814	28.522	6.677	10.832	216.106
67.080	48.835	210.492	28.814	27.959	6.708	10.832	216.106

68.090	47.450	209.936	28.598	28.126	6.809	10.751	214.488
								68.723	45.923	208.432	28.262	27.552	6.872	10.625	211.963
68.315	43.853	206.178	27.781	27.465	6.831	10.444	208.359
								65.169	42.717	203.328	27.338	26.456	6.517	10.278	205.037
61.645	42.156	200.716	26.986	26.178	6.165	10.145	202.394
								59.762	40.783	198.327	26.568	26.289	5.976	9.988	199.259
58.947	40.618	195.914	26.281	26.790	5.895	9.880	197.110
								59.389	39.309	193.848	25.906	27.291	5.939	9.739	194.297
60.213	38.346	191.442	25.532	27.124	6.021	9.599	191.490
								62.427	37.295	188.989	25.143	27.423	6.243	9.452	188.570
65.868	35.866	186.325	24.688	28.334	6.587	9.281	185.159
								65.619	34.805	183.411	24.246	28.279	6.562	9.115	181.847
64.004	33.745	180.525	23.808	27.708	6.400	8.950	178.559
								59.545	32.996	177.741	23.415	26.685	5.954	8.803	175.614
58.341	32.422	175.237	23.073	26.571	5.834	8.674	173.049
								57.339	33.142	173.469	22.957	26.623	5.734	8.630	172.176
58.690	37.367	173.977	23.483	27.465	5.869	8.828	176.120
								60.469	36.767	176.338	23.678	28.334	6.047	8.902	177.587
63.250	37.857	177.767	23.958	29.267	6.325	9.007	179.687
								62.372	36.788	179.034	23.980	30.630	6.237	9.015	179.852
62.217	35.096	178.810	23.767	30.589	6.222	8.935	178.255
								62.015	31.784	176.688	23.164	28.160	6.201	8.708	173.727
66.412	32.296	173.731	22.892	29.795	6.641	8.606	171.689
								67.188	36.732	173.607	23.371	29.823	6.719	8.786	175.283
68.470	39.067	176.528	23.955	30.303	6.847	9.006	179.663
								71.888	39.655	179.745	24.378	32.133	7.189	9.165	182.834
75.644	42.733	182.882	25.068	33.771	7.564	9.424	188.012
								77.442	38.680	185.710	24.932	34.304	7.744	9.373	186.992
80.083	35.561	184.479	24.449	35.640	8.008	9.191	183.367
								82.604	37.616	182.736	24.484	36.064	8.260	9.204	183.627
83.835	45.299	184.670	25.552	35.932	8.384	9.606	191.641
								84.220	43.181	189.604	25.865	35.452	8.422	9.724	193.988
83.377	43.177	191.546	26.080	35.695	8.338	9.805	195.602
								81.996	44.151	193.106	26.362	35.626	8.200	9.910	197.714
80.142	40.400	193.886	26.032	35.379	8.014	9.786	195.239
								77.753	48.198	194.031	26.914	34.944	7.775	10.118	201.857
75.625	47.341	198.277	27.291	34.144	7.562	10.260	204.682
								71.873	46.476	200.320	27.422	32.704	7.187	10.309	205.664
69.457	45.632	201.079	27.412	31.465	6.946	10.305	205.592
								67.499	44.469	200.958	27.270	30.682	6.750	10.252	204.523

表2测试COD的污水入水属性值

SS	XI	XS	XB，H	SNH	SND	XND	TSS
								65.619	51.376	223.134	30.501	28.279	6.562	11.467	228.758
64.004	49.002	219.893	29.877	27.708	6.400	11.232	224.079
								59.545	47.530	219.462	29.666	26.685	5.954	11.153	222.494
58.341	46.263	216.778	29.227	26.571	5.834	10.987	219.201
								57.339	46.093	212.061	28.684	26.623	5.734	10.783	215.129
58.690	45.193	206.595	27.976	27.465	5.869	10.517	209.823
								60.469	44.760	204.573	27.704	28.334	6.047	10.415	207.778
63.250	44.379	203.012	27.488	29.267	6.325	10.334	206.159
								62.372	52.753	192.888	27.293	30.630	6.237	10.261	204.701
62.217	51.204	192.862	27.118	30.589	6.222	10.195	203.388
								62.015	52.676	203.001	28.409	28.160	6.201	10.680	213.065
66.412	55.000	207.353	29.150	29.795	6.641	10.959	218.627
								67.188	48.263	218.184	29.605	29.823	6.719	11.130	222.039
68.470	53.015	218.421	30.160	30.303	6.847	11.338	226.197
								71.888	59.006	205.953	29.440	32.133	7.189	11.068	220.799
75.644	55.828	210.192	29.558	33.771	7.564	11.112	221.684
								77.442	58.757	218.258	30.779	34.304	7.744	11.571	230.846
80.083	57.197	223.126	31.147	35.640	8.008	11.709	233.603
								82.604	51.896	232.263	31.573	36.064	8.260	11.870	236.799
83.835	67.948	216.367	31.590	35.932	8.384	11.876	236.929
								84.220	61.492	215.122	30.735	35.452	8.422	11.554	230.512
83.377	62.695	229.984	32.520	35.695	8.338	12.226	243.899
								81.996	62.182	235.595	33.086	35.626	8.200	12.438	248.147
80.142	50.880	248.174	33.228	35.379	8.014	12.492	249.212
								77.753	70.384	228.050	33.159	34.944	7.775	12.466	248.695
75.625	61.074	222.190	31.474	34.144	7.562	11.832	236.054
								71.873	66.215	231.641	33.095	32.704	7.187	12.442	248.213
69.457	62.664	237.269	33.326	31.465	6.946	12.529	249.944
								67.499	57.742	246.671	33.824	30.682	6.750	12.716	253.678
63.635	53.606	249.128	33.637	30.248	6.363	12.646	252.278
								61.673	52.713	241.638	32.706	30.213	6.167	12.295	245.293
61.720	51.718	231.743	31.496	31.048	6.172	11.840	236.218
								62.160	59.919	216.138	30.673	31.674	6.216	11.531	230.048
64.575	55.851	215.491	30.149	33.159	6.458	11.334	226.118
								67.849	60.593	219.829	31.158	35.118	6.785	11.713	233.685
72.141	60.637	221.552	31.354	37.866	7.214	11.787	235.157
								72.471	43.559	243.955	31.946	37.866	7.247	12.010	239.595
69.764	44.552	246.537	32.343	36.850	6.976	12.159	242.574
								67.499	41.327	228.366	29.966	36.474	6.750	11.265	224.744
62.838	37.909	217.234	28.349	34.387	6.284	10.658	212.619
								62.240	35.348	208.576	27.103	34.679	6.224	10.189	203.270
53.742	30.444	202.577	25.891	32.067	5.374	9.734	194.184

54.449	29.098	193.631	24.748	29.900	5.445	9.304	185.608
								50.068	25.807	186.192	23.555	27.068	5.007	8.855	176.666
46.355	23.885	176.341	22.247	24.703	4.635	8.364	166.855
								44.358	21.528	165.922	20.828	23.388	4.436	7.830	156.209
42.579	19.577	156.614	19.577	22.198	4.258	7.360	146.826
								40.000	20.004	145.276	18.365	20.316	4.000	6.904	137.734
40.389	17.743	137.154	17.211	20.542	4.039	6.470	129.081
								40.777	17.760	131.730	16.610	20.716	4.078	6.244	124.575
40.466	17.220	125.139	15.818	20.751	4.047	5.946	118.633
								40.835	17.181	120.453	15.293	20.664	4.084	5.749	114.695
40.466	16.549	117.530	14.898	20.612	4.047	5.601	111.733
								40.505	16.885	115.181	14.674	20.542	4.051	5.517	110.055
40.525	17.043	112.621	14.407	20.438	4.052	5.416	108.053
								40.311	15.747	113.177	14.325	20.403	4.031	5.385	107.437
40.117	15.837	113.417	14.362	20.160	4.012	5.399	107.712
								40.047	16.136	110.334	14.052	20.027	4.005	5.283	105.392
40.342	16.203	108.188	13.821	20.000	4.034	5.196	103.659
								40.583	15.275	108.974	13.805	20.100	4.058	5.190	103.541
40.894	15.563	109.293	13.873	20.403	4.089	5.215	104.047
								41.166	15.364	107.634	13.666	20.820	4.117	5.138	102.498
41.865	14.998	107.090	13.565	21.168	4.186	5.100	101.740
								42.424	16.225	105.178	13.489	21.614	4.242	5.071	101.169
43.946	15.579	104.595	13.353	22.135	4.395	5.020	100.145
								48.774	15.732	106.783	13.613	24.682	4.877	5.118	102.096
59.886	18.841	104.210	13.672	29.656	5.989	5.140	102.542
								71.461	26.206	96.946	13.684	34.248	7.146	5.144	102.627
80.006	28.690	102.308	14.555	37.935	8.001	5.472	109.165
								94.901	35.464	120.515	17.331	43.397	9.490	6.515	129.983
105.776	44.110	134.429	19.838	46.615	10.578	7.458	148.783
								115.210	53.221	147.737	22.329	49.248	11.521	8.394	167.465
120.011	64.483	162.997	25.276	49.999	12.001	9.502	189.567
								118.970	73.324	183.510	28.537	49.248	11.897	10.728	214.028
112.111	81.984	206.917	32.100	45.742	11.211	12.068	240.751
								102.455	89.945	226.854	35.200	40.858	10.246	13.233	263.999
94.812	95.892	243.816	37.745	39.035	9.481	14.190	283.090
								88.380	99.092	259.905	39.889	36.850	8.838	14.996	299.165
81.287	91.864	282.498	41.596	34.248	8.129	15.638	311.969
								75.772	90.745	293.814	42.729	32.161	7.577	16.063	320.466
70.373	87.796	292.784	42.287	30.780	7.037	15.897	317.150
								68.276	85.342	289.613	41.662	29.795	6.828	15.662	312.463
67.033	83.021	286.076	41.011	29.239	6.703	15.418	307.581
								66.765	76.963	286.623	40.398	28.522	6.677	15.187	302.988
67.080	81.991	276.304	39.810	27.959	6.708	14.966	298.579
								68.090	77.522	271.172	38.744	28.126	6.809	14.565	290.579
68.723	75.328	273.301	38.737	27.552	6.872	14.563	290.525

68.315	71.669	273.539	38.356	27.465	6.831	14.420	287.673
								65.169	69.572	270.336	37.768	26.456	6.517	14.198	283.257
61.645	67.999	264.377	36.931	26.178	6.165	13.884	276.980
								59.762	64.969	260.463	36.159	26.289	5.976	13.594	271.193
58.947	64.462	255.433	35.544	26.790	5.895	13.362	266.579
								59.389	61.534	251.812	34.816	27.291	5.939	13.089	261.122
60.213	59.776	249.066	34.316	27.124	6.021	12.901	257.369
								62.427	57.614	245.352	33.663	27.423	6.243	12.655	252.472
65.868	54.847	242.258	33.012	28.334	6.587	12.410	247.588
								65.619	52.804	238.209	32.335	28.279	6.562	12.156	242.511
64.004	50.581	233.330	31.546	27.708	6.400	11.859	236.593
								59.545	48.934	228.081	30.779	26.685	5.954	11.571	230.846
58.341	47.524	222.649	30.019	26.571	5.834	11.285	225.144
								57.339	48.280	215.766	29.338	26.623	5.734	11.029	220.038
58.690	54.202	204.504	28.745	27.465	5.869	10.806	215.588
								60.469	52.020	204.842	28.540	28.334	6.047	10.729	214.052
63.250	54.964	210.002	29.441	29.267	6.325	11.068	220.805
								62.372	53.349	214.606	29.773	30.630	6.237	11.193	223.296
62.217	51.372	220.872	30.249	30.589	6.222	11.372	226.870
								62.015	46.279	226.263	30.282	28.160	6.201	11.384	227.118
66.412	47.586	221.619	29.912	29.795	6.641	11.245	224.338
								67.188	53.465	206.360	28.869	29.823	6.719	10.853	216.521
68.470	55.312	200.273	28.398	30.303	6.847	10.676	212.987
								71.888	56.701	206.252	29.217	32.133	7.189	10.984	219.128
75.644	62.450	209.482	30.215	33.771	7.564	11.359	226.610
								77.442	56.243	222.178	30.936	34.304	7.744	11.630	232.018
80.083	53.334	235.703	32.115	35.640	8.008	12.073	240.864
								82.604	57.161	229.728	31.876	36.064	8.260	11.984	239.074
83.835	67.549	211.833	31.042	35.932	8.384	11.670	232.818
								84.220	62.452	217.420	31.097	35.452	8.422	11.691	233.227
83.377	65.365	230.940	32.923	35.695	8.338	12.377	246.921
								81.996	67.453	233.627	33.453	35.626	8.200	12.576	250.900
80.142	61.449	242.897	33.816	35.379	8.014	12.713	253.622
								77.753	75.558	233.074	34.292	34.944	7.775	12.892	257.193
75.625	71.227	232.265	33.721	34.144	7.562	12.677	252.910
								71.873	72.124	244.907	35.226	32.704	7.187	13.243	264.193
69.457	71.669	251.107	35.864	31.465	6.946	13.483	268.980
								67.499	70.113	254.617	36.081	30.682	6.750	13.564	270.608
63.635	64.213	260.313	36.058	30.248	6.363	13.556	270.438
								61.673	63.759	258.515	35.808	30.213	6.167	13.462	268.562
61.720	50.747	226.695	30.827	31.048	6.172	11.589	231.202
								62.160	49.249	223.186	30.270	31.674	6.216	11.380	227.029
64.575	47.640	219.830	29.719	33.159	6.458	11.172	222.892
								67.849	45.300	216.234	29.059	35.118	6.785	10.925	217.945
72.141	45.332	221.752	29.676	37.866	7.214	11.156	222.570

72.471	42.503	214.915	28.602	37.866	7.247	10.753	214.515
								69.764	39.498	208.510	27.556	36.850	6.976	10.360	206.673
67.499	38.551	202.435	26.776	36.474	6.750	10.066	200.822
								62.838	37.064	197.399	26.051	34.387	6.284	9.794	195.386
62.240	32.891	191.627	24.946	34.679	6.224	9.378	187.098
								53.742	29.455	183.887	23.705	32.067	5.374	8.912	177.785
54.449	26.684	175.389	22.453	29.900	5.445	8.441	168.395
								50.068	24.333	166.781	21.235	27.068	5.007	7.983	159.262
46.355	22.098	158.222	20.036	24.703	4.635	7.532	150.267
								44.358	22.084	151.107	19.243	23.388	4.436	7.234	144.326
42.579	20.405	145.026	18.381	22.198	4.258	6.910	137.859
								40.000	20.104	139.618	17.747	20.316	4.000	6.672	133.102
40.389	21.425	136.669	17.566	20.542	4.039	6.604	131.745
								40.777	19.941	134.164	17.123	20.716	4.078	6.437	128.421
40.466	20.978	132.300	17.031	20.751	4.047	6.403	127.732
								40.835	21.384	131.839	17.025	20.664	4.084	6.400	127.686
40.466	21.334	131.623	16.995	20.612	4.047	6.389	127.464
								40.505	19.395	129.961	16.595	20.542	4.051	6.239	124.463
40.525	19.071	127.550	16.291	20.438	4.052	6.124	122.184
								40.311	17.832	124.803	15.848	20.403	4.031	5.958	118.862
40.117	17.772	122.269	15.560	20.160	4.012	5.850	116.701
								40.047	17.202	120.062	15.252	20.027	4.005	5.734	114.387
40.342	17.110	118.181	15.032	20.000	4.034	5.651	112.742
								40.583	17.401	117.123	14.947	20.100	4.058	5.619	112.103
40.894	18.014	117.078	15.010	20.403	4.089	5.643	112.577
								41.166	18.022	117.329	15.039	20.820	4.117	5.654	112.793
41.865	17.762	117.236	15.000	21.168	4.186	5.639	112.499
								42.424	18.878	117.989	15.207	21.614	4.242	5.717	114.056
43.946	19.877	119.896	15.530	22.135	4.395	5.838	116.477
								48.774	24.760	122.580	16.371	24.682	4.877	6.155	122.783
59.886	26.381	130.619	17.444	29.656	5.989	6.558	130.833
								71.461	36.196	141.229	19.714	34.248	7.146	7.411	147.854
80.006	47.503	156.861	22.707	37.935	8.001	8.536	170.303
								94.901	51.263	174.185	25.050	43.397	9.490	9.417	187.874
105.776	60.942	189.186	27.792	46.615	10.578	10.448	208.440
								115.210	71.000	205.435	30.715	49.248	11.521	11.547	230.363
120.011	83.116	220.167	33.698	49.999	12.001	12.668	252.736
								118.970	90.302	236.459	36.307	49.248	11.897	13.649	272.301
112.111	95.771	250.696	38.496	45.742	11.211	14.472	288.722
								102.455	99.208	262.740	40.216	40.858	10.246	15.119	301.623
94.812	89.707	275.540	40.583	39.035	9.481	15.257	304.373
								88.380	85.816	278.545	40.485	36.850	8.838	15.220	303.635
81.287	85.375	277.172	40.283	34.248	8.129	15.144	302.123
								75.772	81.315	276.669	39.776	32.161	7.577	14.953	298.320
70.373	80.833	275.914	39.639	30.780	7.037	14.902	297.290

