CN100334240C - 镍基高温合金成分的优化设计方法 - Google Patents

Abstract

镍基高温合金成分的优化设计方法，将收集的镍基变形高温合金或镍基单晶高温合金的数据作为人工神经网络初始训练数据进行网络训练，并通过常规优化隐含层神经单元数、归一化条件及动量因子等神经网络参量，获得镍基变形高温合金的持久强度或镍基单晶高温合金的持久寿命预测值与实测值误差最小的网络训练最佳权值矩阵；将所获得的最佳权值矩阵与成本的比值作为镍基变形高温合金或镍基单晶高温合金成分优化设计的目标函数，建立高温合金成分优化设计的约束条件，以抑制有害相σ和μ相的形成和控制合金的密度；设置所要设计的镍基变形或镍基单晶高温合金中各元素含量C_i的范围，通过优化计算，搜索出能使目标函数值达到最大值的合金的成分配方。

Description

镍基高温合金成分的优化设计方法

技术领域

本发明涉及高温合金的成分设计方法，具体地说，涉及通过人工神经网络与优化计算相结合对镍基高温合金成分进行优化设计。

背景技术

高温合金是制造航空发动机部件和热力设备部件及核动力设备部件最为广泛的金属材料。合金的显微组织即各组成相特别是析出相的性质、形态、大小、含量及分布决定了其高温力学性能及运行寿命。然而，合金的组织状态是由其成分所决定的。因此，决定合金性能的源头在于合金成分本身，即构成合金成分的各元素的种类及其含量。长期以来，高温合金设计主要有以下几种方法：1)基于控制有害相的电子空位数法(源于60年代)；2)基于γ′(有序结构析出相)与γ相(基体相)成分、相含量及两相共格错配度与持久寿命关系的多元回归法(源于80年代)；3)基于合金稳定性的d电子能量法(源于90年代)；4)基于‘烹调式’操作的‘试错’法(源于50年代)等。上述方法中有的基于半经验、半理论(如1)和3))；有的出自对试验结果的回归处理(如2))，而有的则完全通过改变成分的逐一试验来获得所需性能指标的成分设计结果(如4))。上述设计方法在不同年代的高温合金设计过程中起到了应有的积极作用。然而，随着航空发动机及燃气动力设备事业的发展，对高承温能力高温合金的需求愈来愈迫切，对这类材料的设计既需要先进的理论指导，又需要大量合金配方的实验；此外，对广普型高性能低成本的军用及民用高温合金材料的开发是国防及国民经济建设必不可少的，如何使现有高温合金材料的成分配方更为合理以提高其性能指标并降低原材料成本是高温合金设计必须考虑的重要因素。

本发明就是针对上述现状和围绕发展需求提出的。其核心在于利用发达国家高温合金设计所用各种不同元素及其含量的配方与高温持久试验的数据作为人工神经网络的训练数据库，通过网络训练获得最佳权值矩阵(数学模型)，并用以作为满足设计条件的合金成分优化的目标函数，在给定合金成分及试验条件范围内找到最佳持久性能的合金成分配方。该设计方法克服了现有其它方法的诸多不足，它基于任何一个独立的试验部门都不可能获取的大量实验数据(合金成分与持久试验条件)，利用先进的数学物理方法获得用常规数理统计方法所无法获得的数据之间复杂的复杂非线性定量关系，并用之进行合金设计。其主要特点是，设计所基于的试验数据涉及广泛的合金化学成分及高温持久试验条件，设计所用目标函数的获取方法先进，设计是通过最优化法寻找指定成分范围内获最佳性能的配方，设计结果准确性高，设计过程快速而经济。

发明内容

本发明的目的在于提供一种镍基高温合金成分的优化设计方法，该方法操作及计算简便，设计结果准确度高。

本发明提供的技术方案是：镍基高温合金成分的优化设计方法，①收集镍基变形高温合金的成分、持久试验温度、持久断裂时间及其对应的持久强度数据或镍基单晶高温合金的成分、持久试验温度、持久应力及其对应的持久寿命数据，然后将上述数据作为人工神经网络初始训练数据进行网络训练，并通过常规优化隐含层神经单元数、归一化条件及动量因子等神经网络参量，获得镍基变形高温合金的持久强度或镍基单晶高温合金的持久寿命预测值与实测值误差最小的网络训练最佳权值矩阵；②将所获得的最佳权值矩阵与成本的比值作为镍基变形高温合金或镍基单晶高温合金成分优化设计所使用的目标函数，在此基础上建立镍基变形高温合金或镍基单晶高温合金成分优化设计的约束条件，以抑制有害相σ和μ相的形成和控制合金的密度；

镍基变形高温合金成分优化设计的数学模型为：

式(1)、式(2)为镍基变形高温合金成分优化设计所使用的目标函数；式(3)至式(6)为镍基变形高温合金成分优化设计的约束条件；

式中，σ_c(MPa)为合金持久强度的目标函数，w₁、w₂、b₁、b₂为通过神经网络训练得到的最佳权值矩阵，purelin为线性激活函数，tansig为带有偏差的双曲正切S型激活函数，其输入变量的转置矩阵s＝[X₁，X₂，…，X_n，t，T]′，X₁，X₂，…，X_n依次为合金元素C、Cr、Co、Mo、Ti、Al、Fe、B、Zr、Ni、Nb、W、Ta、Mn、Si、V、Cb、Y的原子百分数(at.％)，t为持久断裂时间(h)，T为持久试验温度(℃)；p为合金成本(元/公斤)；p_i为合金元素的单价(元/公斤)；c_i为元素i的重量百分数(wt％)，i＝1，2，……n，n＝18，依次对应C、Cr、Co、Mo、Ti、Al、Fe、B、Zr、Ni、Nb、W、Ta、Mn、Si、V、Cb、Y共18种合金元素；(σ_c/p) max为性能与价格比的目标函数；

为控制有害6相的合金平均电子能级， 为基体γ相的平均电子能级，X_i和X_ir分别表示合金和γ相中元素i的原子百分数，i＝1，2，……n，n＝18；(M_d)_iz为元素i的d电子能级，可通过查表获得；X_Mo和X_W分别为合金中Mo和W的原子百分数；合金密度 $\mathrm{\ρ}=\frac{W_{\mathrm{alloy}-\mathrm{cell}}}{V_{\mathrm{alloy}-\mathrm{cell}}}=\frac{N_{\mathrm{alloy}-\mathrm{cell}}^{\mathrm{at}}\·\underset{i=1}{\overset{n}{\mathrm{\Σ}}}(X_{\mathrm{it}}\·M_i)/N_A}{a^3}(g/c{m}^3),$ W_alloy，V_alloy分别为合金中一个晶胞内所含各元素的原子总质量和一个晶胞的体积；X_it、a分别为合金中元素i的原子百分数和合金的点阵常数；N_alloy-cell ^at表示一个晶胞的原子数；M_i为元素i的摩尔质量；N_A为Avogadro常数；

对镍基单晶高温合金成分优化设计的数学模型：

式(7)、式(8)为镍基单晶高温合金成分优化设计所使用的目标函数；式(9)至式(14)为镍基单晶高温合金成分优化设计的约束条件；式中，f为合金的持久寿命，W₁、W₂、B₁、B₂为通过神经网络训练得到的最佳权值矩阵，S是一个输入变量转置矩阵S＝[C₁ C₂ C₃ C₄C₅ C₆ C₇ C₈ C₉ C₁₀ C₁₁ Tσ]，C₁ C₂ C₃ C₄ C₅ C₆ C₇ C₈ C₉ C₁₀ C₁₁依次代表合金元素Co、Cr、W、Mo、Al、Ti、Nb、Ta、Re、Hf、V共11种元素的重量百分数，C_il和C_ik分别表示在设计合金时所给成分范围内元素i的下限和上限值，T为持久试验温度，σ为持久应力；P为合金成本；P_i为合金元素的单价；C_i为元素i的重量百分数；i＝1，2，……n，n＝11，依次对应Co、Cr、W、Mo、Al、Ti、Nb、Ta、Re、Hf、V共11种合金元素；(f/P) max为性能与价格比的目标函数；M_di为i元素的控制有害σ相的合金电子能级M_d值，M_dt为整个合金的M_d值，Z_i为价电子数，M为合金元素的摩尔质量，A_i为合金元素的原子百分数；A₂、A₃和A₄分别表示合金中Cr、W和Mo的原子百分数，控制密度的约束条件为：ρ＜9.0(g/cm³)；

按上述优化步骤和约束条件，在本训练数据库中各元素含量范围内(分别见表1和表2)，根据需要任意设置所要设计的镍基变形高温合金中各元素含量的范围(C_il＜C＜C_ik)，通过优化计算，即可在给定成分范围和上述约束条件下搜索出能使目标函数值达到最大值的合金的成分配方、在给定成分范围内搜索出高性能与价格比的合金成分配方。

上述镍基变形高温合金的成分、持久试验温度、持久断裂时间及其对应的持久强度数据选自下述数据库A(镍基变形高温合金神经网络训练数据库A)中的国外牌号合金409组数据；镍基单晶高温合金的成分、持久试验温度、持久应力及其对应的持久寿命数据选自下述数据库B(镍基单晶高温合金神经网络训练数据库B)中的所示的国外牌号合金700组数据。

本发明采用现有设计方法所不能反映的多组元合金成分(对于镍基变形合金可达18种元素；对于镍基单晶合金可达11种元素)与复杂试验条件(对于镍基变形合金，持久试验温度范围：404～1149℃，持久断裂时间：14.7～1860h，持久强度：3～823.2MPa；对于镍基单晶合金，持久试验温度：700-1200℃，持久试验应力：50-1000MPa，持久断裂寿命：30-15000h)及试验结果(对于镍基变形高温合金为持久强度；对于镍基单晶高温合金为持久断裂寿命)之间错综复杂的非线性关系的数学模型。这个数学模型的获得既不来源于纯理论推导，也不来自常用的数理统计方法(数理统计回归法在表达上述参量之间复杂非线性关系方面的误差很大)，它来自用先进人工神经网络训练现有的对镍基高温合金的试验数据所得。

本发明基于广泛使用的人工神经网络反向传播法(BP法)建立网络模型，引用近20多年来国外专利及相关试验研究者报告的关于镍基变形高温合金和镍基单晶高温合金的试验数据进行网络训练，将所获得的最佳权值矩阵作为高温合金最优化设计所用的目标函数；网络训练数据库中包含409组镍基变形高温合金的成分、持久试验温度、持久断裂时间(输入变量)及其对应的持久强度(输出变量)数据和700组镍基单晶高温合金的成分、持久试验温度、持久应力(输入变量)及其对应的持久寿命(输出变量)数据，因此本高温合金设计方法所建立的数学模型以及所使用的试验数据量(输入变量与输出变量)之庞大是空前未有的；在建立目标函数方面，首次将人工神经网络与最优化计算相接合进行合金设计，即将人工神经网络训练所获得的最佳权值矩阵作为合金最优化设计的目标函数(在除高温合金以外的其它类型合金设计方面也未见雷同报道)；与现有统计回归法相比，采用人工神经网络法能反映众多变量和数据(见表1和表2)之间复杂的非线性关系，并使输出变量预测的准确性大大提高；表3列出了7种未参与训练的镍基变形高温合金的成分、试验温度、试验时间以及实测持久强度值与本网络训练所得最佳权值矩阵算得的持久强度预测值；表4列出了16种未参与训练的镍基单晶高温合金的成分、试验温度、试验应力，表5列出了对应合金的实测持久寿命值与本网络训练所得最佳权值矩阵算得的持久寿命预测值，结果表明了本设计方法所得神经网络最佳权值矩阵的准确性；以镍基单晶合金为例，表5列出了线性误差error(1)的数据表明，除16号合金的预测误差较大以外，其余15种合金的预测误差均较小，表5所用error(2)为对数误差，其平均误差率为0.93％。本发明预测对数误差率最小；此外，本发明方法用于网络训练的合金成分及试验条件(温度及应力)范围更宽，数据来源错综复杂，但其预测的准确性却明显提高；本发明方法集合了用人工神经网络法获取准确预测输出变量的数学模型，用优化法在给定合金成分范围内寻找满足各项约束条件(控制有害相形成、控制合金密度及控制合金成本的各项指标条件)而获得目标函数输出变量所表征的最佳高温持久性能的合金成分配方。以上两步过程实现的人工神经网络运算程序以及优化设计运算程序是利用通用软件Matlab中的神经网络工具箱和优化工具箱编制而成，过程简单，计算速度快，结果准确性高，可直接应用于现代镍基高温合金的设计，是目前运用实验数据量最大，目标函数获取的科学性高，综合考虑对有害相、合金密度及合金成本进行有效控制的新设计方法，该方法不仅可运用于镍基高温合金设计，并可推广到其它所有民用工业及军用工业合金的设计领域，其应用前景十分宽广，不仅可为合金设计的科学与技术进步作出重要贡献，而且为工业应用提供了更为科学合理的设计工具。