68.276	70.347	275.316	38.407	29.795	6.828	14.439	288.053
								67.033	82.325	268.800	39.014	29.239	6.703	14.667	292.604
66.765	80.888	271.390	39.142	28.522	6.677	14.715	293.565
								67.080	75.764	272.215	38.664	27.959	6.708	14.535	289.982
68.090	72.170	269.913	38.009	28.126	6.809	14.289	285.069
								68.723	62.359	266.215	36.508	27.552	6.872	13.725	273.812
68.315	54.794	256.252	34.561	27.465	6.831	12.993	259.205
								65.169	72.177	248.267	35.605	26.456	6.517	13.385	267.037
61.645	66.375	252.284	35.407	26.178	6.165	13.311	265.550
								59.762	61.046	250.866	34.657	26.289	5.976	13.029	259.927
58.947	63.359	247.038	34.489	26.790	5.895	12.966	258.665
								59.389	50.943	244.641	32.843	27.291	5.939	12.347	246.320
60.213	46.740	233.915	31.184	27.124	6.021	11.723	233.879
								62.427	49.422	225.174	30.511	27.423	6.243	11.470	228.830
65.868	48.310	220.667	29.886	28.334	6.587	11.235	224.147
								65.619	48.844	218.229	29.675	28.279	6.562	11.156	222.561
64.004	46.899	216.221	29.235	27.708	6.400	10.991	219.266
								59.545	45.000	213.231	28.692	26.685	5.954	10.787	215.192
58.341	43.380	208.481	27.985	26.571	5.834	10.521	209.885
								57.339	43.586	205.818	27.712	26.623	5.734	10.418	207.837
58.690	43.465	203.997	27.496	27.465	5.869	10.337	206.219
								60.469	43.165	202.546	27.301	28.334	6.047	10.264	204.759
63.250	42.858	201.278	27.126	29.267	6.325	10.198	203.447
								62.372	53.433	202.319	28.417	30.630	6.237	10.683	213.127
62.217	53.600	208.832	29.159	30.589	6.222	10.962	218.693
								62.015	53.488	213.041	29.614	28.160	6.201	11.133	222.107
66.412	55.415	216.105	30.169	29.795	6.641	11.342	226.267
								67.188	46.963	218.076	29.449	29.823	6.719	11.071	220.866
68.470	50.711	215.391	29.567	30.303	6.847	11.115	221.752
								71.888	59.968	217.135	30.789	32.133	7.189	11.575	230.919
75.644	57.288	223.124	31.157	33.771	7.564	11.713	233.677
								77.442	58.673	225.578	31.583	34.304	7.744	11.873	236.876
80.083	56.539	227.867	31.601	35.640	8.008	11.880	237.005
								82.604	49.418	227.283	30.745	36.064	8.260	11.558	230.585
83.835	67.857	224.918	32.531	35.932	8.384	12.230	243.980
								84.220	64.348	233.527	33.097	35.452	8.422	12.443	248.229
83.377	62.340	236.813	33.239	35.695	8.338	12.496	249.294
								81.996	60.692	237.841	33.170	35.626	8.200	12.470	248.777
80.142	47.264	236.091	31.484	35.379	8.014	11.836	236.129
								77.753	68.171	229.785	33.106	34.944	7.775	12.446	248.297
75.625	62.917	237.117	33.337	34.144	7.562	12.533	250.028
								71.873	65.780	238.735	33.835	32.704	7.187	12.720	253.763
69.457	61.595	241.240	33.648	31.465	6.946	12.650	252.362
								67.499	54.543	239.905	32.716	30.682	6.750	12.299	245.373
63.635	37.290	182.890	24.464	30.248	6.363	9.197	183.483

61.673	36.580	179.408	23.999	30.213	6.167	9.022	179.990
								61.720	34.304	179.021	23.703	31.048	6.172	8.911	177.771
62.160	34.854	183.671	24.281	31.674	6.216	9.128	182.105
								64.575	34.660	184.899	24.395	33.159	6.458	9.171	182.966
67.849	34.469	188.152	24.736	35.118	6.785	9.299	185.518
								72.141	34.307	190.381	24.965	37.866	7.214	9.385	187.240
72.471	31.841	180.665	23.612	37.866	7.247	8.877	177.089
								69.764	29.861	174.364	22.692	36.850	6.976	8.531	170.188
67.499	29.016	168.825	21.982	36.474	6.750	8.264	164.867
								62.838	27.882	163.751	21.293	34.387	6.284	8.005	159.695
62.240	25.695	160.078	20.641	34.679	6.224	7.760	154.811
								53.742	23.909	155.748	19.962	32.067	5.374	7.504	149.714
54.449	22.370	150.573	19.216	29.900	5.445	7.224	144.119
								50.068	20.941	144.710	18.406	27.068	5.007	6.919	138.043
46.355	19.656	139.567	17.691	24.703	4.635	6.651	132.686
								44.358	19.359	133.632	16.999	23.388	4.436	6.391	127.493
42.579	18.227	128.829	16.339	22.198	4.258	6.143	122.546
								40.000	18.071	125.896	15.996	20.316	4.000	6.014	119.972
40.389	18.400	121.489	15.543	20.542	4.039	5.843	116.574
								40.777	17.522	119.664	15.243	20.716	4.078	5.730	114.322
40.466	17.891	117.261	15.017	20.751	4.047	5.645	112.627
								40.835	17.965	116.036	14.889	20.664	4.084	5.597	111.668
40.466	17.774	114.852	14.736	20.612	4.047	5.540	110.522
								40.505	16.925	115.278	14.689	20.542	4.051	5.522	110.169
40.525	16.968	115.427	14.710	20.438	4.052	5.530	110.329
								40.311	16.352	114.447	14.533	20.403	4.031	5.464	108.999
40.117	16.355	113.252	14.401	20.160	4.012	5.414	108.006
								40.047	16.218	113.309	14.392	20.027	4.005	5.410	107.939
40.342	16.355	113.521	14.431	20.000	4.034	5.425	108.230
								40.583	16.453	112.357	14.312	20.100	4.058	5.381	107.342
40.894	16.707	111.580	14.254	20.403	4.089	5.359	106.906
								41.166	16.640	111.253	14.210	20.820	4.117	5.342	106.577
41.865	16.424	110.764	14.132	21.168	4.186	5.313	105.990
								42.424	17.109	111.424	14.281	21.614	4.242	5.369	107.111
43.946	17.496	111.346	14.316	22.135	4.395	5.382	107.369
								48.774	19.589	109.312	14.322	24.682	4.877	5.384	107.417
59.886	20.275	113.141	14.824	29.656	5.989	5.573	111.180
								71.461	25.792	122.006	16.422	34.248	7.146	6.174	123.165
80.006	30.927	129.866	17.866	37.935	8.001	6.717	133.994
								94.901	32.866	140.849	19.302	43.397	9.490	7.256	144.763
105.776	37.690	151.318	21.001	46.615	10.578	7.895	157.507
								115.210	42.776	163.166	22.882	49.248	11.521	8.602	171.618
120.011	49.050	175.399	24.939	49.999	12.001	9.375	187.041
								118.970	52.926	187.636	26.729	49.248	11.897	10.049	200.468
112.111	55.859	197.949	28.201	45.742	11.211	10.602	211.507

102.455	57.937	207.034	29.441	40.858	10.246	11.068	220.809
								94.812	54.993	218.884	30.431	39.035	9.481	11.440	228.231
88.380	54.419	225.386	31.089	36.850	8.838	11.688	233.171
								81.287	53.981	223.571	30.839	34.248	8.129	11.594	231.293
75.772	51.925	222.419	30.483	32.161	7.577	11.460	228.620
								70.373	51.203	219.799	30.111	30.780	7.037	11.320	225.835
68.276	46.728	221.130	29.762	29.795	6.828	11.189	223.215
								67.033	51.363	213.477	29.427	29.239	6.703	11.063	220.700
66.765	49.509	209.818	28.814	28.522	6.677	10.832	216.106
								67.080	47.574	211.753	28.814	27.959	6.708	10.832	216.106
68.090	46.129	211.257	28.598	28.126	6.809	10.751	214.488
								68.723	42.196	212.159	28.262	27.552	6.872	10.625	211.963
68.315	39.336	210.695	27.781	27.465	6.831	10.444	208.359
								65.169	46.323	199.722	27.338	26.456	6.517	10.278	205.037
61.645	43.137	199.735	26.986	26.178	6.165	10.145	202.394
								59.762	40.576	198.534	26.568	26.289	5.976	9.988	199.259
58.947	41.397	195.135	26.281	26.790	5.895	9.880	197.110
								59.389	36.135	197.022	25.906	27.291	5.939	9.739	194.297
60.213	34.773	195.015	25.532	27.124	6.021	9.599	191.490
								62.427	36.166	190.118	25.143	27.423	6.243	9.452	188.570
65.868	35.462	186.729	24.688	28.334	6.587	9.281	185.159
								65.619	35.283	182.933	24.246	28.279	6.562	9.115	181.847
64.004	34.019	180.252	23.808	27.708	6.400	8.950	178.559
								59.545	32.930	177.806	23.415	26.685	5.954	8.803	175.613
58.341	32.186	175.473	23.073	26.571	5.834	8.674	173.049
								57.339	32.356	174.255	22.957	26.623	5.734	8.630	172.176
58.690	33.218	178.126	23.483	27.465	5.869	8.828	176.120
								60.469	33.501	179.604	23.678	28.334	6.047	8.902	177.587
63.250	33.883	181.741	23.958	29.267	6.325	9.007	179.687
								62.372	38.480	177.343	23.980	30.630	6.237	9.015	179.852
62.217	37.508	176.399	23.767	30.589	6.222	8.935	178.256
								62.015	36.088	172.383	23.164	28.160	6.201	8.708	173.726
66.412	36.114	169.912	22.892	29.795	6.641	8.606	171.689
								67.188	33.285	177.054	23.371	29.823	6.719	8.786	175.283
68.470	35.949	179.645	23.955	30.303	6.847	9.006	179.662
								71.888	40.185	179.215	24.378	32.133	7.189	9.165	182.834
75.644	39.594	186.021	25.068	33.771	7.564	9.424	188.012
								77.442	39.684	184.706	24.932	34.304	7.744	9.373	186.992
80.083	37.854	182.186	24.449	35.640	8.008	9.191	183.367
								82.604	35.084	185.269	24.484	36.064	8.260	9.204	183.628
83.835	44.390	185.578	25.552	35.932	8.384	9.606	191.640
								84.220	42.609	190.176	25.865	35.452	8.422	9.724	193.988
83.377	41.829	192.894	26.080	35.695	8.338	9.805	195.602
								81.996	41.517	195.740	26.362	35.626	8.200	9.910	197.714
80.142	35.559	198.727	26.032	35.379	8.014	9.786	195.239

77.753	46.327	195.901	26.914	34.944	7.775	10.118	201.857
								75.625	43.994	201.624	27.291	34.144	7.562	10.260	204.682
71.873	45.203	201.592	27.422	32.704	7.187	10.309	205.663
								69.457	43.208	203.502	27.412	31.465	6.946	10.305	205.592
67.499	40.148	205.280	27.270	30.682	6.750	10.252	204.524
								63.635	37.502	202.880	26.709	30.248	6.363	10.041	200.318
61.673	37.228	199.543	26.308	30.213	6.167	9.890	197.309
								61.720	33.977	179.349	23.703	31.048	6.172	8.911	177.772
62.160	39.360	179.165	24.281	31.674	6.216	9.128	182.105
								64.575	38.067	181.492	24.395	33.159	6.458	9.171	182.966
67.849	39.975	182.646	24.736	35.118	6.785	9.299	185.518
								72.141	40.189	184.499	24.965	37.866	7.214	9.385	187.240
72.471	29.896	182.610	23.612	37.866	7.247	8.877	177.089
								69.764	28.923	175.302	22.692	36.850	6.976	8.531	170.188
67.499	28.042	169.799	21.982	36.474	6.750	8.264	164.867
								62.838	26.625	165.008	21.293	34.387	6.284	8.005	159.695
62.240	25.401	160.371	20.641	34.679	6.224	7.760	154.810
								53.742	23.019	156.638	19.962	32.067	5.374	7.504	149.714
54.449	22.159	150.784	19.216	29.900	5.445	7.224	144.119
								50.068	20.333	145.317	18.406	27.068	5.007	6.919	138.042
46.355	19.310	139.913	17.691	24.703	4.635	6.651	132.686
								44.358	18.143	134.847	16.999	23.388	4.436	6.391	127.492
42.579	17.108	129.947	16.339	22.198	4.258	6.143	122.546
								40.000	17.612	126.355	15.996	20.316	4.000	6.014	119.972
40.389	16.565	123.324	15.543	20.542	4.039	5.843	116.574
								40.777	16.598	120.588	15.243	20.716	4.078	5.730	114.322
40.466	16.529	118.623	15.017	20.751	4.047	5.645	112.627
								40.835	16.702	117.299	14.889	20.664	4.084	5.597	111.668
40.466	16.418	116.208	14.736	20.612	4.047	5.540	110.522
								40.505	16.721	115.483	14.689	20.542	4.051	5.522	110.170
40.525	17.033	115.362	14.710	20.438	4.052	5.530	110.329
								40.311	16.091	114.708	14.533	20.403	4.031	5.464	108.999
40.117	15.975	113.632	14.401	20.160	4.012	5.414	108.006
								40.047	16.363	113.164	14.392	20.027	4.005	5.410	107.939
40.342	16.618	113.258	14.431	20.000	4.034	5.425	108.230
								40.583	15.909	112.900	14.312	20.100	4.058	5.381	107.341
40.894	15.978	112.309	14.254	20.403	4.089	5.359	106.906
								41.166	15.950	111.943	14.210	20.820	4.117	5.342	106.577
41.865	15.703	111.484	14.132	21.168	4.186	5.313	105.989
								42.424	16.713	111.821	14.281	21.614	4.242	5.369	107.111
43.946	16.440	112.403	14.316	22.135	4.395	5.382	107.369
								48.774	16.351	112.550	14.322	24.682	4.877	5.384	107.417
59.886	18.929	114.488	14.824	29.656	5.989	5.573	111.181
								71.461	26.337	121.462	16.422	34.248	7.146	6.174	123.166
80.006	29.263	131.530	17.866	37.935	8.001	6.717	133.994