具体实施方式

本发明镍基高温合金成分的优化设计方法，包括以下步骤：①数据及优化设计目标函数的来源，分别收集国外牌号的409组镍基变形高温合金的成分、持久试验温度、持久断裂时间及其对应的持久强度数据和700组镍基单晶高温合金的成分、持久试验温度、持久应力及其对应的持久寿命数据，然后将上述两类数据分别作为所对应两类合金的人工神经网络初始训练数据进行网络训练(利用通用软件Matlab 6.0的神经网络工具箱编制程序，建立网络模型，进行网络训练)，并通过常规优化隐含层神经单元数、归一化条件及动量因子等神经网络参量，分别获得对应上述两类合金的持久强度(变形合金)和持久寿命(单晶合金)预测值与实测值误差最小的网络训练权值矩阵，即最佳权值矩阵，将该权值矩阵保存下来并作为成分优化设计的目标函数；②优化过程的实现：利用通用软件Matlab 6.0的优化工具箱编制程序，将所获得的两种最佳权值矩阵分别作为镍基变形高温合金和镍基单晶高温合金成分优化设计所计算用的目标函数，并建立约束条件，以抑制有害相σ和μ相的形成以及控制合金的密度；由于在优化计算前，已将价格昂贵的合金元素以及会促进有害相形成的合金元素的含量范围作了设定，因此优化计算过程中只会在各参量设定的范围内进行优化搜索，以找到低成本、高性能的最佳结果；③优化计算结果包含，在指定试验条件下的最佳性能及其对应的合金成分配方，对于镍基变形高温合金，试验条件为持久温度和持久断裂时间，所得最佳性能指标是持久断裂强度值，对于镍基单晶高温合金，试验条件为持久温度和持久应力，所得最佳性能指标是持久寿命。

对镍基变形高温合金：

持久强度的目标函数：σ_c＝purelin(w2*tansig(s*w1+b1)+b2)

其输入变量的转置矩阵s＝[X₁，X₂，…，X_n，t，T]′包括C、Cr、Co、Mo、Ti、Al、Fe、B、Zr、Ni、Nb、W、Ta、Mn、Si、V、Cb、Y等18种合金元素的原子百分数(即按上述合金元素的顺序分别以1、2、3…n作为下标编号，其中n＝18)和持久断裂时间t及持久试验温度T(℃)，其输出变量为持久断裂强度σ(MPa)；合金成本计算是根据合金元素的单价(P_i，元/公斤)乘以每种元素的重量百分数(C_i)确定的，即：

$P=\underset{i=1}{\overset{n}{\mathrm{\Σ}}}{p}_i*C_i$

$\underset{i=1}{\overset{n}{\mathrm{\Σ}}}{C}_i=1$ i＝1，2，……n(合金中有n种元素)

则性能与价格比的目标函数是：

(σ/P)max

优化约束条件为，(1)引用限制元素Mo、W和Cr的含量以控制有害相产生的算式，控制有害σ相的

电子能级相计算法，即 ${\stackrel{\&OverBar;}{M}}_d=\mathrm{\&Sigma;}{X}_i{\left(M_d\right)}_i<0.99,$ ${\stackrel{\&OverBar;}{M}}_{\mathrm{d\&gamma;}}=\mathrm{\&Sigma;}{X}_{\mathrm{i\&gamma;}}{\left(M_d\right)}_i<0.94,$ X_i和X_iγ分别表示合金和γ相中组元i的原子百分含量，(M_d)_i为组元i的d电子能级；(2)引用控制有害μ相的Mo、W含量限制法，即 ${\stackrel{\&OverBar;}{R}}_{\mathrm{MoW}}=\frac{X_{\mathrm{Mo}}}{X_{\mathrm{Mo}}+X_W}<0.27,$ X_Mo和X_W分别为合金中Mo和W的原子百分数；(3)控制密度，使合金密度ρ低于8.9g/cm³， $\mathrm{\&rho;}=\frac{W_{\mathrm{alloy}-\mathrm{cell}}}{V_{\mathrm{alloy}-\mathrm{cell}}}=\frac{N_{\mathrm{alloy}-\mathrm{cell}}^{\mathrm{ay}}\&CenterDot;\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}(X_{\mathrm{it}}\&CenterDot;M_t)/N_A}{a_{\mathrm{alloy}}^3},$ W_alloy，V_alloy分别为合金中一个晶胞内所含各元素的原子质量(g)和一个晶胞的体积(nm³)；X_it、a分别为合金中组元i的原子百分含量(at.％)和合金的点阵常数(nm)；N_alloy-cell ^at表示一个晶胞的原子数；M_i为组元i的摩尔质量；N_A为Avogadro常数，此外，合金中各元素的原子百分数应为1，即 $\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}{X}_i=1,$ _i＝1，2，……n，合金中有n种元素)。

对镍基单晶高温合金：

合金的持久寿命目标函数为：f＝purelin(W₂*tansig((W₁*S)，B₁)，B₂)max其中，输入变量的转置矩阵S＝[C₁ C₂ C₃ C₄ C₅ C₆ C₇ C₈ C₉ C₁₀ C₁₁ Tσ]′合金成本计算是根据合金元素的单价(p_i，元/公斤)乘以每种元素的重量百分数(C_i)确定的(i＝1，2，…，n)，即

$P=\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}{p}_i*C_i$

$\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}{C}_i=1$ i＝1，2，……n(合金中有n种元素)

设计时人为设置C_i：C_il＜C_i＜C_ik，

C_il和C_ik分别表示在设计合金时所给成分范围内元素i的下限和上限值，则性能与价格比的目标函数是：

(σ/P)max

优化约束条件为：

N_dt＝∑A_i*M_di＜0.99

ΔE＝∑A_i*Z_i-(6.28+0.036*∑A_i*M)＜0.03

M_di为i元素的M_d值，M_dt为整个合金的M_d值，Z_i为价电子数，M为合金元素的摩尔质量，A_i为合金元素的原子百分数，控制有害μ相的约束条件为：

A₂+A₃+A₄＜11

A₃+A₄＜4.3

A₄/(A₃+A₄)＜0.3

$\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}{A}_i=1$ i＝1，2，……n(合金中有n种元素)

式中，A₂、A₃和A₄分别表示合金中Cr、W和Mo的原子百分数含量，控制密度的约束条件为：ρ＜9.0(g/cm³)，其算法同于镍基变形合金；优化过程的实现，对现有合金进行成分优化设计时，设置所设计的合金中各元素含量的范围及试验条件(在网络初始训练数据库输入变量成分范围及试验条件范围内)，通过优化计算在给定成分范围和上述约束条件下，搜索出能使目标函数值(镍基变形合金的持久强度和镍基单晶合金的持久寿命)达到最大值的合金的成分配方，然后对合金配方的经济成本进行测算，即将优化出的合金的各元素的重量百分数与对应元素的单价相乘并求和即得，于是在给定成分和试验条件范围内，即可搜索出满足目标函数和约束条件的高性能与价格比的合金成分配方。

实例

实例1：优化镍基变形高温合金的成分。以GH150合金为例，对该合金进行成分优化，并预测其在816℃、1000h下的持久断裂强度。按‘具体实施方式’中的①～③步骤，先后将反映持久断裂强度与合金成分及试验条件(持久试验温度及断裂时间)之间复杂非线性关系的人工神经网络最佳权值矩阵作为最优化设计的目标函数，将控制有害相(

相计算)及合金密度的因素作为约束条件，进行合金优化设计计算，结果得到改良合金的成分配方和持久断裂强度的预测值，如表6所示。即在原GH150合金成分基础上，设计出的合金在816℃、1000h时的持久断裂强度(130MPa)比原合金在同等试验条件下的持久断裂强度(112.45MPa)能提高近16％，性/价比提升了17％，为该合金的改良提供了重要参考意义。

实例2：优化镍基单晶高温合金的成分。以无铼第二代镍基单晶高温合金DD98(我国近期研制的合金牌号)和MC2(法国牌号)以及含铼第二代镍基单晶高温合金CMSX-4(美国牌号)合金为例进行比较，在设定成分范围内进行成分优化设计，分别获得表7所示的各合金的成分配方，即获得无铼Alloy1和含铼Alloy2两种合金，各给定牌号合金的实测持久寿命及用本发明方法预测的持久断裂寿命值也一并列于表7中，需要说明铼的价格为黄金价格的三分之一；其结果的获得是按‘具体实施方式’中的①～③步骤，先后将反映持久寿命与合金成分及试验条件(持久试验温度及应力)之间复杂非线性关系的人工神经网络最佳权值矩阵作为最优化设计的目标函数，将对有害相(σ、μ相)及合金密度(ρ)的控制因素作为约束条件，进行合金优化设计计算，结果得到改良合金(无铼第二代单晶合金Alloy1和含铼第二代单晶合金Alloy2)的成分配方和持久断裂寿命值的预测值，见表7；可见，用本发明方法采用的人工神经网络预测，所得寿命预测值与实测值很接近；所设计改良合金的持久寿命预测值及性/价比明显提高：将本发明设计的不含铼的Alloy1合金与国内同类的DD98合金相比其性/价比提高了50％，与法国同类的MC2合金相比提高了20％；而本发明设计的含铼的Alloy2合金的性/价比为美国同类合金CMSX-4的一倍。

表1用于镍基变形高温合金网络训练数据的各变量范围

合金成分，wt.％
												C	Cr	Co	Mo	Ti	Al	Fe	B	Zr	Ni	Nb	W
0～1.1	4～30.4	0～29	0～16	0～5	0～15	0～40	0～0.4	0～0.2	37.92～80.5	0～5.1	0～36
												Ta	Mn	Si	V	Cb	Y	时间(h)		温度(℃)		持久强度(MPa)
0～23.3	0～0.9	0～0.7	0～1.1	0～10.9	0～0.6	14.7～1860		404～1149		3～823.2

表2用于镍基单晶高温合金网络训练数据的各变量范围

合金成分，wt.％	Co	Cr	W	Mo	Al	Ti
							0.0-16.9	0.0-20.5	0.0-18.6	0.0-10.5	1.05-7.5	0.0-9.0
	Nb	Ta	Re	Hf	V
							0.0-5.6	0.0-14	0.0-7.6	0.0-2.0	0.0-5.4
	温度(℃)	700-1200
应力(MPa)								50-1000
	持久寿命(h)	30-15000

表3对镍基变形高温合金建立的网络进行可靠性检验

合金序号	合金成分，wt.％													温度(℃)	时间(h)	持久强度(MPa)		相对误差(％)
																			C	Cr	Co	Mo	Ti	Al	Fe	B	Zr	Ni	Nb	W	Ta		实验值	预测值
	1234567	0.030.050.150.150.0090.0090.011	1615141511.359.668.64	00818.59.4310.910.7	003.55.22.042.430	1.82.52.53.53.691.381.75	0.20.753.54.253.925.195.41	40701000	000.010.050.0960.0840.15	000.0500.0830.0620.074	38.6774.761.2952.3560.97259.11559.495	2.903.50000	003.504.189.6612.84		00004.231.50	649649649816760982982	10001001000100254.458.1128.3																		580509.6865399.84648200200	614466832387673191216	5.968.653.853.243.834.648.22

表4对镍基单晶高温合金建立的网络进行可靠性检验所用参量

合金序号	合金成分，wt.％											温度，(℃)	应力，(MPa)
														Co	Cr	W	Mo	Al	Ti	Nb	Ta	Re	Hf	V
	12345678910111213141516	15.010.012.010.07.59.59.59.59.55.09.910.010.08.66.46.5	20.50.00.00.07.06.56.56.56.515.77.17.07.112.01.82.5	2.35.05.05.08.06.56.56.56.56.06.96.07.08.65.25.5	0.51.01.01.02.00.60.60.60.61.62.02.02.10.00.00.5	2.65.55.55.85.35.65.75.65.73.55.85.55.42.85.55.6	3.72.10.00.01.50.60.60.60.63.60.00.00.05.50.00.7	1.00.00.00.00.00.00.00.00.00.00.00.00.00.00.30.2	1.66.06.06.06.08.26.78.26.70.03.96.96.22.79.58.2	0.03.03.03.00.03.03.03.03.00.02.93.03.00.07.24.6	0.01.51.51.50.00.20.20.20.20.00.10.10.10.00.20.1														0.00.02.21.60.00.00.00.00.00.00.00.00.00.00.00.0	816899899899950950950950950982982982982100010501100	300414414414240200200165165152248.2248.2248.282.7140100

表5对镍基单晶高温合金建立的网络进行可靠性检验

合金序号	持久寿命实测值tf，h	lgtf	持久寿命平均预测值tf′，h	lgtf′	误差(1)，％*	误差(2)，％*	平均误差(2)，％
								12345678910111213141516	2785208200182603228022035040518074.4219.6271.5299.2199.11648908	3.442.322.302.262.783.363.343.703.711.872.342.432.482.303.222.96	2663.73226.62209.23197.61591.442423.762126.485509.515057.1572.52228.76258.36293.66217.891594.40762.25	3.432.362.322.302.773.383.333.743.701.862.362.412.472.343.202.88	4.358.954.618.581.926.313.479.322.372.534.174.841.859.443.2516.05	0.291.720.871.770.360.600.301.080.270.530.850.820.401.740.622.70	0.93

^*：误差(1)＝|t_f′-t_f|/t_f×100％

误差(2)＝|lgt_f′-lgt_f|/lgt_f×100％

表6在给定成分范围内对镍基变形高温合金GH150进行成分优化并

预测其在816℃/1000h下的持久断裂强度

合金成分，at％													6(MPa)	性/价比
															元素	C	Cr	Co	Mo	Ti	Al	Fe	B	Zr	Ni	Nb	W
原合金	0.24	16.74	0	2.72	2.54	2.36	29.22	0.04	0.01	44.49	0.69	0.95																112.45	1.35
													优化范围	0.2～0.5	8～17	0～0	0.8～3	1～3	1.5～3	23～35	0.01～0.03	0.01～0.03	40～48	0.3～1.2	0.4～1.5	-
改良合金	0.41	16.9	0	0.7	2.71	2.53	29.38	0.13	0.13	44.65	0.85	1.6																130	1.59

注：σ为持久强度设计值

表7第二代镍基单晶高温合金在980℃/250MPa下的持久寿命

合金	合金成分，wt.％									密度(g.cm-3)	持久寿命预测值(h)	持久寿命实测值(h)	性/价比
														Co	Cr	W	Mo	Al	Ti	Ta	Re	Ni
	DD98	4.96	5.39	6.55	2.05	5.22	0.96	5.32	0														69.55	8.55	147	150	0.8
MC2										5.00	8.00	8.00	2.00	5.00	1.50	6.0	0	64.5	8.63	181	200	1.0
	CMSX-4	9.00	6.50	6.00	0.60	5.60	1.00	6.50	3.00														61.7	8.68	209	178	0.2
范围1										0.3～0.5	0.1～0.3	0.05～0.3	0.7～0.8	0.6～0.8	0.7-0.9	0.1～0.3	0～0.8	余量
	Alloy1	5.90	7.17	8.84	1.58	5.16	1.35	6.27	0														63.73	8.70	228		1.2
范围2										0.4～0.6	0.2～0.4	0.05～0.3	0.8～0.9	0.5～0.7	0.5～0.7	0～0.2	0.4～0.6	余量
	Alloy2	5.05	6.15	8.84	0.53	4.84	2.03	6.62	1.52														64.42	8.82	250		0.4

注：范围1为无铼镍基单晶合金成分优化设计的元素含量范围；范围2为含铼镍基单晶合金成分优化设计的元素含量范围；Alloy1：用本发明法设计的无铼(Re)镍基单晶高温合金，Alloy2：用本发明法设计的含铼(Re)第二代镍基单晶高温合金；CMSX-4合金还含元素0.1％Hf

数据库A(镍基变形高温合金神经网络训练数据库)

合金牌号	C	Cr	Co	Mo	Ti	Al	Fe	B	Zr	Ni	Nb	W	Ta	Mn	Si	V	Cb	Y	测试温度(C)	寿命(h)	测试应力(Mpa)
																						AA-1BB-1CC-1C-2C-3E-1AA-2A-2BB-2B-2DDD-1FFF-1C-4C-4C-5C-5C-6C-6	0.10.120.10.110.150.150.090.150.180.10.0140.0140.10.040.040.150.150.0090.210.210.0090.0110.0110.010.010.0140.014	87.871010.298.759.38.7510.189.759.751010.5610.56999.6612.512.511.359.339.338.338.338.898.89	1010.1510101010.110.310.115.11012.1512.151011.7611.76101010.91999.4310.6610.6610.710.710.6410.64	66.0633.0500003.0165.895.8933.13.12.52 52.43222.04000000	11.0811.1221.982.081.984.810.960.9610.990.991.51.51.384.24.23.691.761.761.781.781.771.77	65.9566.354.994.84.995.3365.955.9566.036.035.55.55.193.23.23.925.655.655.535.535.635.63	000000000000000000000000000	0.060.10.0150.10.0150.10.130.20.10.0160.0810.0810.0150.1090.1090.0150.0150.0840.020.020.0960.020.020.030.030.080.08	0.10.050.10.140.050.060.030.060.060.10.0730.0730.10.0840.0840.050.050.0620.10.10.0830.0770.0770.0750.0750.0790.079	64.4964.2262.78562.2360.28560.6459.2660.5460.4664.53461.42261.42262.78561.62761.62759.78559.78559.11560.9760.9760.97259.13259.13260.19560.19559.23759.237	000000000000000000000000000	000012.51212.8112000000010109.663.93.94.1812.4112.4112.412.412.7412.74	4.254.476.75000004.253.713.7175.75.71.51.51.53.93.94.23000000	000000000000000000000000000	000000000000000000000000000	000000000.86000000000000000000	000011.231.21.2300000000000000.950.950.950.950.920.92	000000000000000000000000000	760760760760760760760760760982760982982760982760982760760982982760982760982760982	31229.6102.1297.246.7400.6442.6245.534553.2146.544.850320652412050432.8623079.2314.873.6392285.2448113.9	648648648648648648648648648200648200200648200648200648648200200648200648200648200

C-7C-7C-8C-9C-9C-10C-10C-11C-11C-12C-12C-13C-13E-2E-2E-3E-3E-4E-4E-5E-5E-6E-6E-7E-7E-8E-8E-9E-9

0.0120.0120.0110.0180.0180.0180.0180.0450.0450.0230.0230.0330.0330.010.010.0080.0080.0080.0080.0080.0080.010.010.0110.0110.0120.0120.0120.012

8.618.618.648.978.978.968.969.59.59.549.5410108.568.569.19.18.958.959.679.679.879.879.879.8710.2210.2210.0510.05

10.6610.6610.7110.7810.7810.610.610.510.510.6910.6910.5410.5416.616.616.6716.6716.6216.6216.4216.4216.6216.6216.8616.8616.816.816.6916.69

00000000000003.013.012.942.943.173.173.063.063.033.033.253.253.333.333.323.32

1.781.781.751.771.771.761.76221.751.751.751.754.894.894.94.94.884.884.744.744.914.914.644.644.644.644.564.56

5.85.85.415.135.135.155.154.984.984.764.764.764.765.585.585.715.715.65.65.615.615.635.635.225.225.235.235235.23

00000000000000000000000000000

0.140.140.150.20.20.2350.2350.10.10.280.280.390.390.0180.0180.0440.0440.0880.0880.090.090.1250.1250.170.170.180.180.220.22

0.0680.0680.0740.0650.0650.1540.1540.060.060.0530.0530.0380.0380.0790.0790.0670.0670.0740.0740.0710.0710.060.060.0670.0670.0690.0690.0640.064

59.1759.1759.49559.60759.60759.86359.86349.41549.41560.18460.18458.18958.18960.19360.19359.49159.49159.5459.5459.25159.25158.68558.68558.91658.91658.50958.50958.84458.844

00000000000000000000000000000

12.8412.8412.8412.5512.5512.4112.4112.512.511.8411.8413.5113.510000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000001.061.061.071.071.071.071.081.081.061.060.9960.9961.011.011.011.01

0.920.920.920.910.910.850.8510.910.90.880.880.790.790000000000000000

00000000000000000000000000000

760982760760982760982760982760982760982760982760982760982760982760982760982760982760982

452.9122.4468.6459.8117.1458.664.8397.292.3347.44380.714.738.62768.148.6104.241.3117.238 1174.141.2266.336.5302.231.9357.627.6

648200648648200648200648200648200648200648200648200648200648200648200648200648200648200

ASTROLOYASTROLOYASTROLOYASTROLOYASTROLOYASTROLOYASTROLOYD-979D-979D-979D-979D-979HASTELLOYSHASTELLOYSHASTELLOYSHASTELLOYSHASTELLOYSINCONEL600INCONEL600INCONEL600INCONEL601INCONEL601INCONEL601INCONEL601INCONEL601INCONEL601INCONEL601INCONEL601A

0.060.060.060.060.060.060.060.050.050.050.050.050.020.020.020.020.020.080.080.080.050.050.050.050.050.050.050.050.018

15151515151515151515151515.515.515.515.515.515.515.515.5232323232323232328

171717171717170000000000000000000000

5.35.35.35.35.35.35.34444414.514.514.514.514.5000000000000

3.53.53.53.53.53.53.53333300000000000000000.02

4444444111110.20.20.20.20.21.41.41.41.41.41.41.41.41.41.41.40.02

000000027272727271111188814.114.114.114.114.114.114.114.10

0.030.030.030.030.030.030.030.010.010.010.010.010.0090.0090.0090.0090.009000000000000.005

00000000000000000000000000000.04

55.1155.1155.1155.1155.1155.1155.1149.4949.4949.4949.4949.4967.87167.87167.87167.87167.87174.3274.3274.3260.7560.7560.7560.7560.7560.7560.7560.7556.739

00000000000000000000000000000.02

000000000000000000000000000015.1

00000000000000000000000000000

00000000.250.250.250.250.250.50.50.50.50.50.50.50.50.50.50.50.50.50.50.50.50.01

00000000.20.20.20.20.20.40.40.40.40.40.20.20.20.20.20.20.20.20.20.20.20.02

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000.008

649704760816871927982649704760816871649704760816871816982109364970476081687198210931149900

10001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001005

770580430290175110555153802501456927017010568383912619590634330147653.9

AABBBCCCDDDEEEFFFGGGHHHIIIJJJ

0.0180.0180.0210.0210.0210.0170.0170.0170.0240.0240.0240.030.030.030.0250.0250.0250.0180.0180.0180.0220.0220.0220.0310.0310.0310.0260.0260.026

282823.923.923.920.120.120.118.318.318.316.416.416.430.430.430.411.911.911.918.518.518.518.718.718.718.118.118.1

00000000000000000000000000000

00000000000000000000000000000

0.020.020.020.020.020.040.040.040.030.030.030.010.010.010.030.030.030.040.040.040.020.020.020.230.230.230.010.010.01

0.020.020.040.040.040.030.030.030.030.030.030.050.050.050.010.010.010.040.040.040.020.020.020.040.040.040.010.010.01

00000000000000000000000000000

0.0050.0050.0080.0080.0080.0030.0030.0030.0060.0060.0060.0040.0040.0040.0040.0040.0040.0020.0020.0020.0050.0050.0050.0060.0060.0060.00050.00050.0005

0.040.040.070.070.070.050.050.050.060.060.060.040.040.040.0060.0060.0060.070.070.070.060.060.060.030.030.030.010.010.01

56.73956.73957.62857.62857.62858.45558.45558.45559.54959.54959.54959.66959.66959.66956.61956.61956.61960.37760.37760.37758.82258.82258.82258.83258.83258.83259.922559.922559.9225

0020020.050.050.050.040.040.040.040.040.040.030.030.030.050050.050.020.020.020.010.010.010.040.040.040.030.030.03