94.901	32.501	141.214	19.302	43.397	9.490	7.256	144.763
								105.776	37.633	151.375	21.001	46.615	10.578	7.895	157.507
115.210	43.240	162.702	22.882	49.248	11.521	8.602	171.618
								120.011	49.679	174.770	24.939	49.999	12.001	9.375	187.041
118.970	53.550	187.012	26.729	49.248	11.897	10.049	200.468
								112.111	56.242	197.566	28.201	45.742	11.211	10.602	211.507
102.455	58.747	206.225	29.441	40.858	10.246	11.068	220.810
								94.812	60.456	213.422	30.431	39.035	9.481	11.440	228.232
88.380	60.705	219.100	31.089	36.850	8.838	11.688	233.171
								81.287	55.035	222.516	30.839	34.248	8.129	11.594	231.293
75.772	52.829	221.516	30.483	32.161	7.577	11.460	228.621
								70.373	51.317	219.685	30.111	30.780	7.037	11.320	225.835
68.276	50.223	217.635	29.762	29.795	6.828	11.189	223.215
								67.033	49.230	215.610	29.427	29.239	6.703	11.063	220.700
66.765	46.110	213.217	28.814	28.522	6.677	10.832	216.106
								67.080	48.835	210.492	28.814	27.959	6.708	10.832	216.106
68.090	47.450	209.936	28.598	28.126	6.809	10.751	214.488
								68.723	45.923	208.432	28.262	27.552	6.872	10.625	211.963
68.315	43.853	206.178	27.781	27.465	6.831	10.444	208.359
								65.169	42.717	203.328	27.338	26.456	6.517	10.278	205.037
61.645	42.156	200.716	26.986	26.178	6.165	10.145	202.394
								59.762	40.783	198.327	26.568	26.289	5.976	9.988	199.259
58.947	40.618	195.914	26.281	26.790	5.895	9.880	197.110
								59.389	39.309	193.848	25.906	27.291	5.939	9.739	194.297
60.213	38.346	191.442	25.532	27.124	6.021	9.599	191.490
								62.427	37.295	188.989	25.143	27.423	6.243	9.452	188.570
65.868	35.866	186.325	24.688	28.334	6.587	9.281	185.159
								65.619	34.805	183.411	24.246	28.279	6.562	9.115	181.847
64.004	33.745	180.525	23.808	27.708	6.400	8.950	178.559
								59.545	32.996	177.741	23.415	26.685	5.954	8.803	175.614
58.341	32.422	175.237	23.073	26.571	5.834	8.674	173.049
								57.339	33.142	173.469	22.957	26.623	5.734	8.630	172.176
58.690	37.367	173.977	23.483	27.465	5.869	8.828	176.120
								60.469	36.767	176.338	23.678	28.334	6.047	8.902	177.587
63.250	37.857	177.767	23.958	29.267	6.325	9.007	179.687
								62.372	36.788	179.034	23.980	30.630	6.237	9.015	179.852
62.217	35.096	178.810	23.767	30.589	6.222	8.935	178.255
								62.015	31.784	176.688	23.164	28.160	6.201	8.708	173.727
66.412	32.296	173.731	22.892	29.795	6.641	8.606	171.689
								67.188	36.732	173.607	23.371	29.823	6.719	8.786	175.283
68.470	39.067	176.528	23.955	30.303	6.847	9.006	179.663
								71.888	39.655	179.745	24.378	32.133	7.189	9.165	182.834
75.644	42.733	182.882	25.068	33.771	7.564	9.424	188.012
								77.442	38.680	185.710	24.932	34.304	7.744	9.373	186.992
80.083	35.561	184.479	24.449	35.640	8.008	9.191	183.367

82.604	37.616	182.736	24.484	36.064	8.260	9.204	183.627
								83.835	45.299	184.670	25.552	35.932	8.384	9.606	191.641
84.220	43.181	189.604	25.865	35.452	8.422	9.724	193.988
								83.377	43.177	191.546	26.080	35.695	8.338	9.805	195.602
81.996	44.151	193.106	26.362	35.626	8.200	9.910	197.714
								80.142	40.400	193.886	26.032	35.379	8.014	9.786	195.239
77.753	48.198	194.031	26.914	34.944	7.775	10.118	201.857
								75.625	47.341	198.277	27.291	34.144	7.562	10.260	204.682
71.873	46.476	200.320	27.422	32.704	7.187	10.309	205.664
								69.457	45.632	201.079	27.412	31.465	6.946	10.305	205.592
67.499	44.469	200.958	27.270	30.682	6.750	10.252	204.523

表3训练数据的输出值COD

48.141	47.795	48.783	47.096	47.348
					48.006	48.055	49.020	47.171	47.459
47.971	48.513	49.051	47.158	47.458
					47.971	48.879	48.866	47.021	47.385
47.935	49.095	48.692	47.092	47.472
					47.828	48.975	48.802	47.181	47.578
47.762	48.554	49.040	47.290	47.696
					47.747	48.248	49.146	47.342	47.755
47.759	48.304	49.159	47.401	47.670
					47.976	49.075	48.882	47.178	47.660
48.580	49.409	48.893	47.058	47.659
					48.929	49.667	49.039	47.121	47.658
49.120	49.804	49.348	47.207	47.658
					49.316	49.475	49.479	47.240	46.491
49.182	49.142	49.411	47.288	46.778
					48.932	49.150	48.960	47.369	46.963
48.941	49.573	48.826	47.328	47.090
					49.202	49.941	48.941	46.991	47.161
49.353	50.083	49.135	46.747	47.040
					49.452	50.172	49.260	46.565	46.892
49.155	49.997	49.383	46.550	46.928
					49.045	50.041	49.336	46.694	47.063
49.198	50.207	48.653	46.809	47.255
					49.466	50.502	48.108	46.928	46.327
49.745	50.574	47.418	47.051	46.442
					49.725	50.307	46.821	46.960	46.761
49.254	49.823	46.512	46.728	46.855
					49.016	49.188	46.228	46.166	46.998
49.104	48.555	46.071	45.818	47.018
					49.320	47.874	45.987	45.430	46.929

49.503	47.524	45.875	45.167	46.885
					49.623	47.121	45.718	44.939	46.928
49.667	46.901	45.512	44.578	47.042
					49.344	46.754	45.227	44.349	47.884
48.643	46.542	45.101	44.287	47.845
					48.180	46.219	45.014	44.228	47.837
48.061	45.935	44.932	44.172	47.791
					48.466	45.485	44.912	44.152	47.690
48.765	45.281	44.916	44.156	47.627
					49.113	45.192	44.918	44.179	47.611
49.308	45.038	44.950	44.230	47.617
					48.942	44.989	44.978	44.281	47.898
48.150	44.992	45.033	44.279	48.481
					47.461	45.010	45.029	44.280	49.785
46.708	45.043	44.956	44.299	49.635
					46.203	45.117	44.875	44.305	49.347
45.842	45.220	44.820	44.282	49.113
					45.636	45.282	44.755	44.265	48.993
45.175	45.283	44.737	44.236	48.885
					44.680	45.197	44.742	44.247	48.671
44.540	45.102	44.750	44.260	48.397
					44.494	45.034	44.774	44.263	48.095
44.434	44.954	44.812	44.305	47.840
					44.377	44.912	44.947	44.358	46.468
44.366	44.911	45.199	44.613	46.620
					44.392	44.936	45.688	44.808	46.722
44.451	44.966	46.557	45.391	46.757
					44.552	45.008	46.847	46.112	46.588
44.645	45.106	47.432	46.633	46.391
					44.678	45.310	47.859	47.115	46.387
44.679	45.718	48.618	48.071	46.408
					44.703	46.407	49.207	48.848	46.392
44.737	46.995	49.535	49.223	46.355
					44.737	47.694	49.474	49.543	46.277
44.706	48.895	48.965	49.500	46.261
					44.679	49.696	48.477	48.896	46.254
44.633	50.256	48.086	48.377	46.256
					44.648	51.512	47.771	47.847	49.061
44.673	52.332	47.758	47.529	49.095
					44.681	52.788	47.774	47.465	49.045
44.694	53.092	47.724	47.430	49.012
					44.802	52.648	47.452	47.369	48.777
44.941	51.440	47.113	47.160	48.286
					45.404	50.744	47.010	47.043	48.015
45.945	50.072	47.054	46.960	53.527

46.972	49.833	47.133	46.887	52.872
					47.665	49.878	47.124	46.809	51.909
48.808	50.004	47.104	46.684	50.721
					49.520	50.004	47.002	46.497	50.165
50.751	49.770	46.721	46.295	49.782
					52.731	48.945	46.549	46.194	49.788
53.215	48.755	46.501	46.162
					53.613	48.839	46.442	46.275

表4测试数据的实测COD值

47.977	53.383	48.985	44.802	44.376
					47.940	53.564	49.730	44.737	44.264
47.941	53.313	50.308	44.697	44.219
					47.902	52.015	51.494	44.696	44.148
47.796	51.102	52.294	44.696	44.119
					47.732	50.288	52.762	44.713	44.111
47.716	49.873	53.051	44.752	44.129
					47.728	49.749	52.612	44.834	44.167
47.994	49.771	51.423	45.107	44.217
					48.554	49.722	50.692	45.446	44.241
48.924	49.376	50.041	46.072	44.236
					49.116	49.181	49.806	46.731	44.246
49.286	48.977	49.854	47.224	44.266
					49.140	48.883	49.994	47.601	44.251
48.894	48.749	49.942	48.385	44.226
					48.974	48.446	49.476	48.966	44.198
49.259	48.106	48.898	49.334	44.206
					49.336	47.865	48.749	49.545	44.221
49.407	47.767	48.852	49.103	44.224
					49.109	48.012	49.049	48.501	44.266
49.094	48.471	49.056	48.190	44.310
					49.255	48.844	49.021	47.845	44.427
49.590	49.063	48.920	47.726	44.734
					49.726	48.968	48.616	47.744	45.248
49.687	48.524	48.108	47.719	45.897
					49.221	48.233	47.961	47.593	46.454
48.983	48.261	47.831	47.097	46.894
					49.065	48.841	47.820	46.977	47.285
49.230	49.303	47.808	47.021	47.839
					49.429	49.594	47.748	47.105	48.327
49.574	49.777	47.615	47.099	48.926
					49.638	49.450	47.592	47.078	49.359
49.346	49.115	47.587	46.987	49.491

48.693	49.121	47.594	46.699	49.252
					48.183	49.398	47.954	46.552	48.790
48.031	49.863	48.576	46.480	48.104
					48.284	50.034	48.785	46.415	47.683
48.666	50.143	49.000	46.382	47.450
					48.983	50.000	48.969	46.365	47.432
49.253	49.923	48.724	46.325	47.373
					49.181	50.079	48.669	46.244	47.252
48.704	50.399	48.802	46.231	47.087
					47.503	50.537	49.028	46.224	47.021
46.964	50.430	49.131	46.224	46.927
					46.453	49.914	49.079	46.320	46.865
46.020	49.448	48.798	46.519	46.782
					45.770	48.887	48.912	46.739	46.643
45.417	48.145	49.098	46.832	46.466
					44.867	47.579	49.414	46.959	46.263
44.560	47.298	49.450	46.983	46.146
					44.483	46.918	49.139	46.871	46.133
44.416	46.757	48.816	46.854	46.243
					44.350	46.558	48.829	46.921	46.432
44.329	46.295	48.964	47.028	46.587
					44.329	46.059	49.134	47.083	46.681
44.360	45.709	49.291	47.154	46.724
					44.422	45.331	49.362	47.030	46.557
44.520	45.203	49.107	47.017	46.354
					44.620	45.085	48.534	47.108	46.352
44.628	44.980	47.662	47.201	46.456
					44.632	44.957	47.217	47.304	46.741
44.651	44.976	46.662	47.365	46.933
					44.686	44.990	46.348	47.211	47.062
44.678	45.054	46.173	47.028	47.126
					44.638	45.109	46.054	47.065	47.001
44.591	45.211	45.982	47.152	46.856
					44.583	45.249	45.858	47.205	46.904
44.606	45.217	45.703	47.242	47.095
					44.621	45.101	45.531	47.320	47.236
44.625	45.007	45.209	47.328	47.342
					44.711	44.917	45.079	46.969	47.427
44.787	44.869	45.011	46.708	47.422
					45.092	44.859	44.911	46.526	47.352
45.521	44.883	44.878	46.535	47.450
					46.522	44.892	44.878	46.694	47.563
47.237	44.936	44.875	46.822	47.677
					47.852	44.998	44.891	46.939	47.729
49.096	45.153	44.925	47.033	47.615

50.274	45.613	44.978	46.870	47.547
					51.673	46.232	44.992	46.419	47.543
52.862	46.714	44.958	45.870	47.540
					47.538	47.359	44.852	45.606
45.334	48.446	45.058	44.713

表5预测的COD值

48.210	53.599	51.276	48.687	44.288
					48.014	52.783	50.653	49.142	44.287
47.902	51.842	49.883	49.513	44.175
					48.041	50.724	49.788	49.534	44.047
47.900	50.065	49.871	49.108	44.247
					47.794	49.852	50.090	48.555	44.320
47.674	49.991	49.979	48.088	44.236
					47.778	49.891	49.651	47.796	44.388
47.682	49.750	48.942	47.799	44.573
					47.989	49.464	48.691	47.711	44.722
48.422	49.024	48.769	47.783	45.341
					48.869	48.956	49.052	47.458	46.260
49.076	48.884	49.077	47.071	46.670
					49.251	48.667	49.045	47.034	47.221
49.271	48.354	48.929	46.940	48.213
					48.883	48.168	48.843	47.147	48.817
48.920	47.839	48.226	46.942	49.295
					49.181	47.857	48.043	47.143	49.581
49.219	48.007	47.923	46.983	49.498
					49.302	48.659	47.764	46.622	49.025
49.200	48.921	47.917	46.551	48.444
					48.976	49.150	47.577	46.468	47.867
49.029	48.903	47.691	46.505	47.484
					49.389	48.724	47.511	46.513	47.319
49.762	48.274	47.619	46.334	47.408
					49.763	48.177	47.575	46.238	47.431
49.262	49.035	47.976	46.150	47.166
					49.039	49.468	48.427	46.296	47.048
49.150	49.625	48.696	46.315	47.044
					49.190	49.681	49.084	46.229	46.914
49.554	49.463	49.180	46.263	46.868
					49.677	49.090	48.755	46.477	46.621
49.668	49.043	48.761	46.880	46.474
					49.240	49.594	48.819	46.758	46.344
48.540	49.968	49.124	46.982	46.083
					48.245	50.217	49.083	47.067	45.952

48.128	50.199	49.133	46.825	46.211
					48.580	49.953	48.848	46.892	46.490
48.685	50.018	48.866	46.899	46.808
					49.019	50.142	49.084	47.041	46.720
49.270	50.506	49.383	47.055	46.926
					48.912	50.540	49.471	47.254	46.515
48.239	50.344	49.445	47.024	46.359
					47.423	49.856	49.015	46.859	46.320
46.590	49.204	48.782	47.170	46.574
					46.181	48.453	49.016	47.176	46.688
45.737	47.793	49.072	47.385	47.082
					45.621	47.527	49.282	47.556	47.052
45.209	47.060	49.252	47.468	47.284
					44.740	47.082	49.361	47.258	47.046
44.529	46.622	48.735	47.058	46.741
					44.321	46.560	48.248	47.075	46.814
44.383	46.199	47.398	47.192	47.072
					44.493	45.869	46.966	47.236	47.216
44.299	45.503	46.622	47.336	47.446
					44.395	45.210	46.041	47.209	47.297
44.506	45.261	46.068	47.250	47.503
					44.499	44.964	45.988	46.915	47.381
44.645	44.916	45.830	46.728	47.509
					44.706	44.886	45.807	46.610	47.600
44.774	45.139	45.553	46.709	47.780
					44.648	44.998	45.187	46.838	47.799
44.871	45.139	45.087	46.798	47.687
					44.717	45.202	45.102	46.856	47.507
44.654	45.297	45.026	46.992	47.748
					44.664	45.289	44.966	47.020	47.529
44.702	45.233	45.099	46.676	47.543
					44.624	45.110	44.806	46.225	45.819
44.638	45.005	44.827	45.749	46.566
					44.633	44.947	45.010	45.498	46.663
44.656	44.971	44.995	45.099	47.532
					44.898	44.987	45.064	45.014	47.766
45.053	44.934	44.845	44.617	50.252
					45.418	44.892	44.825	44.332	51.538
45.905	45.067	44.740	44.256	52.281
					47.082	45.305	44.668	44.114	52.706
47.769	45.366	44.764	44.053	53.223
					48.797	45.643	44.869	43.951	52.649
49.579	46.440	44.708	44.052	44.298
					50.858	46.972	44.907	44.149	44.224
52.709	47.616	44.808	44.141	44.503

53.189	49.024	45.000	44.306
					53.612	49.451	45.176	44.213

表6训练BOD模型的入水数据

SS	XI	XS	XB.H	SNH	SND	QI
							63.635	58.476	224.352	31.425	30.248	6.363	21477
61.673	58.459	224.324	31.420	30.213	6.167	21474
							61.720	53.069	224.373	30.827	31.048	6.172	19620
62.160	51.462	220.973	30.270	31.674	6.216	19334
							64.575	49.730	217.740	29.719	33.159	6.458	18978
67.849	47.194	214.339	29.059	35.118	6.785	18321
							72.141	47.160	219.925	29.676	37.866	7.214	17855
72.471	44.126	213.292	28.602	37.866	7.247	17237
							69.764	40.893	207.115	27.556	36.850	6.976	16453
67.499	39.927	201.059	26.776	36.474	6.750	16548
							62.838	38.351	196.112	26.051	34.387	6.284	16295
62.465	33.820	190.698	24.946	34.679	6.247	14743
							53.742	30.127	183.215	23.705	32.067	5.374	13613
54.449	27.179	174.894	22.453	29.900	5.445	12807
							50.068	24.696	166.418	21.235	27.068	5.007	12173
46.355	22.340	157.980	20.036	24.703	4.635	11533
							44.358	22.416	150.774	19.243	23.388	4.436	12198
42.579	20.641	144.789	18.381	22.198	4.258	11640
							40.000	20.380	139.342	17.747	20.316	4.000	11978
40.389	21.877	136.217	17.566	20.542	4.039	13272
							40.777	20.272	133.834	17.123	20.716	4.078	12452
40.466	21.441	131.837	17.031	20.751	4.047	13453
							40.835	21.895	131.328	17.025	20.664	4.084	13815
40.466	21.843	131.113	16.995	20.612	4.047	13803
							40.505	19.724	129.632	16.595	20.542	4.051	12514
40.525	19.397	127.223	16.291	20.438	4.052	12542
							40.311	18.065	124.570	15.848	20.403	4.031	11865
40.117	18.032	122.009	15.560	20.160	4.012	12118
							40.047	17.431	119.832	15.252	20.027	4.005	11906
40.342	17.354	117.937	15.032	20.000	4.034	12059
							40.583	17.689	116.835	14.947	20.100	4.058	12446
40.894	18.368	116.724	15.010	20.403	4.089	12982
							41.166	18.373	116.978	15.039	20.820	4.117	12956
41.865	18.087	116.911	15.000	21.168	4.186	12745
							42.424	19.310	117.556	15.207	21.614	4.242	13597
43.946	20.389	119.384	15.530	22.135	4.395	14171
							48.774	25.748	121.592	16.371	24.682	4.877	17637
59.886	27.434	129.566	17.444	29.656	5.989	17635

71.461	38.139	139.287	19.714	34.248	7.146	22461
							80.006	50.426	153.938	22.707	37.935	8.001	26276
94.901	54.355	171.093	25.050	43.397	9.490	25598
							105.776	64.853	185.275	27.792	46.615	10.578	27780
115.210	75.754	200.681	30.715	49.248	11.521	29551
							120.011	88.949	214.334	33.698	49.999	12.001	31861
118.970	96.678	230.083	36.307	49.248	11.897	32171
							112.111	102.536	243.930	38.496	45.742	11.211	32180
102.455	106.178	255.770	40.216	40.858	10.246	31869
							94.812	95.513	269.734	40.583	39.035	9.481	28047
88.380	91.175	273.186	40.485	36.850	8.838	26695
							81.287	90.707	271.839	40.283	34.248	8.129	26690
75.772	86.229	271.755	39.776	32.161	7.577	25572
							70.373	85.708	271.040	39.639	30.780	7.037	25496
68.276	74.128	271.535	38.407	29.795	6.828	22401
							67.033	87.453	263.672	39.014	29.239	6.703	26555
66.765	85.832	266.445	39.142	28.522	6.677	25905
							67.080	80.160	267.819	38.664	27.959	6.708	24310
68.090	76.218	265.864	38.009	28.126	6.809	23404
							68.723	65.424	263.151	36.508	27.552	6.872	20560
68.315	57.193	253.853	34.561	27.465	6.831	18732
							65.169	76.515	243.929	35.605	26.456	6.517	25320
61.645	70.050	248.609	35.407	26.178	6.165	23046
							59.762	64.178	247.734	34.657	26.289	5.976	21357
58.947	66.787	243.610	34.489	26.790	5.895	22487
							59.389	53.093	242.491	32.843	27.291	5.939	18221
60.213	48.589	232.067	31.184	27.124	6.021	17442
							62.427	51.669	222.927	30.511	27.423	6.243	19246
65.868	50.501	218.476	29.886	28.334	6.587	19197
							65.619	51.124	215.949	29.675	28.279	6.562	19637
64.004	49.000	214.119	29.235	27.708	6.400	19014
							59.545	46.940	211.290	28.692	26.685	5.954	18480
58.341	45.213	206.648	27.985	26.571	5.834	18208
							57.339	45.476	203.928	27.712	26.623	5.734	18547
58.690	45.367	202.095	27.496	27.465	5.869	18666
							60.469	45.055	200.656	27.301	28.334	6.047	18670
63.250	44.733	199.403	27.126	29.267	6.325	18654
							62.372	56.415	199.337	28.417	30.630	6.237	23137
62.217	56.515	205.917	29.159	30.589	6.222	22509
							62.015	56.336	210.193	29.614	28.160	6.201	22031
66.412	58.428	213.092	30.169	29.795	6.641	22489
							67.188	49.053	215.986	29.449	29.823	6.719	18876
68.470	53.236	212.866	29.567	30.303	6.847	20674
							71.888	63.453	213.650	30.789	32.133	7.189	24145
75.644	60.410	220.002	31.157	33.771	7.564	22518

77.442	61.911	222.340	31.583	34.304	7.744	22803
							80.083	59.520	224.886	31.601	35.640	8.008	21780
82.604	51.651	225.050	30.745	36.064	8.260	19067
							83.835	72.083	220.693	32.531	35.932	8.384	26211
84.220	68.088	229.788	33.097	35.452	8.422	24096
							83.377	65.824	233.330	33.239	35.695	8.338	23071
81.996	63.988	234.546	33.170	35.626	8.200	22388
							80.142	49.154	234.201	31.484	35.379	8.014	17483
77.753	72.372	225.584	33.106	34.944	7.775	25814
							75.625	66.462	233.572	33.337	34.144	7.562	23248
71.873	69.610	234.906	33.835	32.704	7.187	24098
							69.457	64.946	237.889	33.648	31.465	6.946	22402
67.499	57.161	237.287	32.716	30.682	6.750	19962
							63.635	51.268	232.285	31.506	30.248	6.363	18363
61.673	50.515	225.629	30.683	30.213	6.167	18618
							61.720	50.619	220.807	30.158	31.048	6.172	19046
62.160	62.569	217.942	31.168	31.674	6.216	23433
							64.575	59.617	222.662	31.364	33.159	6.458	22011
67.849	63.857	223.751	31.956	35.118	6.785	23310
							72.141	64.284	226.902	32.354	37.866	7.214	23158
72.471	41.490	228.286	29.975	37.866	7.247	15122
							69.764	39.669	215.549	28.358	36.850	6.976	15319
67.499	37.972	206.021	27.110	36.474	6.750	15342
							62.838	35.127	197.957	25.898	34.387	6.284	14751
62.240	32.712	190.074	24.754	34.679	6.224	14287
							53.742	27.940	184.111	23.561	32.067	5.374	12478
54.449	26.386	173.884	22.252	29.900	5.445	12477
							50.068	22.936	164.551	20.832	27.068	5.007	11347
46.355	21.103	155.120	19.580	24.703	4.635	11037
							44.358	19.020	146.286	18.367	23.388	4.436	10473
42.579	17.213	137.703	17.213	22.198	4.258	10000
							40.000	18.179	131.327	16.612	20.316	4.000	11258
40.389	16.336	126.036	15.819	20.542	4.039	10436
							40.777	16.413	121.231	15.294	20.716	4.078	10976
40.466	16.295	117.792	14.899	20.751	4.047	11250
							40.835	16.590	115.483	14.675	20.664	4.084	11740
40.466	16.095	113.574	14.408	20.612	4.047	11562
							40.505	16.607	112.322	14.325	20.542	4.051	12124
40.525	17.139	112.120	14.362	20.438	4.052	12578
							40.311	15.527	110.946	14.053	20.403	4.031	11399
40.117	15.322	109.072	13.822	20.160	4.012	11448
							40.047	15.969	108.282	13.806	20.027	4.005	12090
40.342	16.401	108.459	13.873	20.000	4.034	12429
							40.583	15.204	107.796	13.667	20.100	4.058	11500
40.894	15.312	106.777	13.566	20.403	4.089	11717

41.166	15.260	106.143	13.489	20.820	4.117	11751
							41.865	14.844	105.330	13.353	21.168	4.186	11489
42.424	16.531	105.985	13.613	21.614	4.242	12859
							43.946	16.082	106.970	13.673	22.135	4.395	12350
48.774	15.936	107.218	13.684	24.682	4.877	12194
							59.886	20.373	110.631	14.556	29.656	5.989	15329
71.461	34.104	121.895	17.333	34.248	7.146	22901
							80.006	40.213	138.359	19.841	37.935	8.001	23690
94.901	47.039	153.964	22.334	43.397	9.490	24749
							105.776	57.989	169.552	25.282	46.615	10.578	27249
115.210	70.303	186.609	28.546	49.248	11.521	29504
							120.011	84.776	204.221	32.111	49.999	12.001	31868
118.970	93.644	223.267	35.212	49.248	11.897	32126
							112.111	99.804	240.029	37.759	45.742	11.211	31909
102.455	105.525	253.607	39.904	40.858	10.246	31927
							94.812	109.395	265.112	41.612	39.035	9.481	31719
88.380	109.831	274.877	42.745	36.850	8.838	30926
							81.287	96.363	284.365	42.303	34.248	8.129	27039
75.772	91.204	283.895	41.678	32.161	7.577	25844
							70.373	87.717	281.521	41.026	30.780	7.037	25174
68.276	85.221	278.503	40.414	29.795	6.828	24783
							67.033	82.967	275.462	39.826	29.239	6.703	24444
66.765	75.856	272.967	38.758	28.522	6.677	22762
							67.080	82.171	266.588	38.751	27.959	6.708	24940
68.090	78.986	266.350	38.371	28.126	6.809	24113
							68.723	75.525	264.508	37.782	27.552	6.872	23320
68.315	70.878	261.619	36.944	27.465	6.831	22247
							65.169	68.388	257.161	36.172	26.456	6.517	21875
61.645	67.193	252.816	35.557	26.178	6.165	21863
							59.762	64.178	249.278	34.828	26.289	5.976	21236
58.947	63.867	245.083	34.328	26.790	5.895	21473
							59.389	61.006	242.064	33.674	27.291	5.939	20822
60.213	58.938	238.269	33.023	27.124	6.021	20463
							62.427	56.688	234.423	32.346	27.423	6.243	20034
65.868	53.634	230.370	31.556	28.334	6.587	19328
							65.619	51.406	225.698	30.789	28.279	6.562	18928
64.004	49.195	221.064	30.029	27.708	6.400	18510
							59.545	47.658	216.470	29.348	26.685	5.954	18319
58.341	46.490	212.295	28.754	26.571	5.834	18224
							57.339	48.046	208.894	28.549	26.623	5.734	19106
58.690	57.039	208.010	29.450	27.465	5.869	22491
							60.469	55.701	212.338	29.782	28.334	6.047	21604
63.250	58.010	214.321	30.259	29.267	6.325	22228
							62.372	55.668	216.961	30.292	30.630	6.237	21169
62.217	52.024	217.266	29.921	30.589	6.222	19849

62.015	45.017	214.888	28.878	28.160	6.201	17451
							66.412	46.165	209.498	28.407	29.795	6.641	18335
67.188	55.569	207.466	29.226	29.823	6.719	22018
							68.470	60.529	211.490	30.224	30.303	6.847	23369
71.888	61.743	216.767	30.946	32.133	7.189	23270
							75.644	68.389	220.745	32.126	33.771	7.564	25050
77.442	59.486	227.498	31.887	34.304	7.744	21540
							80.083	52.760	226.713	31.053	35.640	8.008	19321
82.604	57.213	222.750	31.107	36.064	8.260	21190
							83.835	73.914	222.492	32.934	35.932	8.384	26591
84.220	69.168	232.016	33.465	35.452	8.422	24225
							83.377	69.099	235.353	33.828	35.695	8.338	23902
81.996	71.195	237.545	34.304	35.626	8.200	24339
							80.142	62.901	240.696	33.733	35.379	8.014	21529
77.753	80.108	237.037	35.238	34.944	7.775	26978
							75.625	78.102	244.790	35.877	34.144	7.562	25693
71.873	76.103	248.744	36.094	32.704	7.187	24779
							69.457	74.180	250.464	36.072	31.465	6.946	24086
67.499	71.575	250.815	35.821	30.682	6.750	23308
							63.635	63.658	250.048	34.856	30.248	6.363	21017
61.673	62.386	245.092	34.164	30.213	6.167	21014
							61.720	52.899	229.840	31.415	31.048	6.172	19118
62.160	52.252	230.443	31.410	31.674	6.216	18847
							64.575	50.484	226.872	30.817	33.159	6.458	18509
67.849	48.160	224.191	30.261	35.118	6.785	17886
							72.141	46.299	221.091	29.710	37.866	7.214	17445
72.471	43.994	217.463	29.051	37.866	7.247	16858
							69.764	43.274	223.730	29.667	36.850	6.976	16116
67.499	41.902	215.441	28.594	36.474	6.750	16206
							62.838	39.874	208.064	27.549	34.387	6.284	15965
62.240	35.792	205.128	26.769	34.679	6.224	14494
							53.742	32.732	201.669	26.044	32.067	5.374	13423
54.449	29.916	194.545	24.940	29.900	5.445	12660
							50.068	27.359	185.932	23.699	27.068	5.007	12059
46.355	24.894	177.134	22.448	24.703	4.635	11453
							44.358	24.547	166.528	21.231	23.388	4.436	12083
42.579	22.366	157.921	20.032	22.198	4.258	11554
							40.000	21.945	151.216	19.240	20.316	4.000	11875
40.389	22.652	142.754	18.378	20.542	4.039	13101
							40.777	20.837	138.863	17.744	20.716	4.078	12323
40.466	21.873	136.200	17.564	20.751	4.047	13271
							40.835	21.762	132.325	17.121	20.664	4.084	13614
40.466	21.632	131.628	17.029	20.612	4.047	13604
							40.505	20.064	133.141	17.023	20.542	4.051	12382
40.525	20.063	132.876	16.993	20.438	4.052	12408

40.311	18.792	130.547	16.593	20.403	4.031	11767
							40.117	18.741	127.865	16.290	20.160	4.012	12006
40.047	17.993	124.630	15.847	20.027	4.005	11805
							40.342	17.836	122.194	15.559	20.000	4.034	11951
40.583	17.901	119.353	15.250	20.100	4.058	12317
							40.894	18.217	117.066	15.031	20.403	4.089	12825
41.166	18.085	116.431	14.946	20.820	4.117	12800
							41.865	17.936	117.147	15.009	21.168	4.186	12600
42.424	18.882	116.461	15.038	21.614	4.242	13408
							43.946	19.444	115.546	14.999	22.135	4.395	13952
48.774	23.457	113.400	15.206	24.682	4.877	17235
							59.886	23.953	115.809	15.529	29.656	5.989	17233
71.461	30.862	116.464	16.370	34.248	7.146	21804
							80.006	37.611	119.367	17.442	37.935	8.001	25418
94.901	41.553	135.841	19.710	43.397	9.490	24776
							105.776	51.378	152.939	22.702	46.615	10.578	26842
115.210	59.827	165.562	25.043	49.248	11.521	28519
							120.011	70.934	179.123	27.784	49.999	12.001	30707
118.970	79.066	197.282	30.705	49.248	11.897	31000
							112.111	86.766	216.416	33.687	45.742	11.211	31009
102.455	92.678	233.970	36.294	40.858	10.246	30713
							94.812	87.816	258.525	38.482	39.035	9.481	27093
88.380	87.877	273.937	40.202	36.850	8.838	25812
							81.287	88.664	276.448	40.568	34.248	8.129	25808
75.772	85.233	278.994	40.470	32.161	7.577	24748
							70.373	84.593	277.820	40.268	30.780	7.037	24677
68.276	74.785	283.068	39.761	29.795	6.828	21745
							67.033	86.217	270.400	39.624	29.239	6.703	25678
66.765	81.765	263.773	38.393	28.522	6.677	25062
							67.080	78.638	272.359	39.000	27.959	6.708	23552
68.090	76.377	275.771	39.128	28.126	6.809	22693
							68.723	67.640	280.213	38.650	27.552	6.872	20001
68.315	61.559	280.401	37.996	27.465	6.831	18269
							65.169	76.206	252.254	36.495	26.456	6.517	24508
61.645	66.560	244.380	34.549	26.178	6.165	22354
							59.762	64.302	256.031	35.593	26.289	5.976	20755
58.947	66.782	251.767	35.394	26.790	5.895	21824
							59.389	54.873	256.932	34.645	27.291	5.939	17785
60.213	52.698	257.595	34.477	27.124	6.021	17047
							62.427	54.391	241.096	32.832	27.423	6.243	18755
65.868	51.534	229.032	31.174	28.334	6.587	18708
							65.619	51.376	223.134	30.501	28.279	6.562	19125
64.004	49.002	219.893	29.877	27.708	6.400	18535
							59.545	47.530	219.462	29.666	26.685	5.954	18029
58.341	46.263	216.778	29.227	26.571	5.834	17772