15.115.118.218.218.221.221.221.221.921.921.923.723.723.712.812.812.827.527.527.521.421.421.422222221.821.821.8

00000000000000000000000000000

0.010.010.020.020.020.030.030.030.040.040.040.010.010.010.030.030.030.020.020.020.880.880.880.050.050.050.030.0030.03

0.020.020.040.040.040.030.030.030.010.010.010.050.050.050.020 020.020.010.010.010.260.260.260.040.040.040.060.060.06

00000000000000000000000000000

00000000000000000000000000000

0.0080.0080.0030.0030.0030.0050.0050.0050.0110.0110.0110.0070.0070.0070.0060.0060.0060.0030.0030.0030.0010.0010.0010.0010.0010.0010.0010.0010.001

10001050900100010509001000105090010001050900100010509001000105090010001050900100010509001000105090010001050

1752820110218028521035179983110561860849111018008465794903417458434768641130606102317608318231203599

29.419.653.929.419.653.929.419.653.929.419.653.929.419.653.929.419.653.929.419653.929.419 653.929.419.653.929.419.6

KKKLLLMMMNNNOOOPPPQQQRRRSSSTT

0.020.020.020.0190.0190.0190.0610.0610.0610.0230.0230.0230.020.020.020.0220.0220.0220.030.030.030.0190.0190.0190.0550.0550.0550.0210.021

19191918.518.518.518.418.418.418.318.318.318.718.718.718.218.218.218.918.918.927.627.627.627.427.427.416.116.1

00000000000000000000000000000

00000000000000000000000000000

0.040.040.040.030.030.030.010.010.010.040.040.040.020.020.020.030030.030.30.30.30.040.040.040.220.220.220.020.02

0.420.420.420.030.030.030.020.020.020.040.040.040.020.020.020.040.040.040.20.20.20.010.010.010.030.030.030.040.04

00000000000000000000000000000

0.0070.0070.0070.0090.0090.0090.0040.0040.00400060.0060.0060.0050.0050.0050.0130.0130.0130.0060.0060.0060.00050.00050.00050.0040.0040.0040.00050.0005

0.050.050.050.060.060.060.040.040.040.130.130.130.030.030.030.050.050.050.060.060.060.010.010.010.050.050.050.010.01

59.06859.06859.06859.41459.41459.41459.44959.44959.44959.90659.90659.90658.57558.57558.57559 73759.73759.73758.52558.52558.52556.274556.274556.274556.5456.5456.5459.705559.7055

0.050.050.050.330.330.330.040.040.040.010.010.010.050.050.050.020.020.020.040.040.040.020.020.020.040.040.040.030.03

21.321.321.321.521.521.521.921.921.921.521.521.522.522.522.521.821.821.821.921.921.915.215.215.215.615.615.62424

00000000000000000000000000000

0.020.020.020.060.060.060.020.020.020.030.030.030.040.040.040.050.050.050.020.020.020.520.520.520.040.040.040.030.03

0.020.020.020.040.040.040.050.050.050.010 010.010.020.020.020.030.030.030.010.010.010.30.30.30.020.020.020.040.04

00000000000000000000000000000

00000000000000000000000000000

0.0050.0050.0050.0080.0080.0080.0060.0060.0060.0050.0050.0050.020.020.020.0080.0080.0080.0090.0090.0090.0060.0060.0060.0010.0010.0010.0030.003

9001000105090010001050900100010509001000105090010001050900100010509001000105090010001050900100010509001000

1089179985610081623769100116978091046174382278410785089991807876102317828416781249490101117698368451280

53.929.419.653.929.419.653.929.419.653.929.419.653.929.419.653.929419.653.929.419.653.929.419.653.929.419.653.929.4

TUUUX-750X-750X-750702702MM625625UDIMET520WASPALOYAWASPALOYABBINCONEL617INCONEL617INCONEL617INCONEL617INCONEL617INCONEL617INCONEL617INCONEL617INCONEL625INCONEL625INCONEL625

0.0210.0710.0710.0710.040.040.040.020.020.040.040.050.050.050.070.070.070.070.070.070.070.070.070.070.070.070.050.050.05

16.115.915.915.91515151515151522221919.519.519.519.5222222222222222221.521.521.5

00000000000001213.513.513.513.512.512.512.512.512.512.512.512.5000

000000000009964.34.34.34.399999999999

0.020.280.280.282.52.52.50.50.5330.20.233333000000000.20.20.2

0.040.030.030.031.21.21.233000.20.221.41.41.41.4111111110.20.20.2

00007.57.57.5117.27.20002222000000002.52.52.5

0.00050.0030.0030.0030000000000.0050.0060.0060.0060.000600000000000

0.010.040.040.0400000000000.090.090.070.0700000000000

59.705559.15559.15559.15572.7672.7672.7680.4880.4874.7674.7668.5568.5557.94555.63455.63455.45455.45455.4355.4355.4355.4355.4355.4355.4355.4362.5562.5562.55

0.030.020.020.0211100000000000000000003.63.63.6

2423.723.723.70000000000000000000000000

00000000000000000000000000000

0.030.460.460.4600000000000000000000000.20.20.2

0.040340.340.3400000000000.50.50.70.7000000000.20.20.2

00000000000000000000000000000

00000000000000000000000000000

0.0030.0010.0010.0010000000000000000000000000

10509001000105081687198264998264981664981681664981664981664970481687192798210381093649704760

621794110458210010010010010010010010010010010010010010010001000100010001000100010001000100010001000

19.653.929.419.6235.2124.4622.54372.421.56379.26117.6427.2882.32302.82743.82275.38773.22247.94360220976343261910370240160

INCONEL625INCONEL625INCONEL625690690690706718718718INCONELX750INCONELX750INCONELX750INCONELX750INCONELMA754IN-102IN-102IN-102IN-102IN-587IN-587IN-587IN-597IN-597IN-597IN-597M-252M-252M-252

0.050.050.050.030.030.030.030.040.040.0400000.050.060.060.060.060.050.050.050.050.050.050.050.150.150.15

21.521.521.53030301619191915.515.515.515.5201515151528.528.528.524.524.524.524.5202020

000000000000000000020202020202020101010

99900003330000033330001.51.51.51.5101010

0.20.20.20001.80.30.30.32.52.52.52.50.50 60.60.60.62.32.32.333332.62.62.6

0.20.20.20000.20.50.50.50.70.70.70.70.30.40.40.40.41.21.21.21.51.51.51.5111

2.52.52.59.59.59.54018.518.518.57777077770000000000

0000000000000000.0050.0050.0050.0050.0030.0030.0030.0120.0120.0120.0120.0050.0050.005

0000000000000000.030.030.030.030.050.050.050.050.050.050.05000

62.5562.5562.5560.4760.4760.4738.6753.1653.1653.1673.373.373.373.378.5567.90567.90567.90567.90547.19747.19747.19748.38848.38848.38848.38855.24555.24555.245

3.63.63.60002.95.15.15.11111033330.70.70.71111000

00000000000000033330000000000

00000000000000000000000000000

0.20.20.20000.20.20.20.200000000000000000.50.50.5

0.20.20.20000.20.20.20.200000000000000000.50.50.5

00000000000000000000000000000

00000000000000000000000000000

000000000000000.600000000000000

8168719826497047607046497047606498168719271093649704760816704760816704760816871649404760

10001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000

90491810064413655953651954701054521125360180905143528551515340215125565415270

M-252M-252NIMONIC75NIMONIC75NIMONIC75NIMONIC75NIMONIC75NIMONIC75NIMONIC75NIMONIC75NIMONIC80ANIMONIC80ANIMONIC80ANIMONIC80ANIMONIC81NIMONIC81NIMONIC81NIMONIC81NOMONIC90NOMONIC90NOMONIC90NOMONIC90NOMONIC90NIMONIC105NIMONIC105NIMONIC105NIMONIC105NIMONIC105115

0.150.150.10.10.10.10.10.10.10.10.060.060.060060.030.030 030.030 070.070.070.070.070.130.130.130.130.130.15

202019.519.519.519.519.519.519.519.519.519.519.519.53030303019.519.519.519.519.5151515151514.3

1010000000000000000016.516.516.516.516.5202020202013.2

1010000000000000000000000555553.3

2.62.60.40.40.40.40.40.40.40.42.42.42.42.41.81.81.81.82.452.452.452.452.451.21.21.21.21.23.7

11000000001.41.41.41.40.90.90.90.91.451.451.451.451.454.74.74.74.74.74.9

00333333330000000000000000000

0.0050.005000000000.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0030.0050.0050.0050.0050.0050.16

00000000000.060.060.060.060.060060.060.060.060.060.060.060.060.10.10.10.10.10.04

55.24555.24576.476.476.476.476.476.476.476.475.97775.97775.97775.97766.60766.60766.60766.60759.36759.36759.36759.36759.36753.26553.26553.26553.26553.26560.25

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

0.50.50.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30

0.50.50.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30.30 30.30.30.30.30.30.30.30.30

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

8168716497047608168719279821038649704760816649704760816649704760816871760816871927982760

10001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000

1609717097482875334202701608326524014576455325205110613302351306230420

115115115115nimonicpel1nimonicpel1nimonicpel1pe16pe16pe16pyromet860pyromet860pyromet860pyromet860pene41pene41pene41pene41pene41pene41rct4rct4rct4rct4rct4rct13rct13rct13rct13

0.150.150.150.150.050.050.050.050.050.050.050.050.050.050.090.090.090.090.090.090.060.060.060.060.060.060.060.060.06

14.314.314.314.318181816.516.516.512.612.612.612.6191919191919202020202020202020

13.213.213.213.200000044441111111111110000018181818

3.33.33.33.35.25.25.23.23.23.266661010101010104.54.54.54.54.54.54.54.54.5

3.73.73 73.72.32.32.31.21.21.233333333332.42.42.42.42.42.52.52.52.5

4.94.94.94.90.80.80.81.21.21.21.251.251.251.251.51.51.51.51.51.51.41.41.41.41.41.51.51.51.5

000035353534.434.434.4303030300000005555564.54.54.5

0.160.160.160.160.030.030.030.0030.0030.0030.010.010.010.010.0050.0050.0050.0050.0050.0050.0040.0040.0040.0040.0040.0040.0040.0040.004

0.040.040.040.040.20.20.20.040.040.040000000000000000000

60.2560.2560.2560.2537.9237.9237.9243.40743.40743.40742.9942.9942.9942 9955.40555.40555.40555.40555.40555.40566.63666.63666.63666.63666.63647.43648.93648.93648.936

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000.20.20.20000.050.050.050.05000000000000000

00000.30.30.30000.050.050.050.05000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

816871927982649704760649704760649704760816649704760816871927649704760816871649704760871

10001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000

28518511066335245145345235150545365250140705550345200115764853402001055549538525583

UDIME400UDIME400UDIME400UDIME400UDIEE400UDIMET500UDIMET500UDIMET500UDIMET500UDIMET500UDIMET500520520520520520700700700700700700700710710710710710AF2-10A

0.060.060.060.060.060.080.080.080.080.080.080.050.050.050.050.050.080.080.080.080.080.080.080.070.070.070.070.070.35

17.517.517.517.517.5181818181818191919191915151515151515181818181812

141414141418.518.518.518.518.518.5121212121218.518.518.518.518.518.518.5151515151510

44444444444666665.25.25.25.25.25.25.2333333

2.52.52.52.52.52.92.92.92.92.92.9333333.53.53.53.53.53.53.5555553

1.51.51.51.51.52.92.92.92.92.92.9222224.34.3434.34.34.34.32.52.52.52.52.54.6

00000000000000000000000000000.526

0.0080.0080.0080.0080.0080.0060.0060.0060.0060.0060.0060.0050.0050.0050.0050.0050.030.030.030.030.030.030.030.020.020.020.020.020.014

0.060.060.060.060.060.050.050.050.050.050.05000000000000000000.01

59.87259.87259.87259.87259.87253.56453.56453.56453.56453.56453.56456.94556.94556.94556.94556.94553.3953.3953.3953.3953.3953.3953.3954.9154.9154.9154.9154.9159

0.50.50.50.50.5000000000000000000000000

000000000001111100000001.51.51.51.51.56

00000000000000000000000000001.5

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

649704760816871649704760816871927649704760816871649704760816871927982760816871927982871

10001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000

600440305195110760510325205125835854753452301507055754302952001105246031020011569260