57.339	46.093	212.061	28.684	26.623	5.734	18093
							58.690	45.193	206.595	27.976	27.465	5.869	18205
60.469	44.760	204.573	27.704	28.334	6.047	18209
							63.250	44.379	203.012	27.488	29.267	6.325	18193
62.372	52.753	192.888	27.293	30.630	6.237	22437
							62.217	51.204	192.862	27.118	30.589	6.222	21842
62.015	52.676	203.001	28.409	28.160	6.201	21390
							66.412	55.000	207.353	29.150	29.795	6.641	21824
67.188	48.263	218.184	29.605	29.823	6.719	18403
							68.470	53.015	218.421	30.160	30.303	6.847	20104
71.888	59.006	205.953	29.440	32.133	7.189	23390
							75.644	55.828	210.192	29.558	33.771	7.564	21850
77.442	58.757	218.258	30.779	34.304	7.744	22120
							80.083	57.197	223.126	31.147	35.640	8.008	21151
82.604	51.896	232.263	31.573	36.064	8.260	18582
							83.835	67.948	216.367	31.590	35.932	8.384	25345
84.220	61.492	215.122	30.735	35.452	8.422	23343
							83.377	62.695	229.984	32.520	35.695	8.338	22372
81.996	62.182	235.595	33.086	35.626	8.200	21725
							80.142	50.880	248.174	33.228	35.379	8.014	17083
77.753	70.384	228.050	33.159	34.944	7.775	24968
							75.625	61.074	222.190	31.474	34.144	7.562	22540
71.873	66.215	231.641	33.095	32.704	7.187	23343
							69.457	62.664	237.269	33.326	31.465	6.946	21738
67.499	57.742	246.671	33.824	30.682	6.750	19429
							63.635	53.606	249.128	33.637	30.248	6.363	17915
61.673	52.713	241.638	32.706	30.213	6.167	18156
							61.720	51.718	231.743	31.496	31.048	6.172	18561
62.160	59.919	216.138	30.673	31.674	6.216	22713
							64.575	55.851	215.491	30.149	33.159	6.458	21366
67.849	60.593	219.829	31.158	35.118	6.785	22596
							72.141	60.637	221.552	31.354	37.866	7.214	22452
72.471	43.559	243.955	31.946	37.866	7.247	14847
							69.764	44.552	246.537	32.343	36.850	6.976	15033
67.499	41.327	228.366	29.966	36.474	6.750	15055
							62.838	37.909	217.234	28.349	34.387	6.284	14496
62.240	35.348	208.576	27.103	34.679	6.224	14056
							53.742	30.444	202.577	25.891	32.067	5.374	12345
54.449	29.098	193.631	24.748	29.900	5.445	12344
							50.068	25.807	186.192	23.555	27.068	5.007	11274
46.355	23.885	176.341	22.247	24.703	4.635	10981
							44.358	21.528	165.922	20.828	23.388	4.436	10448
42.579	19.577	156.614	19.577	22.198	4.258	10000
							40.000	20.004	145.276	18.365	20.316	4.000	11190
40.389	17.743	137.154	17.211	20.542	4.039	10412

40.777	17.760	131.730	16.610	20.716	4.078	10923
							40.466	17.220	125.139	15.818	20.751	4.047	11182
40.835	17.181	120.453	15.293	20.664	4.084	11646
							40.466	16.549	117.530	14.898	20.612	4.047	11478
40.505	16.885	115.181	14.674	20.542	4.051	12009
							40.525	17.043	112.621	14.407	20.438	4.052	12439
40.311	15.747	113.177	14.325	20.403	4.031	11323
							40.117	15.837	113.417	14.362	20.160	4.012	11370
40.047	16.136	110.334	14.052	20.027	4.005	11977
							40.342	16.203	108.188	13.821	20.000	4.034	12298
40.583	15.275	108.974	13.805	20.100	4.058	11419
							40.894	15.563	109.293	13.873	20.403	4.089	11624
41.166	15.364	107.634	13.666	20.820	4.117	11656
							41.865	14.998	107.090	13.565	21.168	4.186	11409
42.424	16.225	105.178	13.489	21.614	4.242	12704
							43.946	15.579	104.595	13.353	22.135	4.395	12223
48.774	15.732	106.783	13.613	24.682	4.877	12076
							59.886	18.841	104.210	13.672	29.656	5.989	15040
71.461	26.206	96.946	13.684	34.248	7.146	22202
							80.006	28.690	102.308	14.555	37.935	8.001	22948
94.901	35.464	120.515	17.331	43.397	9.490	23950
							105.776	44.110	134.429	19.838	46.615	10.578	26314
115.210	53.221	147.737	22.329	49.248	11.521	28447
							120.011	64.483	162.997	25.276	49.999	12.001	30682
118.970	73.324	183.510	28.537	49.248	11.897	30926
							112.111	81.984	206.917	32.100	45.742	11.211	30720
102.455	89.945	226.854	35.200	40.858	10.246	30737
							94.812	95.892	243.816	37.745	39.035	9.481	30540
88.380	99.092	259.905	39.889	36.850	8.838	29790
							81.287	91.864	282.498	41.596	34.248	8.129	26113
75.772	90.745	293.814	42.729	32.161	7.577	24983
							70.373	87.796	292.784	42.287	30.780	7.037	24349
68.276	85.342	289.613	41.662	29.795	6.828	23979
							67.033	83.021	286.076	41.011	29.239	6.703	23658
66.765	76.963	286.623	40.398	28.522	6.677	22068
							67.080	81.991	276.304	39.810	27.959	6.708	24127
68.090	77.522	271.172	38.744	28.126	6.809	23345
							68.723	75.328	273.301	38.737	27.552	6.872	22595
68.315	71.669	273.539	38.356	27.465	6.831	21580
							65.169	69.572	270.336	37.768	26.456	6.517	21228
61.645	67.999	264.377	36.931	26.178	6.165	21217
							59.762	64.969	260.463	36.159	26.289	5.976	20623
58.947	64.462	255.433	35.544	26.790	5.895	20848
							59.389	61.534	251.812	34.816	27.291	5.939	20232
60.213	59.776	249.066	34.316	27.124	6.021	19893

62.427	57.614	245.352	33.663	27.423	6.243	19487
							65.868	54.847	242.258	33.012	28.334	6.587	18819
65.619	52.804	238.209	32.335	28.279	6.562	18441
							64.004	50.581	233.330	31.546	27.708	6.400	18045
59.545	48.934	228.081	30.779	26.685	5.954	17864
							58.341	47.524	222.649	30.019	26.571	5.834	17775
57.339	48.280	215.766	29.338	26.623	5.734	18608
							58.690	54.202	204.504	28.745	27.465	5.869	21808
60.469	52.020	204.842	28.540	28.334	6.047	20969
							63.250	54.964	210.002	29.441	29.267	6.325	21559
62.372	53.349	214.606	29.773	30.630	6.237	20558
							62.217	51.372	220.872	30.249	30.589	6.222	19310
62.015	46.279	226.263	30.282	28.160	6.201	17043
							66.412	47.586	221.619	29.912	29.795	6.641	17878
67.188	53.465	206.360	28.869	29.823	6.719	21360
							68.470	55.312	200.273	28.398	30.303	6.847	22636
71.888	56.701	206.252	29.217	32.133	7.189	22542
							75.644	62.450	209.482	30.215	33.771	7.564	24225
77.442	56.243	222.178	30.936	34.304	7.744	20907
							80.083	53.334	235.703	32.115	35.640	8.008	18809
82.604	57.161	229.728	31.876	36.064	8.260	20576
							83.835	67.549	211.833	31.042	35.932	8.384	25680
84.220	62.452	217.420	31.097	35.452	8.422	23444
							83.377	65.365	230.940	32.923	35.695	8.338	23139
81.996	67.453	233.627	33.453	35.626	8.200	23551
							80.142	61.449	242.897	33.816	35.379	8.014	20895
77.753	75.558	233.074	34.292	34.944	7.775	26044
							75.625	71.227	232.265	33.721	34.144	7.562	24830
71.873	72.124	244.907	35.226	32.704	7.187	23966
							69.457	71.669	251.107	35.864	31.465	6.946	23311
67.499	70.113	254.617	36.081	30.682	6.750	22576
							63.635	64.213	260.313	36.058	30.248	6.363	20411
61.673	63.759	258.515	35.808	30.213	6.167	20408
							61.720	50.747	226.695	30.827	31.048	6.172	18616
62.160	49.249	223.186	30.270	31.674	6.216	18359
							64.575	47.640	219.830	29.719	33.159	6.458	18040
67.849	45.300	216.234	29.059	35.118	6.785	17452
							72.141	45.332	221.752	29.676	37.866	7.214	17034
72.471	42.503	214.915	28.602	37.866	7.247	16480
							69.764	39.498	208.510	27.556	36.850	6.976	15778
67.499	38.551	202.435	26.776	36.474	6.750	15863
							62.838	37.064	197.399	26.051	34.387	6.284	15636
62.240	32.891	191.627	24.946	34.679	6.224	14246
							53.742	29.455	183.887	23.705	32.067	5.374	13234
54.449	26.684	175.389	22.453	29.900	5.445	12513

50.068	24.333	166.781	21.235	27.068	5.007	11946
							46.355	22.098	158.222	20.036	24.703	4.635	11373
44.358	22.084	151.107	19.243	23.388	4.436	11968
							42.579	20.405	145.026	18.381	22.198	4.258	11468
40.000	20.104	139.618	17.747	20.316	4.000	11771
							40.389	21.425	136.669	17.566	20.542	4.039	12929
40.777	19.941	134.164	17.123	20.716	4.078	12195
							40.466	20.978	132.300	17.031	20.751	4.047	13090
40.835	21.384	131.839	17.025	20.664	4.084	13414
							40.466	21.334	131.623	16.995	20.612	4.047	13404
40.505	19.395	129.961	16.595	20.542	4.051	12250
							40.525	19.071	127.550	16.291	20.438	4.052	12275
40.311	17.832	124.803	15.848	20.403	4.031	11669
							40.117	17.772	122.269	15.560	20.160	4.012	11895
40.047	17.202	120.062	15.252	20.027	4.005	11705
							40.342	17.110	118.181	15.032	20.000	4.034	11843
40.583	17.401	117.123	14.947	20.100	4.058	12189
							40.894	18.014	117.078	15.010	20.403	4.089	12669
41.166	18.022	117.329	15.039	20.820	4.117	12645
							41.865	17.762	117.236	15.000	21.168	4.186	12456
42.424	18.878	117.989	15.207	21.614	4.242	13219
							43.946	19.877	119.896	15.530	22.135	4.395	13732
48.774	24.760	122.580	16.371	24.682	4.877	16832
							59.886	26.381	130.619	17.444	29.656	5.989	16830
71.461	36.196	141.229	19.714	34.248	7.146	21148
							80.006	47.503	156.861	22.707	37.935	8.001	24560
94.901	51.263	174.185	25.050	43.397	9.490	23953
							105.776	60.942	189.186	27.792	46.615	10.578	25904
115.210	71.000	205.435	30.715	49.248	11.521	27488
							120.011	83.116	220.167	33.698	49.999	12.001	29553
118.970	90.302	236.459	36.307	49.248	11.897	29829
							112.111	95.771	250.696	38.496	45.742	11.211	29837
102.455	99.208	262.740	40.216	40.858	10.246	29558
							94.812	89.707	275.540	40.583	39.035	9.481	26139
88.380	85.816	278.545	40.485	36.850	8.838	24930
							81.287	85.375	277.172	40.283	34.248	8.129	24925
75.772	81.315	276.669	39.776	32.161	7.577	23924
							70.373	80.833	275.914	39.639	30.780	7.037	23857
68.276	70.347	275.316	38.407	29.795	6.828	21088
							67.033	82.325	268.800	39.014	29.239	6.703	24802
66.765	80.888	271.390	39.142	28.522	6.677	24220
							67.080	75.764	272.215	38.664	27.959	6.708	22794
68.090	72.170	269.913	38.009	28.126	6.809	21983
							68.723	62.359	266.215	36.508	27.552	6.872	19441
68.315	54.794	256.252	34.561	27.465	6.831	17806

65.169	72.177	248.267	35.605	26.456	6.517	23695
							61.645	66.375	252.284	35.407	26.178	6.165	21662
59.762	61.046	250.866	34.657	26.289	5.976	20152
							58.947	63.359	247.038	34.489	26.790	5.895	21161
59.389	50.943	244.641	32.843	27.291	5.939	17348
							60.213	46.740	233.915	31.184	27.124	6.021	16651
62.427	49.422	225.174	30.511	27.423	6.243	18264
							65.868	48.310	220.667	29.886	28.334	6.587	18220
65.619	48.844	218.229	29.675	28.279	6.562	18613
							64.004	46.899	216.221	29.235	27.708	6.400	18056
59.545	45.000	213.231	28.692	26.685	5.954	17578
							58.341	43.380	208.481	27.985	26.571	5.834	17335
57.339	43.586	205.818	27.712	26.623	5.734	17638
							58.690	43.465	203.997	27.496	27.465	5.869	17744
60.469	43.165	202.546	27.301	28.334	6.047	17747
							63.250	42.858	201.278	27.126	29.267	6.325	17733
62.372	53.433	202.319	28.417	30.630	6.237	21738
							62.217	53.600	208.832	29.159	30.589	6.222	21176
62.015	53.488	213.041	29.614	28.160	6.201	20749
							66.412	55.415	216.105	30.169	29.795	6.641	21158
67.188	46.963	218.076	29.449	29.823	6.719	17930
							68.470	50.711	215.391	29.567	30.303	6.847	19535
71.888	59.968	217.135	30.789	32.133	7.189	22636
							75.644	57.288	223.124	31.157	33.771	7.564	21182
77.442	58.673	225.578	31.583	34.304	7.744	21436
							80.083	56.539	227.867	31.601	35.640	8.008	20522
82.604	49.418	227.283	30.745	36.064	8.260	18098
							83.835	67.857	224.918	32.531	35.932	8.384	24479
84.220	64.348	233.527	33.097	35.452	8.422	22590
							83.377	62.340	236.813	33.239	35.695	8.338	21673
81.996	60.692	237.841	33.170	35.626	8.200	21063
							80.142	47.264	236.091	31.484	35.379	8.014	16683
77.753	68.171	229.785	33.106	34.944	7.775	24122
							75.625	62.917	237.117	33.337	34.144	7.562	21831
71.873	65.780	238.735	33.835	32.704	7.187	22589
							69.457	61.595	241.240	33.648	31.465	6.946	21074
67.499	54.543	239.905	32.716	30.682	6.750	18895
							63.635	37.290	182.890	24.464	30.248	6.363	16990
61.673	36.580	179.408	23.999	30.213	6.167	16990
							61.720	34.304	179.021	23.703	31.048	6.172	15964
62.160	34.854	183.671	24.281	31.674	6.216	15806
							64.575	34.660	184.899	24.395	33.159	6.458	15610
67.849	34.469	188.152	24.736	35.118	6.785	15247
							72.141	34.307	190.381	24.965	37.866	7.214	14989
72.471	31.841	180.665	23.612	37.866	7.247	14647

69.764	29.861	174.364	22.692	36.850	6.976	14212
							67.499	29.016	168.825	21.982	36.474	6.750	14266
62.838	27.882	163.751	21.293	34.387	6.284	14126
							62.240	25.695	160.078	20.641	34.679	6.224	13264
53.742	23.909	155.748	19.962	32.067	5.374	12636
							54.449	22.370	150.573	19.216	29.900	5.445	12189
50.068	20.941	144.710	18.406	27.068	5.007	11836
							46.355	19.656	139.567	17.691	24.703	4.635	11481
44.358	19.359	133.632	16.999	23.388	4.436	11851
							42.579	18.227	128.829	16.339	22.198	4.258	11540
40.000	18.071	125.896	15.996	20.316	4.000	11729
							40.389	18.400	121.489	15.543	20.542	4.039	12450

表7预测BOD入水属性数据

SS	XI	XS	XB.H	SNH	SND	QI
							40.047	17.431	119.832	15.252	20.027	4.005	11906
40.342	17.354	117.937	15.032	20.000	4.034	12059
							40.583	17.689	116.835	14.947	20.100	4.058	12446
40.894	18.368	116.724	15.010	20.403	4.089	12982
							41.166	18.373	116.978	15.039	20.820	4.117	12956
41.865	18.087	116.911	15.000	21.168	4.186	12745
							42.424	19.310	117.556	15.207	21.614	4.242	13597
43.946	20.389	119.384	15.530	22.135	4.395	14171
							48.774	25.748	121.592	16.371	24.682	4.877	17637
59.886	27.434	129.566	17.444	29.656	5.989	17635
							71.461	38.139	139.287	19.714	34.248	7.146	22461
80.006	50.426	153.938	22.707	37.935	8.001	26276
							94.901	54.355	171.093	25.050	43.397	9.490	25598
105.776	64.853	185.275	27.792	46.615	10.578	27780
							115.210	75.754	200.681	30.715	49.248	11.521	29551
120.011	88.949	214.334	33.698	49.999	12.001	31861
							118.970	96.678	230.083	36.307	49.248	11.897	32171
112.111	102.536	243.930	38.496	45.742	11.211	32180
							102.455	106.178	255.770	40.216	40.858	10.246	31869
94.812	95.513	269.734	40.583	39.035	9.481	28047
							88.380	91.175	273.186	40.485	36.850	8.838	26695
81.287	90.707	271.839	40.283	34.248	8.129	26690
							75.772	86.229	271.755	39.776	32.161	7.577	25572
70.373	85.708	271.040	39.639	30.780	7.037	25496
							68.276	74.128	271.535	38.407	29.795	6.828	22401
67.033	87.453	263.672	39.014	29.239	6.703	26555
							66.765	85.832	266.445	39.142	28.522	6.677	25905
67.080	80.160	267.819	38.664	27.959	6.708	24310

68.090	76.218	265.864	38.009	28.126	6.809	23404
							68.723	65.424	263.151	36.508	27.552	6.872	20560
68.315	57.193	253.853	34.561	27.465	6.831	18732
							65.169	76.515	243.929	35.605	26.456	6.517	25320
61.645	70.050	248.609	35.407	26.178	6.165	23046
							59.762	64.178	247.734	34.657	26.289	5.976	21357
58.947	66.787	243.610	34.489	26.790	5.895	22487
							59.389	53.093	242.491	32.843	27.291	5.939	18221
60.213	48.589	232.067	31.184	27.124	6.021	17442
							62.427	51.669	222.927	30.511	27.423	6.243	19246
65.868	50.501	218.476	29.886	28.334	6.587	19197
							65.619	51.124	215.949	29.675	28.279	6.562	19637
64.004	49.000	214.119	29.235	27.708	6.400	19014
							59.545	46.940	211.290	28.692	26.685	5.954	18480
58.341	45.213	206.648	27.985	26.571	5.834	18208
							57.339	45.476	203.928	27.712	26.623	5.734	18547
58.690	45.367	202.095	27.496	27.465	5.869	18666
							60.469	45.055	200.656	27.301	28.334	6.047	18670
63.250	44.733	199.403	27.126	29.267	6.325	18654
							62.372	56.415	199.337	28.417	30.630	6.237	23137
62.217	56.515	205.917	29.159	30.589	6.222	22509
							62.015	56.336	210.193	29.614	28.160	6.201	22031
66.412	58.428	213.092	30.169	29.795	6.641	22489
							67.188	49.053	215.986	29.449	29.823	6.719	18876
68.470	53.236	212.866	29.567	30.303	6.847	20674
							71.888	63.453	213.650	30.789	32.133	7.189	24145
75.644	60.410	220.002	31.157	33.771	7.564	22518
							77.442	61.911	222.340	31.583	34.304	7.744	22803
80.083	59.520	224.886	31.601	35.640	8.008	21780
							82.604	51.651	225.050	30.745	36.064	8.260	19067
83.835	72.083	220.693	32.531	35.932	8.384	26211
							84.220	68.088	229.788	33.097	35.452	8.422	24096
83.377	65.824	233.330	33.239	35.695	8.338	23071
							81.996	63.988	234.546	33.170	35.626	8.200	22388
80.142	49.154	234.201	31.484	35.379	8.014	17483
							77.753	72.372	225.584	33.106	34.944	7.775	25814
75.625	66.462	233.572	33.337	34.144	7.562	23248
							71.873	69.610	234.906	33.835	32.704	7.187	24098
69.457	64.946	237.889	33.648	31.465	6.946	22402
							67.499	57.161	237.287	32.716	30.682	6.750	19962
63.635	51.268	232.285	31.506	30.248	6.363	18363
							61.673	50.515	225.629	30.683	30.213	6.167	18618
61.720	50.619	220.807	30.158	31.048	6.172	19046
							62.160	62.569	217.942	31.168	31.674	6.216	23433
64.575	59.617	222.662	31.364	33.159	6.458	22011

67.849	63.857	223.751	31.956	35.118	6.785	23310
							72.141	64.284	226.902	32.354	37.866	7.214	23158
72.471	41.490	228.286	29.975	37.866	7.247	15122
							69.764	39.669	215.549	28.358	36.850	6.976	15319
67.499	37.972	206.021	27.110	36.474	6.750	15342
							62.838	35.127	197.957	25.898	34.387	6.284	14751
62.240	32.712	190.074	24.754	34.679	6.224	14287
							53.742	27.940	184.111	23.561	32.067	5.374	12478
54.449	26.386	173.884	22.252	29.900	5.445	12477
							50.068	22.936	164.551	20.832	27.068	5.007	11347
46.355	21.103	155.120	19.580	24.703	4.635	11037
							44.358	19.020	146.286	18.367	23.388	4.436	10473
42.579	17.213	137.703	17.213	22.198	4.258	10000
							40.000	18.179	131.327	16.612	20.316	4.000	11258
40.389	16.336	126.036	15.819	20.542	4.039	10436
							40.777	16.413	121.231	15.294	20.716	4.078	10976
40.466	16.295	117.792	14.899	20.751	4.047	11250
							40.835	16.590	115.483	14.675	20.664	4.084	11740
40.466	16.095	113.574	14.408	20.612	4.047	11562
							40.505	16.607	112.322	14.325	20.542	4.051	12124
40.525	17.139	112.120	14.362	20.438	4.052	12578
							40.311	15.527	110.946	14.053	20.403	4.031	11399
40.117	15.322	109.072	13.822	20.160	4.012	11448
							40.047	15.969	108.282	13.806	20.027	4.005	12090
40.342	16.401	108.459	13.873	20.000	4.034	12429
							40.583	15.204	107.796	13.667	20.100	4.058	11500
40.894	15.312	106.777	13.566	20.403	4.089	11717
							41.166	15.260	106.143	13.489	20.820	4.117	11751
41.865	14.844	105.330	13.353	21.168	4.186	11489
							42.424	16.531	105.985	13.613	21.614	4.242	12859
43.946	16.082	106.970	13.673	22.135	4.395	12350
							48.774	15.936	107.218	13.684	24.682	4.877	12194
59.886	20.373	110.631	14.556	29.656	5.989	15329
							71.461	34.104	121.895	17.333	34.248	7.146	22901
80.006	40.213	138.359	19.841	37.935	8.001	23690
							94.901	47.039	153.964	22.334	43.397	9.490	24749
105.776	57.989	169.552	25.282	46.615	10.578	27249
							115.210	70.303	186.609	28.546	49.248	11.521	29504
120.011	84.776	204.221	32.111	49.999	12.001	31868
							118.970	93.644	223.267	35.212	49.248	11.897	32126
112.111	99.804	240.029	37.759	45.742	11.211	31909
							102.455	105.525	253.607	39.904	40.858	10.246	31927
94.812	109.395	265.112	41.612	39.035	9.481	31719
							88.380	109.831	274.877	42.745	36.850	8.838	30926
81.287	96.363	284.365	42.303	34.248	8.129	27039

75.772	91.204	283.895	41.678	32.161	7.577	25844
							70.373	87.717	281.521	41.026	30.780	7.037	25174
68.276	85.221	278.503	40.414	29.795	6.828	24783
							67.033	82.967	275.462	39.826	29.239	6.703	24444
66.765	75.856	272.967	38.758	28.522	6.677	22762
							67.080	82.171	266.588	38.751	27.959	6.708	24940
68.090	78.986	266.350	38.371	28.126	6.809	24113
							68.723	75.525	264.508	37.782	27.552	6.872	23320
68.315	70.878	261.619	36.944	27.465	6.831	22247
							65.169	68.388	257.161	36.172	26.456	6.517	21875
61.645	67.193	252.816	35.557	26.178	6.165	21863
							59.762	64.178	249.278	34.828	26.289	5.976	21236
58.947	63.867	245.083	34.328	26.790	5.895	21473
							59.389	61.006	242.064	33.674	27.291	5.939	20822
60.213	58.938	238.269	33.023	27.124	6.021	20463
							62.427	56.688	234.423	32.346	27.423	6.243	20034
65.868	53.634	230.370	31.556	28.334	6.587	19328
							65.619	51.406	225.698	30.789	28.279	6.562	18928
64.004	49.195	221.064	30.029	27.708	6.400	18510
							59.545	47.658	216.470	29.348	26.685	5.954	18319
58.341	46.490	212.295	28.754	26.571	5.834	18224
							57.339	48.046	208.894	28.549	26.623	5.734	19106
58.690	57.039	208.010	29.450	27.465	5.869	22491
							60.469	55.701	212.338	29.782	28.334	6.047	21604
63.250	58.010	214.321	30.259	29.267	6.325	22228
							62.372	55.668	216.961	30.292	30.630	6.237	21169
62.217	52.024	217.266	29.921	30.589	6.222	19849
							62.015	45.017	214.888	28.878	28.160	6.201	17451
66.412	46.165	209.498	28.407	29.795	6.641	18335
							67.188	55.569	207.466	29.226	29.823	6.719	22018
68.470	60.529	211.490	30.224	30.303	6.847	23369
							71.888	61.743	216.767	30.946	32.133	7.189	23270
75.644	68.389	220.745	32.126	33.771	7.564	25050
							77.442	59.486	227.498	31.887	34.304	7.744	21540
80.083	52.760	226.713	31.053	35.640	8.008	19321
							82.604	57.213	222.750	31.107	36.064	8.260	21190
83.835	73.914	222.492	32.934	35.932	8.384	26591
							84.220	69.168	232.016	33.465	35.452	8.422	24225
83.377	69.099	235.353	33.828	35.695	8.338	23902
							81.996	71.195	237.545	34.304	35.626	8.200	24339
80.142	62.901	240.696	33.733	35.379	8.014	21529
							77.753	80.108	237.037	35.238	34.944	7.775	26978
75.625	78.102	244.790	35.877	34.144	7.562	25693
							71.873	76.103	248.744	36.094	32.704	7.187	24779
69.457	74.180	250.464	36.072	31.465	6.946	24086

67.499	71.575	250.815	35.821	30.682	6.750	23308
							63.635	63.658	250.048	34.856	30.248	6.363	21017
61.673	62.386	245.092	34.164	30.213	6.167	21014
							61.720	52.899	229.840	31.415	31.048	6.172	19118
62.160	52.252	230.443	31.410	31.674	6.216	18847
							64.575	50.484	226.872	30.817	33.159	6.458	18509
67.849	48.160	224.191	30.261	35.118	6.785	17886
							72.141	46.299	221.091	29.710	37.866	7.214	17445
72.471	43.994	217.463	29.051	37.866	7.247	16858
							69.764	43.274	223.730	29.667	36.850	6.976	16116
67.499	41.902	215.441	28.594	36.474	6.750	16206
							62.838	39.874	208.064	27.549	34.387	6.284	15965
62.240	35.792	205.128	26.769	34.679	6.224	14494
							53.742	32.732	201.669	26.044	32.067	5.374	13423
54.449	29.916	194.545	24.940	29.900	5.445	12660
							50.068	27.359	185.932	23.699	27.068	5.007	12059
46.355	24.894	177.134	22.448	24.703	4.635	11453
							44.358	24.547	166.528	21.231	23.388	4.436	12083
42.579	22.366	157.921	20.032	22.198	4.258	11554
							40.000	21.945	151.216	19.240	20.316	4.000	11875
40.389	22.652	142.754	18.378	20.542	4.039	13101
							40.777	20.837	138.863	17.744	20.716	4.078	12323
40.466	21.873	136.200	17.564	20.751	4.047	13271
							40.835	21.762	132.325	17.121	20.664	4.084	13614
40.466	21.632	131.628	17.029	20.612	4.047	13604
							40.505	20.064	133.141	17.023	20.542	4.051	12382
40.525	20.063	132.876	16.993	20.438	4.052	12408
							40.311	18.792	130.547	16.593	20.403	4.031	11767
40.117	18.741	127.865	16.290	20.160	4.012	12006
							40.047	17.993	124.630	15.847	20.027	4.005	11805
40.342	17.836	122.194	15.559	20.000	4.034	11951
							40.583	17.901	119.353	15.250	20.100	4.058	12317
40.894	18.217	117.066	15.031	20.403	4.089	12825
							41.166	18.085	116.431	14.946	20.820	4.117	12800
41.865	17.936	117.147	15.009	21.168	4.186	12600
							42.424	18.882	116.461	15.038	21.614	4.242	13408
43.946	19.444	115.546	14.999	22.135	4.395	13952
							48.774	23.457	113.400	15.206	24.682	4.877	17235
59.886	23.953	115.809	15.529	29.656	5.989	17233
							71.461	30.862	116.464	16.370	34.248	7.146	21804
80.006	37.611	119.367	17.442	37.935	8.001	25418
							94.901	41.553	135.841	19.710	43.397	9.490	24776
105.776	51.378	152.939	22.702	46.615	10.578	26842
							115.210	59.827	165.562	25.043	49.248	11.521	28519
120.011	70.934	179.123	27.784	49.999	12.001	30707

118.970	79.066	197.282	30.705	49.248	11.897	31000
							112.111	86.766	216.416	33.687	45.742	11.211	31009
102.455	92.678	233.970	36.294	40.858	10.246	30713
							94.812	87.816	258.525	38.482	39.035	9.481	27093
88.380	87.877	273.937	40.202	36.850	8.838	25812
							81.287	88.664	276.448	40.568	34.248	8.129	25808
75.772	85.233	278.994	40.470	32.161	7.577	24748
							70.373	84.593	277.820	40.268	30.780	7.037	24677
68.276	74.785	283.068	39.761	29.795	6.828	21745
							67.033	86.217	270.400	39.624	29.239	6.703	25678
66.765	81.765	263.773	38.393	28.522	6.677	25062
							67.080	78.638	272.359	39.000	27.959	6.708	23552
68.090	76.377	275.771	39.128	28.126	6.809	22693
							68.723	67.640	280.213	38.650	27.552	6.872	20001
68.315	61.559	280.401	37.996	27.465	6.831	18269
							65.169	76.206	252.254	36.495	26.456	6.517	24508
61.645	66.560	244.380	34.549	26.178	6.165	22354
							59.762	64.302	256.031	35.593	26.289	5.976	20755
58.947	66.782	251.767	35.394	26.790	5.895	21824
							59.389	54.873	256.932	34.645	27.291	5.939	17785
60.213	52.698	257.595	34.477	27.124	6.021	17047
							62.427	54.391	241.096	32.832	27.423	6.243	18755
65.868	51.534	229.032	31.174	28.334	6.587	18708
							65.619	51.376	223.134	30.501	28.279	6.562	19125
64.004	49.002	219.893	29.877	27.708	6.400	18535
							59.545	47.530	219.462	29.666	26.685	5.954	18029
58.341	46.263	216.778	29.227	26.571	5.834	17772
							57.339	46.093	212.061	28.684	26.623	5.734	18093
58.690	45.193	206.595	27.976	27.465	5.869	18205
							60.469	44.760	204.573	27.704	28.334	6.047	18209
63.250	44.379	203.012	27.488	29.267	6.325	18193
							62.372	52.753	192.888	27.293	30.630	6.237	22437
62.217	51.204	192.862	27.118	30.589	6.222	21842
							62.015	52.676	203.001	28.409	28.160	6.201	21390
66.412	55.000	207.353	29.150	29.795	6.641	21824
							67.188	48.263	218.184	29.605	29.823	6.719	18403
68.470	53.015	218.421	30.160	30.303	6.847	20104
							71.888	59.006	205.953	29.440	32.133	7.189	23390
75.644	55.828	210.192	29.558	33.771	7.564	21850
							77.442	58.757	218.258	30.779	34.304	7.744	22120
80.083	57.197	223.126	31.147	35.640	8.008	21151
							82.604	51.896	232.263	31.573	36.064	8.260	18582
83.835	67.948	216.367	31.590	35.932	8.384	25345
							84.220	61.492	215.122	30.735	35.452	8.422	23343
83.377	62.695	229.984	32.520	35.695	8.338	22372