AF2-10A	0.35	12	10	3	3	4.6	0.526	0.014	0.01	59	0	6	1.5	0	0	0	0	0	927	1000	150
																						WASPALOY	0.08	19.5	13.5	4.3	3	1.3	0	0.006	0.06	58.254	0	0	0	0	0	0	0	0	649	1000	615
WASPALOY	0.08	19.5	13.5	4.3	3	1.3	0	0.006	0.06	58.254	0	0	0	0	0	0	0	0	704	1000	450
																						WASPAOY	0.08	19.5	13.5	4.3	3	1.3	0	0.006	0.06	58.254	0	0	0	0	0	0	0	0	760	1000	290
WASPALOY	0.08	19.5	13.5	4.3	3	1.3	0	0.006	0.06	58.254	0	0	0	0	0	0	0	0	816	1000	180
																						WASPALOY	0.08	19.5	13.5	4.3	3	1.3	0	0.006	0.06	58.254	0	0	0	0	0	0	0	0	871	1000	110
I	1.1	7	8	0	0	6.5	0	0	0	54.1	0	0	23.3	0	0	0	0	0	927	57.8	275.8
																						II	1.1	6.7	8.4	5	0.84	5	0	0	0	54.6	0	0	18.3	0	0	0	0	0	927	41.4	275.8
III	1.10000000.140000	71620202424282323232323	800000000000	500000000000	00000000.350.400.20	6.500000000000	000000000000	000000000000	00000000.10000	54.168686060525258.4158.658.558.559	0000000000.50.30	01612201624201818181818	18.300000000000	000000000000	000000000000	000000000000	000000000000	000000000000	92710001000100010001000100010001000100010001000	62.713716349453475118620632480556281	275.829.4229.4229.4229.4229.42294229.4229.4229.4229.4229.42
																						1	0.04	19.8	0	0	0.5	0	0	0	0.03	59.03	0	20.6	0	0	0	0	0	0	1000	494	29.42
2	0.05	23.7	0	0	0.6	0	0	0	0.03	58.92	0	16.7	0	0	0	0	0	0	1000	534	29.42
																						6	0.04	23.1	0	0	0.4	0	0	0	0	58.66	0	17.8	0	0	0	0	0	0	1000	632	29.42
7	0.06	22.1	0	0	0	0	0	0	0	60.54	0.5	16.8	0	0	0	0	0	0	1000	480	29.42
																						8	0.03	20.8	0	0	0.5	0	0	0	0	59.07	0	19.5	0	0	0	0	0	0	1000	762	29.42
9	0.03	21.7	0	0	0	0	0	0	0.05	59.02	0.4	18.8	0	0	0	0	0	0	1000	653	29.42
																						10	0.05	22.9	0	0	0.2	0	0	0	0	58.85	0.3	17.7	0	0	0	0	0	0	1000	556	29.42
11	0.04	23.1	0	0	0.5	0	0	0.014	0	58.85	0	17.5	0	0	0	0	0	0	1000	957	29.42
																						13	0.04	21.5	0	0	0.4	0.6	0	0	0	57.76	0	19.7	0	0	0	0	0	0	1000	641	29.42

14	0.02	21.6	0	0	0.4	0	0	0	0.04	58.14	0	19.8	0	0	0	0	0	0	1000	660	29.42
																						21	0.05	4	0	0	0	0	0	0	0	59.95	0	36	0	0	0	0	0	0	1000	80	29.42
22	0.05	7.9	0	0	0.6	0	0	0	0.05	59.1	0	32.3	0	0	0	0	0	0	1000	136	29.42
																						23	0.04	12	0	0	0.5	0	0	0	0.04	59.12	0	28.3	0	0	0	0	0	0	1000	176	29.42
31	0.04	15.5	0	15.8	0	0	5.6	0	0	58.76	0	3.6	0	0.8	0.4	0.3	0	0	1000	133	29.42
																						32	0.030.10.10.10.050.050.050.050.050.080.080.080.080.080.10.10.10.10.10.080.080.080.050.15	20.51616161515151515151515151515151515151919191918	121.51.51.5000000000029292929291818181217	8.55.55.55.500000000003333344464	0.43332.52.52.52.52.52.52.52.52.52.52.252.252.252.252.252.92.92.933	1.21515150.750.750.750.750.750.70.70.70.70.72.852.852.852.852.852.92.92.924	088877777777771111144400	0.00300000000000000.0050.0050.0050.0050.0050.0050.0050.0050.0050.04	000000000000000.050.050.050.050.0500000	56.9750.950.950.974.774.774.774.774.773.8273.8273.8273.8273.8246.74546.74546.74546.74546.74549.11549.11549.11557.94553.81	0000000000.90.90.90.90.90000000000	000000000000000000000000	000000000000000000000000	000000000000000000000000	0.400000000000000000000000	000000000000000000000000	000000000000000000000000	000000000000000000000000	1000649816982649732816871982649732816871982649732816871982649816871816982	15410001000100010001000100010001000100010001000100010001000100010001000100010001000100010001000	29.42431.2205.834 3406.7233.2498.984918.62468.44275.38117.661.7415.68599.76372.4205.8107.823.52646.8220.5147220.558.8

0.150.150.150.070.150.150.240.240.240.240.090.090.090.090.050.050.270.270.10.10.10.050.050.080.080.080.080.080.1

15151518191916.2516.2516.2516.251919191915159.39.31616161515151515151515

18.518.518.51510107.27.27.27.2111111110015151.51.51.5000000029

5.25.25.2310101616161610101010993.253.255.55.55.500000003

3.53.53.552.62.63.23.23.23.23.13.13.13.12.52.53.253.253332.52.52.52.52.52.52.52.25

4.254.254.252.5111.91.91.91.91.51.51.51.51.251.255.255.251515150.750.750.70.70.70.70.72.85

1110.5009.59.59.59.5000022220088877777771

0.050.050.050.020.0050.0050.0080.0080.0080.0080.010010.010.01000.0150.01500000000000.005

0000000.060.060.060.060000000000000000000.05

52.3552.3552.3555.9157.24557.24545.64245.64245.64245.64255.355.355.355 350.250.258.31558.31550.950.950.974.774.773.8273.8273.8273.8273.8246.745

000000000000000000000000.90.90.90.90.90

00000000000000005.355.3500000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

00000000000000000000000000000

649816871816649816649816871982649732816871649732816982649816982816982649732816871982649

100010001000100010001000100010001000100010001000100010001000100010001000100100100100100100100100100100100

702.66295.96186.2320.46550.76151.9675.22234.22151.945.08702.66445.9199.92117.6537.04254.8392.9868.6588274.454.88131.3222.05551.74344.96193.06124.4622.54686

	0.10.10.10.10.080.080.080.050.150.150.150.070.150.150.240.24	151515151919191918151518191916.2516.25	29292929181818121718.518.51510107.27.2	3333444645.25.2310101616	2.252.252.252.252.92.92.9333.53.552.62.63 23.2	2.852.852.852.852.92.92.9244.254.252.5111.91.9	111144400110.5009.59.5	0.0050.0050.0050.0050.0050.0050.0050.0050.040.050.050.020.0050.0050.0080.008	0.050.050.050.0500000000000.060.06	46.74546.74546.74546.74549.11549.11549.11557.94553.8152.3552.3555.9157.24557.24545.64245.642	0000000000000000	0000000000000000	0000000000000000	0000000000000000	0000000000000000	0000000000000000	0000000000000000	0000000000000000	732816871982816871982816982871982816649816816871	100100100100100100100100100100100100100100100100	519.4295.9619641.16302.82196823.2302.8289.18282.24110.74468.44661.5241.08323.4220.5
																						Unitemp1753	0.240.090.090.090.090.090.050.050.050.270.27	16.2519191919191515159.39.3	7.211111111110001515	1610101010109993.253.25	3.23.13.13.13.13.12.52.52.53.253.25	1.91.51.51.51.51.51.251.251.255.255.25	9.50000022222200	0.0080.010.010.010.010.010000.0150.015	0.060000000000	45.64255.355.355.355.355.350.250.250.258.31558.315	00000000000	0000000005.355.35	00000000000	00000000000	00000000000	00000000000	00000000000	00000000000	982649732816871982649732816816982	100100100100100100100100100100100	68.6757.54555.66309.68192.0868.6688.94382.2172.48495.88138.18
E	0.18	10	15	3	4.7	5.5	0	0.015	0.06	60.545	0	0	0	0	0	1	0	0	760	26.6	648
																						INCONEL600	0.08	15.5	0	0	0	1.4	8	0	0	74.32	0	0	0	0.5	0.2	0	0	0	871	1000	24

INCONEL61712pene95AF2-10AAF2-10A	0.070.020.150.350.35	2222.8141212	12.5081010	903.533	00.32.533	103.54.64.6	0000.5260.526	000.010.0140.014	000.050.010.01	55.4358.7261.295959	003.500	018.13.566	0001.51.5	00000	00000	00000	00000	00.06000	7601000704760816	1000723100010001000	16529.42525525380
																						GH150	0.050.050.050.050.050.050.050.050.050.050.050.05	151515151515151515151515	000000000000	4.54.54.54.54.54.54.54.54.54.54.54.5	2.12.12.12.12.12.12.12.12.12.12.12.1	1.11.11.11.11.11.11.11.11.11.11.11.1	28.12228.12228.12228.12228.12228.12228.12228.12228.12228.12228.12228.122	0.0080.0080.0080.0080.0080.0080.0080.0080.0080.0080.0080.008	0.020.020.020.020.020.020.020.020.020.020.020.02	454545454545454545454545	1.11.11.11.11.11.11.11.11.11.11.11.1	333333333333	000000000000	000000000000	000000000000	000000000000	000000000000	000000000000	600600600700700700800800800900900900	1005001000100500100010050010001005001000	785700670500400360255175140905540

数据库B(镍基单晶高温合金神经网络训练数据库)

美国专利号	合金编号	元素												试验条件		试验结果
																	4707129		Co	Cr	W	Mo	Al	Ti	Nb	Ta	Re	Hf	V	Ni	温度(℃)	应力(MPa)	持久寿命(h)
	TMS-1TMS-2A1454A203ENA100	7.507.305.000.000.00	5.505.5010.005.009.00	16.6018.604.005.0010.50	0.000.000.002.001.00	5.205.305.005.505.75	0.000.001.501.101.20	0.000.000.000.000.00	5.103.4012.006.503.30	0.000.000.003.000.00	0.000.000.000.000.00	0.000.000.000.000.00	60.1059.9062.5071.9069.25	10401040104010401040	137137137137137	17511707440400510
																	4629521	A.B.C.H.I.J.A.B.C.D.E.H.I.J.	5.005.000.015.005.005.005.005.000.015.005.005.005.005.00	16.0016.2016.3015.7015.6016.0016.0016.2016.3016.2015.7015.7015.6016.00	7.007.004.105.915.905.907.007.004.104.105.875.915.905.90	2.002.002.991.551.541.502.002.002.993.031.531.551.541.50	3.503.503.503.483.564.503.503.503.503.503.563.483.564.50	3.503.503.603.603.702.003.503.503.603.603.603.603.702.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.500.000.000.000.500.000.500.000.000.000.000.000.50	63.0062.3069.5164.7664.7064.6063.0062.3069.5164.5764.7464.7664.7064.60	982982982982982982760760760760760760760760	152152152152152152621621621621621621621621	93.6119.750.882.174.5113.4203.1242.753.9128.697.989.9114.9132.4
4791080	B1*B10*B22B35*B46B48B49	5.0010.0010.0010.0010.0010.0010.00	7.907.507.007.006.805.005.00	6.904.908.103.503.804.006.00	2.002.001.000.001.002.002.00	5.405.505.505.505.505.605.60	1.001.000.000.000.000.000.00	0.000.000.000.000.000.000.00	5.903.906.1010.907.4010.909.00	0.002.903.104.005.103.103.10	0.100.100.100.100.100.100.10	0.000.000.000.000.000.000.00	65.8062.2059.1059.0060.3059.3059.20	982982982982982982982	248.2248.2248.2248.2248.2248.2248.2	107.5164.7273.8272.9276.7319.6406.8

4209348	A1444(a)A1454(a)PWA1422(b)SM200(b，c，d)A1444(a)A1454(a)PWA1422(b)SM200(b，c，d)A1454(a)A1454(a)A1454(a)A1454(a)A1454(a)	0.005.0010.0010.000.005.0010.0010.005.005.005.005.005.00	9.0010.009.009.009.0010.009.009.0010.0010.0010.0010.0010.00	12.004.0012.0012.5012.004.0012.0012.504.004.004.004.004.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	5.005.005.005.005.005.005.005.005.005.005.005.005.00	2.001.502.002.002.001.502.002.001.501.501.501.501.50	0.000.001.001.000.000.001.001.000.000.000.000.000.00	0.0012.000.000.000.0012.000.000.0012.0012.0012.0012.0012.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.002.000.000.000.002.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	72.0062.5059.0060.5072.0062.5059.0060.5062.5062.5062.5062.5062.50	927980927760982871982982760760927982982	345248.2345655200483200207655758345200207	82.610076728.4310161160124.51200475165.6350240
																	4222794	203E201E202E204E203E	0.000.000.000.000.00	5.005.005.005.005.00	5.005.005.005.005.00	2.002.002.002.002.00	5.504.755.505.505.50	1.102.251.500.701.10	0.000.000.000.000.00	6.506.506.506.506.50	3.003.003.003.003.00	0.000.000.000.000.00	0.400.000.000.800.40	71.5071.5071.5071.5071.50	982982982982871	248.2248.2248.2248.2483	264182180172389
4371404	225228230231231231AlloyRAlloy454PWA1422Alloy705Alloy454	9.804.804.905.005.005.005.005.0010.005.105.00	10.0010.3010.407.507.507.5010.1010.009.008.0010.00	4.004.003.903.903.903.9010.004.0012.006.804.00	0.000.000.002.002.002.000.000.000.001.050.00	5.005.105.405.005.005.005.405.005.005.605.00	1.400.900.901.001.001.000.901.502.000.921.50	0.000.000.000.000.000.000.000.000.000.000.00	11.6011.609.8012.1012.1012.104.0012.000.006.0012.00	0.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.100.002.000.100.00	0.000.700.800.000.000.000.000.000.000.000.00	58.2062.6063.9063.5063.5063.5064.5062.5060.0066.4362.50	982982982982980871871871871982982	221221221221248.2483483483483172172	134.3143.6123.4271.5150234147165701040608

	PWA1422AlloyHAlloy705AlloyQAlloyRAlloy454PWA1422AlloyHAlloyRAlloy454PWA1422Alloy705Alloy454PWA1422	10.005.005.105.005.005.0010.005.005.005.0010.005.105.0010.00	9.0010.008.0010.3010.1010.009.0010.0010.1010.009.008.0010.009.00	12.007.006.8010.0010.004.0012.007.0010.004.0012.006.804.0012.00	0.001.501.050.000.000.000.001.500.000.000.001.050.000.00	5.005.005.605.005.405.005.005.005.405.005.005.605.005.00	2.001.400.920.900.901.502.001.400.901.502.000.921.502.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.006.006.004.004.0012.000.006.004.0012.000.006.0012.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	2.000.100.100.100.100.002.000.100.100.002.000.100.002.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	60.0064.0066.4364.7064.5062.5060.0064.0064.5062.5060.0066.4362.5060.00	9829829829829829829821093109310931093109310931093	172248.2248.2248.2248.2248.2248.210310310310382.782.782.7	2201001017510790324956902723090976570
																	4639280	ABCDACDABCA	8.007.506.505.008.006.505.008.007.506.508.00	7.007.007.5010.007.007.5010.007.007.007.507.00	5.008.007.006.005.007.006.005.008.007.005.00	2.002.001.500.502.001.500.502.002.001.502.00	5.005.305.305.255.005.305.255.005.305.305.00	1.801.501.801.251.801.801.251.801.501.801.80	1.000.000.000.001.000.000.001.000.000.001.00	8.006.006.509.008.006.509.008.006.006.508.00	0.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.00	62.2062.7063.9063.0062.2063.9063.0062.2062.7063.9062.20	7607607607609509509501050105010501050	750840750750240240240120140140140	85741010007325454805281073496435338
4765850	MAR-M247*NAS-AIR100120125	0.000.0010.005.00	10.000.005.005.00	3.303.305.005.00	10.0010.502.002.00	1.051.205.505.50	8.409.001.501.50	0.651.000.000.00	0.000.006.306.30	5.505.752.002.50	0.000.000.000.00	0.000.000.000.00	61.1069.2562.7067.20	982982982982	248.2248.2248.2248.2	7039160.9135.1

	130406ReNAS-AIR100120130406ReNAS-AIR100TMS-26TMS-25TMS-27TMS-28	10.5010.000.0010.0010.5010.000.008.207.908.108.40	5.005.000.005.005.005.000.005.605.505.905.80	5.007.003.305.005.007.003.3010.9012.9012.9011.00	2.001.0010.502.002.001.0010.501.900.000.001.90	5.504.501.205.505.504.501.205.105.204.904.90	1.501.909.001.501.501.909.000.000.000.900.90	0.002.001.000.000.002.001.000.000.000.000.00	6.304.300.006.306.304.300.007.707.606.006.00	3.002.505.752.003.002.505.750.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.00	61.2061.8069.2562.7061.2061.8069.2560.6060.9061.3061.10	98298210931093109310938711040104010401040	248.2248.2124124124124124137137137137	205.3164.8120200346181.97017755997411339
																	4885216	AFGFAFG	2.525.005.005.002.525.005.00	10.1010.6010.6010.6010.1010.6010.60	6.506.506.506.506.506.506.50	0.920.920.920.920.920.920.92	4.404.154.154.154.404.154.15	3.183.683.683.683.183.683.68	0.000.000.000.000.000.000.00	4.424.424.424.424.424.424.42	0.000.000.000.000.000.000.00	0.000.000.200.000.000.000.20	0.000.000.000.000.000.000.00	67.9664.7364.5364.7367.9664.7364.53	982982982871760760760	221221221448758758758	244.9304.6276.7277.1606.6697.6528.5
4908183	A11oy307Alloy31 1PWA1422Alloy307Alloy311PWA1422Alloy311Alloy307PWA1422	9.8010.2010.009.8010.2010.0010.209.8010.00	4.605.109.004.605.109.005.104.609.00	2.005.0012.002.005.0012.005.002.0012.00	1.802.000.001.802.000.002.001.800.00	4.905.105.004.905.105.005.104.905.00	1.000.922.001.000.922.000.921.002.00	0.000.001.000.000.001.000.000.001.00	11.909.100.0011.909.100.009.1011.900.00	3.003.000.003.003.000.003.003.000.00	0.000.102.000.000.102.000.100.002.00	0.000.500.000.000.500.000.500.000.00	61.0058.9859.0061.0058.9859.0058.9861.0059.00	871871871982982982109310931093	517517517248.2248.2248.2138124124	2594401052422839111212052
																	4935072	AB	9.909.90	5.615.65	5.055.10	1.532.08	5.345.45	1.030.52	0.000.00	8.108.70	2.902.94	0.100.00	0.000.00	60.4459.66	982982	248.2248.2	188181.5

	CDEFGHIJKLMABCDEFGIJKLM	10.009.809.9010.109.9010.6010.5010.109.9010.1010.609.909.9010.009.809.9010.109.9010.5010.109.9010.1010.60	5.565.515.625.605.595.765.915.324.715.215.845.615.655.565.515.625.605.595.915.324.715.215.84	5.095.085.075.135.085.484.514.734.854.955.005.055.105.095.085.075.135.084.514.734.854.955.00	1.501.582.021.621.692.001.491.791.932.001.751.532.081.501.582.021.621.691.491.791.932.001.75	5.295.465.475.565.405.815.815.515.395.575.815.345.455.295.465.475.565.405.815.515.395.575.81	0.521.060.520.510.751.021.010.751.000.791.021.030.520.521.060.520.510.751.010.751.000.791.02	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	9.007.808.408.508.409.609.809.308.307.709.708.108.709.007.808.408.508.409.809.308.307.709.70	2.901.951.941.862.522.593.423.052.922.893.012.902.942.901.951.941.862.523.423.052.922.893.01	0.100.000.180.130.070.110.100.100.090.080.100.100.000.100.000.180.130.070.100.100.090.080.10	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	60.0461.7660.8860.9960.6057.0357.4559.3560.9160.7157.1760.4459.6660.0461.7660.8860.9960.6057.4559.3560.9160.7157.17	982982982982982982982982982982982109310931093109310931093109310931093109310931093	248.2248.2248.2248.2248.2248.2248.2248.2248.2248.2248.2124124124124124124124124124124124124	180.4141.5152.5138.4162.3136.4233.7199.4148.6131.4200.4290.3328.7229.1130.1230.7110.2211.7189.1364.6138.4146.5136.5
																	5007004	V104V104V104#938#B11#947	0.000.000.007.5012.5012.50	10.3010.3010.305.004.804.00	7.507.507.506.003.004.50	0.000.000.000.001.502.00	5.605.605.605.506.605.50	0.000.000.001.000.000.00	0.000.000.000.000.000.50	6.206.206.208.007.008.40	0.000.000.006.005.506.00	0.000.000.000.000.000.00	0.000.000.000.000.000.00	70.4070.4070.4061.0059.1056.60	87110371037109310931093	414124103138138138	90.8344.6816.5167.9132.8476.4

	#948#950#951C7C9G1A1B#2A#2B3A#45A5B6A6B	4.007.504.0012.5012.5013.0012.0012.0012.5012.5012.404.0012.5012.5012.5012.50	4.004.004.004.504.004.004.504.504.004.004.404.004.504.504.505.00	4.504.504.505.006.004.706.006.004.504.505.204.505.806.005.505.50	1.301.001.000.000.000.700.000.502.002.000.001.000.000.000.000.00	5.505.505.506.605.505.806.206.205.605.606.605.706.106.206.106.00	0.000.000.000.001.000.700.000.000.000.000.000.000.000.000.000.00	0.500.500.500.000.000.000.000.000.000.500.000.500.000.000.000.00	8.408.408.407.008.008.107.007.008.008.007.108.007.007.007.508.00	6.007.006.005.505.506.506.506.506.006.005.506.006.206.506.006.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	65.8061.6066.1058.9057.5056.5057.8057.3057.4056.9058.8066.3057.9057.3057.9057.00	1093109310931093109310931093109310931093109310931093109310931093	138138138138138138124124124124124124124124124124	248.3267.9667.2258.1305.1433566.2408922.5989474.5920444.4299420420
																	5151249	#20#938#B1#B2#B6#B7#B11#947#948#950#951C91A	7.507.506.000.007.507.5012.5012.504.007.504.0012.5012.00	4.505.005.005.005.005.004.804.004.004.004.004.004.50	5.006.006.706.006.706.003.004.504.504.504.506.006.00	1.000.001.001.001.001.001.502.001.301.001.000.000.00	5.505.505.305.705.505.506.605.505.505.505.505.506.20	0.001.000.000.000.500.500.000.000.000.000.001.000.00	0.000.000.000.000.000.000.000.500.500.500.500.000.00	8.008.0010.409.009.009.007.008.408.408.408.408.007.00	7.506.004.005.004.004.705.506.006.007.006.005.506.50	0.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	61.0061.0061.6068.3060.8060.8059.1056.6065.8061.6066.1057.5057.80	983983983983983983983983983983983983871	310310310310310310310310310310310310276	142.9175.5110102.4143.8103.7106.3147120.9175.6193.7181.5282.6