81.996	62.182	235.595	33.086	35.626	8.200	21725
							80.142	50.880	248.174	33.228	35.379	8.014	17083
77.753	70.384	228.050	33.159	34.944	7.775	24968
							75.625	61.074	222.190	31.474	34.144	7.562	22540
71.873	66.215	231.641	33.095	32.704	7.187	23343
							69.457	62.664	237.269	33.326	31.465	6.946	21738
67.499	57.742	246.671	33.824	30.682	6.750	19429
							63.635	53.606	249.128	33.637	30.248	6.363	17915
61.673	52.713	241.638	32.706	30.213	6.167	18156
							61.720	51.718	231.743	31.496	31.048	6.172	18561
62.160	59.919	216.138	30.673	31.674	6.216	22713
							64.575	55.851	215.491	30.149	33.159	6.458	21366
67.849	60.593	219.829	31.158	35.118	6.785	22596
							72.141	60.637	221.552	31.354	37.866	7.214	22452
72.471	43.559	243.955	31.946	37.866	7.247	14847
							69.764	44.552	246.537	32.343	36.850	6.976	15033
67.499	41.327	228.366	29.966	36.474	6.750	15055
							62.838	37.909	217.234	28.349	34.387	6.284	14496
62.240	35.348	208.576	27.103	34.679	6.224	14056
							53.742	30.444	202.577	25.891	32.067	5.374	12345
54.449	29.098	193.631	24.748	29.900	5.445	12344
							50.068	25.807	186.192	23.555	27.068	5.007	11274
46.355	23.885	176.341	22.247	24.703	4.635	10981
							44.358	21.528	165.922	20.828	23.388	4.436	10448
42.579	19.577	156.614	19.577	22.198	4.258	10000
							40.000	20.004	145.276	18.365	20.316	4.000	11190
40.389	17.743	137.154	17.211	20.542	4.039	10412
							40.777	17.760	131.730	16.610	20.716	4.078	10923
40.466	17.220	125.139	15.818	20.751	4.047	11182
							40.835	17.181	120.453	15.293	20.664	4.084	11646
40.466	16.549	117.530	14.898	20.612	4.047	11478
							40.505	16.885	115.181	14.674	20.542	4.051	12009
40.525	17.043	112.621	14.407	20.438	4.052	12439
							40.311	15.747	113.177	14.325	20.403	4.031	11323
40.117	15.837	113.417	14.362	20.160	4.012	11370
							40.047	16.136	110.334	14.052	20.027	4.005	11977
40.342	16.203	108.188	13.821	20.000	4.034	12298
							40.583	15.275	108.974	13.805	20.100	4.058	11419
40.894	15.563	109.293	13.873	20.403	4.089	11624
							41.166	15.364	107.634	13.666	20.820	4.117	11656
41.865	14.998	107.090	13.565	21.168	4.186	11409
							42.424	16.225	105.178	13.489	21.614	4.242	12704
43.946	15.579	104.595	13.353	22.135	4.395	12223
							48.774	15.732	106.783	13.613	24.682	4.877	12076
59.886	18.841	104.210	13.672	29.656	5.989	15040

71.461	26.206	96.946	13.684	34.248	7.146	22202
							80.006	28.690	102.308	14.555	37.935	8.001	22948
94.901	35.464	120.515	17.331	43.397	9.490	23950
							105.776	44.110	134.429	19.838	46.615	10.578	26314
115.210	53.221	147.737	22.329	49.248	11.521	28447
							120.011	64.483	162.997	25.276	49.999	12.001	30682
118.970	73.324	183.510	28.537	49.248	11.897	30926
							112.111	81.984	206.917	32.100	45.742	11.211	30720
102.455	89.945	226.854	35.200	40.858	10.246	30737
							94.812	95.892	243.816	37.745	39.035	9.481	30540
88.380	99.092	259.905	39.889	36.850	8.838	29790
							81.287	91.864	282.498	41.596	34.248	8.129	26113
75.772	90.745	293.814	42.729	32.161	7.577	24983
							70.373	87.796	292.784	42.287	30.780	7.037	24349
68.276	85.342	289.613	41.662	29.795	6.828	23979
							67.033	83.021	286.076	41.011	29.239	6.703	23658
66.765	76.963	286.623	40.398	28.522	6.677	22068
							67.080	81.991	276.304	39.810	27.959	6.708	24127
68.090	77.522	271.172	38.744	28.126	6.809	23345
							68.723	75.328	273.301	38.737	27.552	6.872	22595
68.315	71.669	273.539	38.356	27.465	6.831	21580
							65.169	69.572	270.336	37.768	26.456	6.517	21228
61.645	67.999	264.377	36.931	26.178	6.165	21217
							59.762	64.969	260.463	36.159	26.289	5.976	20623
58.947	64.462	255.433	35.544	26.790	5.895	20848
							59.389	61.534	251.812	34.816	27.291	5.939	20232
60.213	59.776	249.066	34.316	27.124	6.021	19893
							62.427	57.614	245.352	33.663	27.423	6.243	19487
65.868	54.847	242.258	33.012	28.334	6.587	18819
							65.619	52.804	238.209	32.335	28.279	6.562	18441
64.004	50.581	233.330	31.546	27.708	6.400	18045
							59.545	48.934	228.081	30.779	26.685	5.954	17864
58.341	47.524	222.649	30.019	26.571	5.834	17775
							57.339	48.280	215.766	29.338	26.623	5.734	18608
58.690	54.202	204.504	28.745	27.465	5.869	21808
							60.469	52.020	204.842	28.540	28.334	6.047	20969
63.250	54.964	210.002	29.441	29.267	6.325	21559
							62.372	53.349	214.606	29.773	30.630	6.237	20558
62.217	51.372	220.872	30.249	30.589	6.222	19310
							62.015	46.279	226.263	30.282	28.160	6.201	17043
66.412	47.586	221.619	29.912	29.795	6.641	17878
							67.188	53.465	206.360	28.869	29.823	6.719	21360
68.470	55.312	200.273	28.398	30.303	6.847	22636
							71.888	56.701	206.252	29.217	32.133	7.189	22542
75.644	62.450	209.482	30.215	33.771	7.564	24225

77.442	56.243	222.178	30.936	34.304	7.744	20907
							80.083	53.334	235.703	32.115	35.640	8.008	18809
82.604	57.161	229.728	31.876	36.064	8.260	20576
							83.835	67.549	211.833	31.042	35.932	8.384	25680
84.220	62.452	217.420	31.097	35.452	8.422	23444
							83.377	65.365	230.940	32.923	35.695	8.338	23139
81.996	67.453	233.627	33.453	35.626	8.200	23551
							80.142	61.449	242.897	33.816	35.379	8.014	20895
77.753	75.558	233.074	34.292	34.944	7.775	26044
							75.625	71.227	232.265	33.721	34.144	7.562	24830
71.873	72.124	244.907	35.226	32.704	7.187	23966
							69.457	71.669	251.107	35.864	31.465	6.946	23311
67.499	70.113	254.617	36.081	30.682	6.750	22576
							63.635	64.213	260.313	36.058	30.248	6.363	20411
61.673	63.759	258.515	35.808	30.213	6.167	20408
							61.720	50.747	226.695	30.827	31.048	6.172	18616
62.160	49.249	223.186	30.270	31.674	6.216	18359
							64.575	47.640	219.830	29.719	33.159	6.458	18040
67.849	45.300	216.234	29.059	35.118	6.785	17452
							72.141	45.332	221.752	29.676	37.866	7.214	17034
72.471	42.503	214.915	28.602	37.866	7.247	16480
							69.764	39.498	208.510	27.556	36.850	6.976	15778
67.499	38.551	202.435	26.776	36.474	6.750	15863
							62.838	37.064	197.399	26.051	34.387	6.284	15636
62.240	32.891	191.627	24.946	34.679	6.224	14246
							53.742	29.455	183.887	23.705	32.067	5.374	13234
54.449	26.684	175.389	22.453	29.900	5.445	12513
							50.068	24.333	166.781	21.235	27.068	5.007	11946
46.355	22.098	158.222	20.036	24.703	4.635	11373
							44.358	22.084	151.107	19.243	23.388	4.436	11968
42.579	20.405	145.026	18.381	22.198	4.258	11468
							40.000	20.104	139.618	17.747	20.316	4.000	11771
40.389	21.425	136.669	17.566	20.542	4.039	12929
							40.777	19.941	134.164	17.123	20.716	4.078	12195
40.466	20.978	132.300	17.031	20.751	4.047	13090
							40.835	21.384	131.839	17.025	20.664	4.084	13414
40.466	21.334	131.623	16.995	20.612	4.047	13404
							40.505	19.395	129.961	16.595	20.542	4.051	12250
40.525	19.071	127.550	16.291	20.438	4.052	12275
							40.311	17.832	124.803	15.848	20.403	4.031	11669
40.117	17.772	122.269	15.560	20.160	4.012	11895
							40.047	17.202	120.062	15.252	20.027	4.005	11705
40.342	17.110	118.181	15.032	20.000	4.034	11843
							40.583	17.401	117.123	14.947	20.100	4.058	12189
40.894	18.014	117.078	15.010	20.403	4.089	12669

41.166	18.022	117.329	15.039	20.820	4.117	12645
							41.865	17.762	117.236	15.000	21.168	4.186	12456
42.424	18.878	117.989	15.207	21.614	4.242	13219
							43.946	19.877	119.896	15.530	22.135	4.395	13732
48.774	24.760	122.580	16.371	24.682	4.877	16832
							59.886	26.381	130.619	17.444	29.656	5.989	16830
71.461	36.196	141.229	19.714	34.248	7.146	21148
							80.006	47.503	156.861	22.707	37.935	8.001	24560
94.901	51.263	174.185	25.050	43.397	9.490	23953
							105.776	60.942	189.186	27.792	46.615	10.578	25904
115.210	71.000	205.435	30.715	49.248	11.521	27488
							120.011	83.116	220.167	33.698	49.999	12.001	29553

表8训练BOD模型输出值

2.6354	2.9171	3.0043	2.9493	3.0058
					2.6502	2.9568	2.9428	2.9752	2.9910
2.6796	2.9733	2.9398	2.9891	2.9987
					2.7028	2.9714	2.9810	2.9618	2.9965
2.7258	2.9199	3.0608	2.8739	2.9546
					2.7306	2.9272	3.0885	2.7906	2.9297
2.7000	2.9548	3.1041	2.7582	2.9057
					2.6596	3.0056	3.0808	2.7777	2.8958
2.6020	3.0252	3.0715	2.8413	2.8778
					2.5669	3.0082	3.0962	2.8924	2.8388
2.5368	2.9328	3.1508	2.9365	2.7876
					2.4803	2.9129	3.1710	2.9285	2.7596
2.4172	2.9339	3.1320	2.8547	2.7372
					2.3468	2.9702	3.0648	2.6808	2.7606
2.2754	2.9987	2.9597	2.5997	2.8304
					2.2570	3.0141	2.8579	2.5327	2.8731
2.2377	2.9990	2.7540	2.4654	2.9123
					2.2195	2.8920	2.6915	2.4217	2.9144
2.2140	2.8074	2.6396	2.3687	2.8624
					2.2156	2.7698	2.6013	2.2882	2.8029
2.2153	2.7876	2.5742	2.2397	2.7964
					2.2218	2.8507	2.5405	2.2309	2.8517
2.2318	2.9101	2.4934	2.2203	2.9313
					2.2467	2.9609	2.4629	2.2097	2.9861
2.2543	2.9646	2.3842	2.2064	3.0161
					2.2496	2.9014	2.3512	2.2062	3.0025
2.2354	2.7288	2.3371	2.2112	2.9320

2.2175	2.6046	2.3118	2.2231	2.9137
					2.2061	2.5373	2.3032	2.2374	2.9487
2.1935	2.4701	2.3026	2.2444	3.0220
					2.1878	2.4138	2.3042	2.2432	3.0472
2.1887	2.3576	2.3058	2.2436	3.0654
					2.1925	2.2732	2.3146	2.2471	3.0434
2.1967	2.2234	2.3223	2.2475	3.0370
					2.2039	2.2092	2.3358	2.2422	3.0596
2.2144	2.1991	2.3391	2.2351	3.1048
					2.2509	2.1865	2.3315	2.2267	3.1256
2.3169	2.1812	2.3102	2.2247	3.1038
					2.4221	2.1801	2.2956	2.2267	3.0351
2.6005	2.1828	2.2826	2.2272	2.9665
					2.7154	2.1890	2.2686	2.2260	2.8834
2.8425	2.2023	2.2632	2.2386	2.7754
					2.9772	2.2158	2.2637	2.2515	2.6950
3.0780	2.2156	2.2628	2.3015	2.6538
					3.2785	2.2134	2.2667	2.3557	2.5962
3.3924	2.2149	2.2754	2.5112	2.5772
					3.4640	2.2183	2.2893	2.6000	2.5454
3.5271	2.2158	2.3247	2.7134	2.5059
					3.5229	2.2072	2.4077	2.8846	2.4616
3.3837	2.2002	2.5288	3.0392	2.4134
					3.2196	2.1921	2.6277	3.2423	2.3580
3.1566	2.1942	2.7399	3.4222	2.3427
					3.0814	2.1959	2.8754	3.4958	2.3255
3.0652	2.1950	2.9994	3.5196	2.3089
					3.0807	2.1969	3.0776	3.4889	2.3045
3.1132	2.2120	3.2678	3.3307	2.3065
					3.1052	2.2376	3.3904	3.1830	2.3069
3.0359	2.3056	3.4518	3.0619	2.3158
					2.9391	2.3894	3.5067	2.9218	2.3242
2.9270	2.5689	3.4671	2.9174	2.3372
					2.9445	2.6592	3.3456	2.9166	2.3405
2.9861	2.8273	3.1844	2.8856	2.3332
					2.9869	2.9387	3.1102	2.8159	2.3104
2.9831	3.1254	3.0346	2.7724	2.3000
					2.9582	3.4344	3.0285	2.7600	2.2873
2.9084	3.5088	3.0480	2.7443	2.2746
					2.8219	3.5740	3.0658	2.7441	2.2709
2.8055	3.5706	3.0459	2.7397	2.2713
					2.7855	3.4773	2.9870	2.7283	2.2706
2.7851	3.3371	2.8942	2.7120	2.2754
					2.7835	3.1659	2.8892	2.7070	2.2825
2.7736	3.0749	2.9077	2.7058	2.3122

2.7503	3.0437	2.9424	2.7384	2.3683
					2.7432	3.0494	2.9418	2.8133	2.4566
2.7391	3.0591	2.9395	2.8586	2.5154
					2.7401	3.0386	2.9156	2.8845	2.6153
2.7994	2.9921	2.8454	2.9088	2.7795
					2.8997	2.9722	2.7862	2.8907	2.9105
2.9343	2.9552	2.7740	2.8552	3.0041
					2.9664	2.9381	2.7584	2.8552	3.1324
2.9628	2.8936	2.7595	2.8903	3.3049
					2.9214	2.8439	2.7578	2.9081	3.3679
2.8987	2.7959	2.7479	2.9193	3.4359
					2.9553	2.7679	2.7295	2.8771	3.4069
2.9529	2.7816	2.7253	2.8660	3.3004
					2.9040	2.8706	2.7251	2.8855	3.1475
2.9147	2.9148	2.7264	3.0176	3.0769
					2.9336	2.9526	2.7811	2.9545	3.0069
2.9864	2.9466	2.8779	2.8746	3.0017
					3.0027	2.8840	2.9115	2.8738	3.0257
2.9833	2.8215	2.9438	2.8941	3.0356
					2.9111	2.8187	2.9387	3.0231	2.9044
2.9001	2.8755	2.8958	3.0527	2.9396
					2.9167	2.9678	2.8854	2.4353	2.2815