	1B#2A3A3B5A5B6A6B	12.0012.5012.4012.5012.5012.5012.5012.50	4.504.004.405.004.504.504.505.00	6.004.505.205.505.806.005.505.50	0.502.000.000.000.000.000.000.00	6.205.606.605.706.106.206.106.00	0.000.000.000.500.000.000.000.00	0.000.000.000.000.000.000.000.00	7.008.007.108.007.007.007.508.00	6.506.005.506.006.206.506.006.00	0.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.00	57.3057.4058.8056.8057.9057.3057.9057.00	871871871871871871871871	276276276276276276276276	277300326.3484.2335221293347
																	5154884	12345691315Rene′15012345691315Rene′125Rene′150	7.507.407.407.607.307.407.307.107.0012.007.507.407.407.607.307.407.307.107.0010.0012.00	7.507.508.158.958.9510.1010.9013.5014.005.007.507.508.158.958.9510.1010.9013.5014.008.905.00	7.605.207.506.006.407.707.605.857.705.007.605.207.506.006.407.707.605.857.707.005.00	1.441.431.481.461.461.461.451.471.461.001.441.431.481.461.461.461.451.471.462.501.00	3.353.303.503.503.403.403.402.703.955.503.353.303.503.503.403.403.402.703.954.805.50	4.304.304.404.454.503.953.353.952.000.004.304.304.404.454.503.953.353.952.002.500.00	0.520.500.490.510.510.530.510.520.510.000.520.500.490.510.510.530.510.520.510.000.00	3.723.523.753.723.813.403.382.973.096.003.723.523.753.723.813.403.382.973.093.506.00	0.002.980.000.000.000.000.000.000.003.000.002.980.000.000.000.000.000.000.000.003.00	0.000.000.000.000.000.000.000.000.001.500.000.000.000.000.000.000.000.000.001.501.50	0.000.000.000.000.000.000.000.000.002.200.000.000.000.000.000.000.000.000.000.002.20	64.0763.8763.3363.8163.6762.0662.1161.9460.2958.8064.0763.8763.3363.8163.6762.0662.1161.9460.2959.3058.80	899899899899899899899899899899982982982982982982982982982982982	414414414414414414414414414414241241241241241241241241241241241	210.3289.7136102.656.3129108.835.447.6180149210.7113.4107.255.6157.8110.135.138.380100

1234569Rene′15010A10B10C10D10E10F10G10Ga10H10I10Ia12A12B12C10Ri12Ri10B10C10D10E10F

7.507.407.407.607.307.407.3012.008.508.107.705.007.207.706.504.005.604.803.504.603.003.507.008.008.107.705.007.207.70

7.507.508.158.958.9510.1010.905.002.902.702.604.002.202.402.502.402.302.602.703.003.502.702.653.402.702.604.002.202.40

7.605.207.506.006.407.707.605.007.406.956.406.006.406.405.506.206.206.605.205.305.105.406.406.106.956.406.006.406.40

1.441.431.481.461.461.461.451.000.680.690.690.620.700.650.530.410.510.520.470.390.380.450.600.480.690.690.620.700.65

3.353.303.503.503.403.403.405.506.006.005.705.445.895.965.605.795.585.655.805.615.525.625.675.546.005.705.445.895.96

4.304.304.404.454.503.953.350.000.690.690.620.590.630.630.680.550.760.670.600.960.840.750.800.990.690.620.590.630.63

0.520.500.490.510.510.530.510.000.290.290.300.310.260.280.200.140.170.140.100.010.010.010.400.010.290.300.310.260.28

3.723.523.753.723.813.403.386.007.507.808.308.108.207.908.208.307.807.408.009.408.808.807.607.607.808.308.108.207.90

0.002.980.000.000.000.000.003.005.104.804.704.704.805.004.606.005.405.405.805.006.106.005.505.304.804.704.704.805.00

0.000.000.000.000.000.000.001.500.070.060.070.040.050.040.050.030.050.040.040.050.050.040.070.070.060.070.040.050.04

0.000.000.000.000.000.000.002.200.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

64.0763.8763.3363.8163.6762.0662.1158.8060.8761.9262.9265.2063.6763.0465.6466.1965.6366.1867.7965.6866.7066.7363.3262.5161.9262.9265.2063.6763.04

1093109310931093109310931093109387198298298298298292798298298298298210809829139139821010101010101010

103103103103103103103103517248.2248.2248.2248.2248.2379248.2248.2248.2248.2248.2194248.2517517276248.2248.2248.2248.2

200.9351.6163.3171.678.424198.1100534.4989.3635.7428664.5666.6724.9730.9594.5581.9532491.9108.2713.3231.6209.8436.7298.1166260.5285.9

10G10Ga10H10I10Ia12A12B12C10Ri12Ri10A10B10C10D10E10F10G10Ga10H10110Ia12A12B12C10Ri12Ri10A10B10C

6.504.005.604.803.504.603.003.507.008.008.508.107.705.007.207.706.504.005.604.803.504.603.003.507.008.008.508.107.70

2.502.402.302.602.703.003.502.702.653.402.902.702.604.002.202.402.502.402.302.602.703.003.502.702.653.402.902.702.60

5.506.206.206.605.205.305.105.406.406.107.406.956.406.006.406.405.506.206.206.605.205.305.105.406.406.107.406.956.40

0.530.410.510.520.470.390.380.450.600.480.680.690.690.620.700.650.530.410.510.520.470.390.380.450.600.480.680.690.69

5.605.795.585.655.805.615.525.625.675.546.006.005.705.445.895.965.605.795.585.655.805.615.525.625.675.546.006.005.70

0.680.550.760.670.600.960.840.750.800.990.690.690.620.590.630.630.680.550.760.670.600.960.840.750.800.990.690.690.62

0.200.140.170.140.100.010.010.010.400.010.290.290.300.310.260.280.200.140.170.140.100.010.010.010.400.010.290.290.30

8.208.307.807.408.009.408.808.807.607.607.507.808.308.108.207.908.208.307.807.408.009.408.808.807.607.607.507.808.30

4.606.005.405.405.805.006.106.005.505.305.104.804.704.704.805.004.606.005.405.405.805.006.106.005.505.305.104.804.70

0.050.030.050.040.040.050.050.040.070.070.070.060.070.040.050.040.050.030.050.040.040.050.050.040.070.070.070.060.07

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

65.6466.1965.6366.1867.7965.6866.7066.7363.3262.5160.8761.9262.9265.2063.6763.0465.6466.1965.6366.1867.7965.6866.7066.7363.3262.5160.8761.9262.92

982101010101010101010109821010954954982103710501050105010501010108010501050108010501010108098298298210931093

248.2248.2248.2248.2248.2248.2248.2248.2345345207172140140140140248.2194140140194140248.2194248.2248.2248.2124124

799.1300.1242.9260.5256208.5536.4338.9460.8448.11016.2295.7637.5680.3859.9649.2354.4122.3574.7934.885.7829.6262.6118.1698.5627586.5192.7293.1

10D10E10F10G10Ga10H10Ia12A12B10I10Ia12B12C10Ga12Ri10Ri12A10Ri12Ri10A10B10C10D10E10F10G10Ga10H10I

5.007.207.706.504.005.603.504.603.004.806.506.506.506.506.506.504.607.008.008.508.107.705.007.207.706.504.005.604.80

4.002.202.402.502.402.302.703.003.502.602.702.502.702.402.402.653.002.653.402.902.702.604.002.202.402.502.402.302.60

6.006.406.405.506.206.205.205.305.106.605.205.106.406.206.106.405.306.406.107.406.956.406.006.406.405.506.206.206.60

0.620.700.650.530.410.510.470.390.380.520.470.380.450.410.480.600.390.600.480.680.690.690.620.700.650.530.410.510.52

5.445.895.965.605.795.585.805.615.525.655.805.525.625.795.545.675.615.675.546.006.005.705.445.895.965.605.795.585.65

0.590.630.630.680.550.760.600.960.840.670.600.840.750.550.990.800.960.800.990.690.690.620.590.630.630.680.550.760.67

0.310.260.280.200.140.170.100.010.010.140.200.200.010.140.010.400.010.400.010.290.290.300.310.260.280.200.140.170.14

8.108.207.908.208.307.808.009.408.807.408.008.108.208.308.208.209.407.607.607.507.808.308.108.207.908.208.307.807.40

4.704.805.004.606.005.405.805.006.105.404.604.604.604.604.604.605.005.505.305.104.804.704.704.805.004.606.005.405.40

0.040.050.040.050.030.050.040.050.050.040.040.050.040.030.070.070.050.070.070.070.060.070.040.050.040.050.030.050.04

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

65.2063.6763.0465.6466.1965.6367.7965.6866.7066.1865.8966.2164.7365.0965.1164.1265.6863.3262.5160.8761.9262.9265.2063.6763.0465.6466.1965.6366.18

10931093109310501080109311211121112110801100110011001100110011001093101010101037112111211121112111211080112111211093

124124124140130124103103103194100100100100100100124248.2248.2172103103103103103194103103124

401.5379.7290753.4592.1437.3528.6424.8507.5116.1930.210781001.8875.21050962.5500.3272.3314.4423.4219.6196.6465.3476.9255.4108.2560.1420.2483.8

L3L4VL1010Ri12Ri10A10G10I10Ia12A12B12C10Ri10Ga10I12C10Ri12Ri10Ga10I12C10Ri12Ri10G12Ri10G10G10Ri10Ri

10.008.009.507.008.008.506.504.803.504.603.003.507.004.004.803.507.008.004.004.803.507.008.006.508.006.506.507.007.00

6.806.106.502.653.402.902.502.602.703.003.502.702.652.402.602.702.653.402.402.602.702.653.402.503.402.502.502.652.65

6.606.206.506.406.107.405.506.605.205.305.105.406.406.206.605.406.406.106.206.605.406.406.105.506.105.505.506.406.40

0.700.500.600.600.480.680.530.520.470.390.380.450.600.410.520.450.600.480.410.520.450.600.480.530.480.530.530.600.60

5.805.505.605.675.546.005.605.655.805.615.525.625.675.795.655.625.675.545.795.655.625.675.545.605.545.605.605.675.67

0.900.500.600.800.990.690.680.670.600.960.840.750.800.550.670.750.800.990.550.670.750.800.990.680.990.680.680.800.80

0.000.000.000.400.010.290.200.140.100.010.010.010.400.140.140.010.400.010.140.140.010.400.010.200.010.200.200.400.40

7.807.208.207.607.607.508.207.408.009.408.808.807.608.307.408.807.607.608.307.408.807.607.608.207.608.208.207.607.60

3.202.703.005.505.305.104.605.405.805.006.106.005.506.005.406.005.505.306.005.406.005.505.304.605.304.604.605.505.50

0.250.150.200.070.070.070.050.040.040.050.050.040.070.030.040.040.070.070.030.040.040.070.070.050.070.050.050.070.07

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

57.9563.1559.3063.3262.5160.8765.6466.1867.7965.6866.7066.7363.3266.1966.1866.7363.3262.5166.1966.1866.7363.3262.5165.6462.5165.6465.6463.3263.32

95095095010101080109310931121114911491149112110801149114911491080112111491149114910801121112111491149114911211149

25025025019019412412410382.782.782.710319482.782.782.713010382.782.782.713010310382.782.78610382.7

89584794761491.5245.2464.4487.7616.4483444.9546.499.7491501.3545.1278.8243.4491501.3545.1278.8243.4410.8488419.8387.3318400.3

	48495090494990	7.607.507.507.507.507.507.50	9.809.709.709.709.709.709.70	6.006.006.106.006.006.006.00	1.501.501.501.501.501.501.50	4.204.204.204.204.204.204.20	3.503.503.503.503.503.503.50	0.500.500.500.500.500.500.50	4.704.704.804.804.704.704.80	0.000.000.000.000.000.000.00	0.150.150.200.150.150.150.15	0.000.000.000.000.000.000.00	62.0562.2562.0062.1562.2562.2562.15	871871982982927982982	400400193207310207165.4	146304234118.892.2108.7296.1
																	5888451	L1423424433VL11VL17(CMSX-4)L1L3L4VL15VL16VL17(CMSX-4)L1L3L4VL15VL16VL17(CMSX-4)L1VL10VL11	9.5010.0010.0012.009.509.709.5010.008.0010.007.809.709.5010.008.0010.007.809.709.509.509.50	6.500.000.000.006.506.406.506.806.107.005.806.406.506.806.107.005.806.406.506.506.50	6.008.005.005.006.506.406.006.606.206.606.006.406.006.606.206.606.006.406.006.506.50	0.601.001.001.000.600.600.600.700.500.700.500.600.600.700.500.700.500.600.600.600.60	5.605.505.505.805.705.655.605.805.506.005.305.655.605.805.506.005.305.655.605.605.70	0.600.001.100.000.601.000.600.900.501.000.401.000.600.900.501.000.401.000.600.600.60	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	8.206.006.006.006.706.508.207.807.207.807.006.508.207.807.207.807.006.507.508.206.70	3.000.003.003.003.002.903.003.202.703.202.502.903.003.202.703.202.502.903.003.003.00	0.201.501.501.500.200.100.200.250.150.250.150.100.200.250.150.250.150.100.200.200.20	0.102.201.101.600.000.000.100.000.000.000.000.000.100.000.000.000.000.000.000.000.00	59.7065.8065.8064.1060.7060.7559.7057.9563.1557.4564.5560.7559.7057.9563.1557.4564.5560.7560.5059.3060.70	950899899899950950950950950950950950950950950950950950950950950	250414414414250250200200200200200200165165165165165165140140140	8801122421779181018185020352138215019902438505052804830443036904760150001170012614
4169742	341	3.50	0.00	3.00	0.00	5.80	0.00	0.00	8.00	3.00	1.10	2.50	73.10	899	414	170