表9实测的BOD值

2.1757	2.2046	2.5010	2.2358
				2.1699	2.2023	2.6132	2.2659
2.1715	2.1940	2.6898	2.3336
				2.1748	2.1875	2.8382	2.4811
2.1789	2.1786	2.9627	2.5854
				2.1860	2.1801	3.0537	2.6671
2.1988	2.1820	3.2532	2.8463
				2.2337	2.1808	3.3761	2.9864
2.3019	2.1869	3.4435	3.2187
				2.4512	2.2006	3.4991	3.3929
2.6326	2.2219	3.4535	3.4760
				2.7469	2.2888	3.3162	3.5119
2.8663	2.3714	3.1736	3.4868
				2.9933	2.5353	3.0889	3.3425
3.0979	2.6301	3.0225	3.1790
				3.2748	2.7555	3.0227	3.0560
3.4114	2.9184	3.0479	3.0030
				3.4897	3.0779	3.0563	2.9839
3.5344	3.3715	3.0316	2.9916

3.4697	3.4915	2.8996	2.9906
				3.2761	3.5583	2.8714	2.9489
3.1817	3.5617	2.8858	2.9251
				3.0795	3.4842	2.9168	2.9016
3.0465	3.3350	2.9367	2.8915
				3.0594	3.1817	2.9315	2.8723
3.0872	3.0867	2.9312	2.8328
				3.0982	3.0334	2.8987	2.7819
3.0666	3.0380	2.8231	2.7518
				2.9342	3.0482	2.7759	2.7311
2.9064	3.0449	2.7601	2.7658
				2.9240	3.0021	2.7518	2.8316
2.9670	2.9731	2.7528	2.8804
				2.9768	2.9493	2.7482	2.9136
2.9695	2.9371	2.7320	2.9074
				2.9686	2.9182	2.7219	2.8471
2.9331	2.8731	2.7184	2.7939
				2.8516	2.8168	2.7186	2.7938
2.8008	2.7821	2.7314	2.8553
				2.7858	2.7604	2.8234	2.9323
2.7735	2.7713	2.8815	2.9822
				2.7732	2.8572	2.9122	3.0112
2.7656	2.8963	2.9398	2.9654
				2.7471	2.9393	2.9195	2.9134
2.7352	2.9394	2.8808	2.9091
				2.7294	2.8804	2.8835	2.9463
2.7279	2.8165	2.9269	3.0158
				2.7471	2.8073	2.9390	3.0409
2.8506	2.8650	2.9516	3.0595
				2.9047	2.9493	2.9049	3.0490
2.9300	3.0118	2.8996	3.0251
				2.9571	3.0415	2.9205	3.0466
2.9341	3.0367	2.9726	3.0924
				2.8912	2.9616	2.9915	3.1177
2.8889	2.9297	2.9925	3.1103
				2.9191	2.9667	2.9291	3.0382
2.9510	3.0447	2.8889	2.9638
				2.9638	3.0723	2.8943	2.8903
2.9317	3.0942	2.9146	2.7758
				2.8979	3.0851	2.9442	2.6948
2.9214	3.0571	2.9700	2.6525
				2.9645	3.0803	2.9819	2.6032
3.0077	3.1216	2.9413	2.5757
				3.0067	3.1595	2.8592	2.5473
2.9313	3.1486	2.7767	2.5022

2.8952	3.0655	2.7501	2.4718
				2.9071	2.9933	2.7752	2.4174
2.9331	2.9082	2.8391	2.3651
				2.9631	2.7908	2.8857	2.3393
2.9898	2.7064	2.9291	2.3215
				3.0024	2.6581	2.9259	2.3040
2.9580	2.6017	2.8650	2.2991
				2.8550	2.5784	2.7080	2.3008
2.7753	2.5491	2.5962	2.3007
				2.7535	2.5058	2.5275	2.3073
2.8035	2.4568	2.4652	2.3156
				2.8605	2.3759	2.4186	2.3295
2.9097	2.3432	2.3680	2.3345
				2.9520	2.3286	2.2876	2.3276
2.9324	2.3059	2.2424	2.3119
				2.8375	2.2959	2.2253	2.2928
2.6650	2.2944	2.2168	2.2797
				2.5593	2.2958	2.2038	2.2673
2.4997	2.2966	2.1995	2.2630
				2.4629	2.3023	2.1987	2.2633
2.4030	2.3116	2.2020	2.2623
				2.3457	2.3258	2.2085	2.2664
2.2583	2.3292	2.2213	2.2741
				2.2078	2.3218	2.2331	2.2895
2.1990	2.3020	2.2354	2.3425
				2.1872	2.2859	2.2337	2.4424
2.1755	2.2723	2.2351	2.5125
				2.1704	2.2572	2.2384	2.6031
2.1690	2.2520	2.2365	2.7290
				2.1716	2.2523	2.2282	2.8339
2.1790	2.2515	2.2194	2.9490
				2.1904	2.2542	2.2144	3.0173
2.2030	2.2602	2.2163	3.2005
				2.2024	2.2724	2.2176	3.3201
2.1999	2.3032	2.2163	3.3898
				2.2013	2.3678	2.2253	3.4421

表10预测的BOD值

2.2118	2.2021	2.5286	2.2428
				2.1772	2.2083	2.6274	2.3099
2.1945	2.2162	2.7343	2.3472
				2.1956	2.1996	2.8864	2.5206
2.1927	2.2230	3.0046	2.6049

2.1837	2.1741	3.0726	2.7113
				2.1911	2.1960	3.2660	2.8808
2.2226	2.1933	3.4013	3.0249
				2.2593	2.1867	3.4634	3.2274
2.3312	2.1991	3.5135	3.3970
				2.4123	2.2031	3.4900	3.4827
2.5887	2.2462	3.3316	3.5158
				2.7109	2.2964	3.1691	3.4778
2.8388	2.3802	3.1141	3.3338
				2.9884	2.5557	3.0299	3.1746
3.0733	2.6754	3.0327	3.0642
				3.2629	2.8217	3.0341	2.9966
3.3896	2.9414	3.0597	3.0154
				3.4508	3.1231	3.0359	2.9995
3.5252	3.4362	2.9759	2.9992
				3.5272	3.5096	2.8976	2.9469
3.3911	3.5785	2.9056	2.9047
				3.2181	3.5716	2.9022	2.9040
3.1349	3.4737	2.9590	2.9028
				3.0750	3.3362	2.9413	2.8692
3.0795	3.1733	2.9461	2.8425
				3.0723	3.0843	2.9126	2.7872
3.1138	3.0434	2.8620	2.7485
				3.1116	3.0401	2.7867	2.7308
3.0292	3.0665	2.7502	2.7792
				2.9392	3.0635	2.7707	2.8349
2.9305	2.9990	2.7481	2.8863
				2.9563	2.9628	2.7674	2.9301
2.9792	2.9590	2.7398	2.9105
				3.0037	2.9355	2.7269	2.8713
2.9805	2.8838	2.7334	2.8076
				2.9517	2.8600	2.7436	2.7952
2.9065	2.7652	2.7364	2.8678
				2.8303	2.7675	2.7815	2.9396
2.8024	2.7847	2.8811	2.9885
				2.7809	2.8646	2.9167	3.0107
2.7789	2.9045	2.9359	2.9845
				2.7780	2.9690	2.9460	2.9293
2.7853	2.9464	2.8966	2.9214
				2.7637	2.8635	2.8799	2.9483
2.7453	2.8101	2.9075	3.0228
				2.7342	2.7950	2.9255	3.0579
2.7536	2.8696	2.9572	3.0688
				2.8120	2.9669	2.9302	3.0509
2.8985	3.0338	2.9090	3.0307

2.9415	3.0495	2.9124	3.0554
				2.9797	2.9895	2.9190	3.1108
2.9600	2.9425	2.9862	3.1117
				2.9181	2.9317	2.9983	3.0775
2.8986	2.9723	2.9923	3.0272
				2.9261	3.0596	2.9239	2.9674
2.9456	3.0863	2.8927	2.9071
				2.9649	3.1041	2.9020	2.7753
2.9717	3.0704	2.9333	2.7162
				2.9071	3.0798	2.9802	2.6470
2.9360	3.0887	2.9965	2.5923
				2.9802	3.1543	2.9582	2.5688
3.0187	3.1757	2.8657	2.5552
				3.0396	3.1218	2.7929	2.4952
3.0228	3.0747	2.7733	2.4766
				2.9224	2.9330	2.7662	2.4087
2.9083	2.8580	2.8393	2.3735
				2.9336	2.7402	2.8986	2.3437
2.9697	2.6927	2.9237	2.3069
				2.9932	2.6344	2.9295	2.2948
3.0232	2.6108	2.8513	2.3057
				2.9988	2.5674	2.6809	2.3017
2.8998	2.5296	2.5943	2.3193
				2.8014	2.5014	2.5435	2.2957
2.7884	2.4790	2.4487	2.3298
				2.7928	2.3704	2.4016	2.3368
2.8576	2.3598	2.3786	2.3451
				2.9011	2.3392	2.2876	2.3360
2.9823	2.3223	2.2516	2.3211
				2.9678	2.2954	2.2578	2.3055
2.8855	2.2994	2.2288	2.2895
				2.7238	2.3000	2.2197	2.2555
2.6121	2.3024	2.2064	2.2821
				2.5321	2.3202	2.2006	2.2553
2.4548	2.3267	2.2093	2.2562
				2.4122	2.3346	2.2225	2.2722
2.3511	2.3435	2.2434	2.2902
				2.2598	2.3382	2.2244	2.3140
2.2261	2.3047	2.2336	2.3815
				2.2126	2.3050	2.2341	2.4660
2.2159	2.2746	2.2452	2.5219
				2.1899	2.2714	2.2531	2.6163
2.1757	2.2468	2.2624	2.7755
				2.1772	2.2668	2.2532	2.9138
2.1747	2.2731	2.2255	3.0006

2.1895	2.2843	2.2158	3.1304
				2.1980	2.2729	2.2194	3.3088
2.2205	2.3075	2.2349	3.3493
				2.2198	2.3370	2.2200	3.4459
2.2153	2.3844	2.2458	3.4021

由表1-10可知，利用模糊粗糙递增依赖算法对污水入水数据进行属性约简，采用相关向量机建立出水水质的软测量模型，模型预测精度高、对数据的依赖性小泛化能力强，稀疏性能好，可以达到污水水质软测量的要求。

上述实施例为本发明较佳的实施方式，但本发明的实施方式并不受上述实施例的限制，其他的任何未背离本发明的精神实质与原理下所作的改变、修饰、替代、组合、简化，均应为等效的置换方式，都包含在本发明的保护范围之内。

Claims (4)

1.一种基于相关向量机的污水处理软测量方法，其特征在于，包含以下顺序的步骤：

S1.利用模糊单调递增依赖算法对采集的污水输入数据进行属性约简，定量分析出对化学需氧量COD、生化需氧量BOD影响较大的输入属性；

S2.利用相关向量机RVM和采集的污水输入数据建立预测模型，并对模型参数进行寻优，进而建立最优预测模型；所述采集的污水输入数据已确定对化学需氧量COD、生化需氧量BOD影响较大的输入属性；

S3.对待预测的污水样本数据进行预测：将属性约简后的入水数据作为训练好的相关向量机软测量模型的输入，模型的输出即为出水化学需氧量COD和生化需氧量BOD的预测结果。

2.根据权利要求1所述的基于相关向量机的污水处理软测量方法，其特征在于，步骤S1中，所述的模糊单调递增依赖算法具体包含以下步骤：

A、用二维数组存放决策表D[n，m]，其中第m列为决策属性，第1至第m-1列为条件属性；

B、对决策属性按从小到大进行排序，交换相应的行；

C、考察第i个条件属性值与决策属性值的模糊单调递增依赖关系，判断是否是模糊单调递增关系，求出最大的模糊隶属函数值及其对应的索引号。

3.根据权利要求1所述的基于相关向量机的污水处理软测量方法，其特征在于，所述的步骤S2具体如下：

A、污水数据集{(x_n，t_n)，n＝1，2，...，N}，x_n∈R^d，t_n∈R，N是样本数，假定:

t_n＝y(x_n;w)+ε_n    (1)

其中，y(·)是非线性函数，ε_n是均值为0，方差为σ²的高斯噪声，即

因此有t_n～N(y(x_n)，σ²)，函数y(x)定义为

$y(x;w)=\underset{i=1}{\overset{N}{\mathrm{\Σ}}}{w}_{i}K(x,x_i)+w_0---\left(2\right)$

B、在公式中确定基函数，其核被训练向量参数化φ_i(x)＝K(x，x_i)，假定t_n是相互独立的，则整个训练集的似然函数可写为

$p\left(t\right|w,{\mathrm{\σ}}^2)={\left({2\mathrm{\π\σ}}^2\right)}^{-N/2}\exp (-\frac{{\left|\right|t-\mathrm{\Φw}\left|\right|}^2}{{2\mathrm{\σ}}^2})---\left(3\right)$

式中t＝[t₁，t₂，...，t_N]^T，w＝[w₀，w₁，...，w_M]^T，Φ是一个N×(N+1)的设计矩阵，Φ＝[φ₁，φ₂，...，φ_M]是组非线性基函数，φ(x_n)＝[1，K(x_n，x₁)，K(x_n，x₂)，...，K(x_n，x_N)]^T；

C、选择一个比较平滑的函数，定义w的先验概率分布为零均值的高斯分布:

$p\left(w\right|\mathrm{\α})=\underset{j=0}{\overset{N}{\mathrm{\Π}}}N\left(w_j\right|0,{\mathrm{\α}}_j^{-1})---\left(4\right)$

式(4)中:超参数α＝[α₀，α₁，...，α_N]^T，更重要的是，每个独立的超参数α_j只与其对应的权值wj相关；

对于给定的数据中未知数据，贝叶斯推理通过计算后验概率处理，

$p(w,\mathrm{\α},{\mathrm{\σ}}^2|t)=\frac{p\left(t\right|w,\mathrm{\α},{\mathrm{\σ}}^2)p(w,\mathrm{\α},{\mathrm{\σ}}^2)}{p\left(t\right)}---\left(5\right)$

给定一个测试点x_*，相应的污水出水水质预测值t_*的预测分布为

p(t_*|t)＝∫p(t_*|w，α，σ²)p(w，α，σ²|t)dwdαdσ²    (6)

根据贝叶斯公式，利用样本似然函数(4)和w先验分布(5)可得w的后验分布为

$p\left(w\right|t,\mathrm{\α},\mathrm{\β})=\frac{p\left(w\right|\mathrm{\α})p\left(t\right|w,\mathrm{\β})}{p\left(t\right|\mathrm{\α},\mathrm{\β})}---\left(7\right)$

将后验概率分解为

p(w，α，σ²|t)＝p(|w|t，α，σ²)p(α，σ²|t)    (8)

因此对权重的后验概率分布为

$p\left(w\right|t,\mathrm{\α},{\mathrm{\σ}}^2)=\frac{p\left(t\right|w,{\mathrm{\σ}}^2)p\left(w\right|\mathrm{\α})}{p\left(t\right|\mathrm{\α},{\mathrm{\σ}}^2)}={\left(2\mathrm{\π}\right)}^{-(N+1)/2}{\left|\mathrm{\Σ}\right|}^{-1/2}\exp \{-\frac{1}{2}{(w-\mathrm{\μ})}^T{\mathrm{\Σ}}^{-1}(w-\mathrm{\μ})\}---\left(9\right)$

其协方差为

Σ＝(σ^-2Φ^TΦ+A)^-1    (10)

平均值为

μ＝σ^-2ΣΦ^Tt    (11)

其中矩阵A＝diag(α₀，α₁，...，α_N)

${\left({\mathrm{\α}}_i\right)}^{\mathrm{new}}=\frac{{\mathrm{\γ}}_i}{{\mathrm{\μ}}_i^2}---\left(12\right)$

${\left({\mathrm{\σ}}^2\right)}^{\mathrm{new}}=\frac{{\left|\right|t-\mathrm{\Φ\μ}\left|\right|}^2}{N-{\mathrm{\Σ}}_i{\mathrm{\γ}}_i}---\left(13\right)$

其中γ_i≡1-α_iΣ_ii，Σ_ii为协方差矩阵Σ的第i个对角元素，最后通过(10)到(13)式的迭代推理运算得到超参数α和方差σ²的估计值；

输出的污水水质预测值为y_*＝μ^Tφ(x_*)，x_*是污水处理过程输入值。

4.根据权利要求1所述的基于相关向量机的污水处理软测量方法，其特征在于，所述的步骤S1和步骤S2之间，还存在该步骤：剔除输入和输出的数据中的异常点，由于各输入变量量纲的不同，对其进行归一化处理，归一化到[0，1]区间中。

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