	385386391392394397398474865434392424425	3.503.507.0010.0010.008.508.509.4712.199.9514.0010.0010.0010.00	0.000.000.000.000.000.000.0012.7512.5413.870.000.000.000.00	4.005.005.005.003.005.004.508.716.608.695.005.005.005.00	1.001.001.001.000.001.001.000.000.000.001.001.001.001.00	5.505.505.505.505.805.505.503.703.283.465.805.505.505.50	0.000.000.000.000.000.000.003.895.003.640.000.001.102.10	0.000.000.000.000.000.000.000.000.000.000.000.000.000.00	6.006.006.006.008.006.006.002.452.482.446.006.006.006.00	3.003.003.003.003.003.003.000.000.000.003.003.003.003.00	1.501.501.501.501.201.501.500.000.000.001.501.501.501.50	2.202.202.202.202.502.202.200.000.000.001.602.201.100.00	73.3072.3068.8065.8066.5067.3067.8059.0557.9257.9562.1065.8065.8065.90	899899899899899899899100010001000899982982982	41441441441441441441482.782.782.7414241241241	92178368234134162201398.7244.1283.319413012487
																	4209438	Alloy454(a)SM200(b，c，d)Alloy454(a)	5.0010.005.00	10.009.0010.00	4.0012.504.00	0.000.000.00	5.005.005.00	1.502.001.50	0.001.000.00	12.000.0012.00	0.000.000.00	0.000.000.00	0.000.000.00	62.5060.5062.50	760760765	655655758	1200728.4475
4207098	A123467A1246	8.508.408.408.608.5015.0015.008.508.408.408.5015.00	15.8016.0016.3016.5016.5020.0020.5015.8016.0016.3016.5020.00	2.552.592.732.632.722.202.312.552.592.732.722.20	1.741.731.731.761.760.500.531.741.731.731.760.50	3.363.343.453.433.432.502.643.363.343.453.432.50	3.573.563.533.633.633.603.703.573.563.533.633.60	0.850.850.860.840.851.000.980.850.850.860.851.00	1.751.751.731.771.731.501.631.751.751.731.731.50	0.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.00	61.8861.7861.2760.8460.8853.7052.7161.8861.7861.2760.8853.70	760760760760760760760816816816816816	550550550550550550620330330330330330	2502673213634546584981001100710671173910

	CA1234C77777777CCCCCCC	9.008.508.408.408.608.509.0015.0015.0015.0015.0015.0015.0015.0015.009.009.009.009.009.009.009.00	12.6015.8016.0016.3016.5016.5012.6020.5020.5020.5020.5020.5020.5020.5020.5012.6012.6012.6012.6012.6012.6012.60	3.912.552.592.732.632.723.912.312.312.312.312.312.312.312.313.913.913.913.913.913.913.91	1.981.741.731.731.761.761.980.530.530.530.530.530.530.530.531.981.981.981.981.981.981.98	3.623.363.343.453.433.433.622.642.642.642.642.642.642.642.643.623.623.623.623.623.623.62	4.303.573.563.533.633.634.303.703.703.703.703.703.703.703.704.304.304.304.304.304.304.30	0.000.850.850.860.840.850.000.980.980.980.980.980.980.980.980.000.000.000.000.000.000.00	3.951.751.751.731.771.733.951.631.631.631.631.631.631.631.633.953.953.953.953.953.953.95	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	60.6461.8861.7861.2760.8460.8860.6452.7152.7152.7152.7152.7152.7152.7152.7160.6460.6460.6460.6460.6460.6460.64	760927927927927927760816816816927927927927980816816816816927927927	620228228228228228500545414400269228200154152414400345300269200154	4996271625880166813368187397199516133618554391720851439133692985
																	4205985	3846663949Mar-M200IN-792	4.096.462.4111.5011.819.908.95	13.8212.9811.6913.7112.028.9112.33	6.716.518.776.798.8212.363.77	0.000.000.000.000.000.001.96	4.923.603.124.413.194.993.08	2.833.806.124.045.662.014.49	0.000.000.000.000.001.090.00	2.514.880.920.000.000.004.01	0.000.000.000.000.000.000.00	0.000.000.000.000.000.000.00	0.000.000.000.000.000.000.00	65.1361.7766.9759.5458.5060.7461.39	1000100010001000100010001000	82.782.782.782.782.782.782.7	241.4344.1208.8202.5207.4206.1180

	Rikiloy481Rikiloy3757	9.959.94	5.9913.95	14.039.93	2.020.97	2.983.00	5.983.96	0.000.00	0.000.00	0.000.00	0.000.00	0.000.00	59.0558.24	10001000	82.782.7	250170
																	4781722	ABCCBC	5.005.000.000.005.000.00	8.008.009.009.008.009.00	6.006.006.006.006.006.00	1.501.502.002.001.502.00	6.506.507.007.006.507.00	0.001.000.000.001.000.00	0.000.000.000.000.000.00	3.003.001.001.003.001.00	3.003.003.003.003.003.00	0.000.000.000.000.000.00	0.000.000.000.000.000.00	67.0066.0072.0072.0066.0072.00	850850850760850850	379379379655500500	508.71202.4771.8403124.4109.4
5100484	SeriesI800801802803804805806807808810811SeriesII812813814815816818819820821822	7.507.507.507.507.507.507.507.507.507.507.505.007.5010.007.507.507.507.507.507.507.50	8.008.008.008.008.008.008.008.008.008.008.007.007.007.005.005.005.005.005.007.006.00	4.005.905.904.002.000.000.003.003.002.000.003.003.003.003.003.003.003.003.005.005.00	1.500.500.000.000.003.653.001.501.500.003.001.501.501.501.501.501.501.501.501.501.50	5.805.755.755.755.755.905.806.006.506.406.406.006.006.006.506.506.506.506.506.206.20	1.501.501.501.501.501.501.501.000.000.000.001.001.001.000.500.500.500.500.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	5.005.005.005.005.005.005.006.006.006.006.006.006.006.007.508.007.007.007.006.506.50	3.003.003.004.506.003.104.503.003.006.004.500.003.003.003.003.003.504.505.503.003.00	0.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.15	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	63.5562.7063.2063.6064.1065.2064.5563.8564.3563.9564.4570.3564.8562.3565.3564.8565.3564.3563.8563.1564.15	871871871871871871871871871871871871871871871871871871871871871	552552552552552552552552552552552552552552552552552552552552552	94.58786.866.754.256.385.675.755.662.2101.935.153.857.976.5103.984.3147.4257.2114.364.2

SeriesIII824825826828829830831832833834835SeriesI800801802803804805806807808809810SeriesII812813814815816817818

10.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.007.507.507.507.507.507.507.507.507.507.507.505.007.5010.007.507.507.507.50

5.005.005.007.007.007.007.007.007.006.007.008.008.008.008.008.008.008.008.008.008.008.007.007.007.005.005.005.005.00

6.505.504.006.007.005.006.007.004.005.504.004.005.905.904.002.000.000.003.003.004.002.003.003.003.003.003.003.003.00

1.501.501.501.501.501.501.501.502.501.501.501.500.500.000.000.003.653.001.501.500.000.001.501.501.501.501.500.501.50

6.506.506.506.206.205.805.805.805.807.007.505.805.755.755.755.755.905.806.006.506.406.406.006.006.006.506.506.506.50

0.000.000.000.000.001.501.501.501.500.000.001.501.501.501.501.501.501.501.000.000.000.001.001.001.000.500.501.000.50

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

7.007.007.006.506.505.005.005.005.004.002.005.005.005.005.005.005.005.006.006.006.006.006.006.006.007.508.008.007.00

2.003.004.002.502.003.002.001.002.003.003.003.003.003.004.506.003.104.503.003.004.506.000.003.003.003.003.003.003.50

0.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.15

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

61.3561.3561.8560.1559.6561.0561.0561.0562.0562.8564.8563.5562.7063.2063.6064.1065.2064.5563.8564.3563.4563.9570.3564.8562.3565.3564.8565.3565.35

871871871871871871871871871871871982982982982982982982982982982982982982982982982982982

552552552552552552552552552552552276276276276276276276276276276276276276276276276276276

97.174113.1119.111059.892.790.196.5119.243.568.544.563.167.110356.343.860.153.569.664.749.151.463.765.483.655.585.6

819820821822823SeriesIII824825826827828829830831832833834835802803804805806807808809811814815816

7.507.507.507.507.5010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.007.507.507.507.507.507.507.507.507.5010.007.507.50

5.005.007.006.005.005.005.005.007.007.007.007.007.007.007.006.007.008.008.008.008.008.008.008.008.008.007.005.005.00

3.003.005.005.005.006.505.504.005.006.007.005.006.007.004.005.504.005.904.002.000.000.003.003.004.000.003.003.003.00

1.501.501.501.501.501.501.501.501.501.501.501.501.501.502.501.501.500.000.000.003.653.001.501.500.003.001.501.501.50

6.506.506.206.206.206.506.506.506.206.206.205.805.805.805.807.007.505.755.755.755.905.806.006.506.406.406.006.506.50

0.500.000.000.000.000.000.000.000.000.000.001.501.501.501.500.000.001.501.501.501.501.501.000.000.000.001.000.500.50

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

7.007.006.506.506.507.007.007.006.506.506.505.005.005.005.004.002.005.005.005.005.005.006.006.006.006.006.007.508.00

4.505.503.003.003.002.003.004.003.002.502.003.002.001.002.003.003.003.004.506.003.104.503.003.004.504.503.003.003.00

0.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.15

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

64.3563.8563.1564.1565.1561.3561.3561.8560.6560.1559.6561.0561.0561.0562.0562.8564.8563.2063.6064.1065.2064.5563.8564.3563.4564.4562.3565.3564.85

982982982982982982982982982982982982982982982982982109310931093109310931093109310931093109310931093

276276276276276276276276276276276276276276276276276138138138138138138138138138138138138

115.5158.780.470.348.791.994.7119.876.272.772.7126.568.958.551.680.755.39070.152.455.257.4100.331.64644.142.864.847.6

817818819820821SeriesIII824825826827828829830831832833834835SeriesI800803805807808813814815816817818820

7.507.507.507.507.5010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.007.507.507.507.507.507.5010.007.507.507.507.507.50

5.005.005.005.007.005.005.005.007.007.007.007.007.007.007.006.007.008.008.008.008.008.007.007.005.005.005.005.005.00

3.003.003.003.005.006.505.504.005.006.007.005.006.007.004.005.504.004.004.000.003.003.003.003.003.003.003.003.003.00

0.501.501.501.501.501.501.501.501.501.501.501.501.501.502.501.501.501.500.003.651.501.501.501.501.501.500.501.501.50

6.506.506.506.506.206.506.506.506.206.206.205.805.805.805.807.007.505.805.755.906.006.506.006.006.506.506.506.506.50

1.000.500.500.000.000.000.000.000.000.000.001.501.501.501.500.000.001.501.501.501.000.001.001.000.500.501.000.500.00

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

8.007.007.007.006.507.007.007.006.506.506.505.005.005.005.004.002.005.005.005.006.006.006.006.007.508.008.007.007.00

3.003.504.505.503.002.003.004.003.002.502.003.002.001.002.003.003.003.004.503.103.003.003.003.003.003.003.003.505.50

0.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.150.15

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

65.3565.3564.3563.8563.1561.3561.3561.8560.6560.1559.6561.0561.0561.0562.0562.8564.8563.5563.6065.2063.8564.3564.8562.3565.3564.8565.3565.3563.85

10931093109310931093109310931093109310931093109310931093109310931093114911491149114911491149114911491149114911491149

138138138138138138138138138138138138138138138138138909090909090909090909090

42.368100.6153.798.4118.8128.4135.6108.495.790.2162.282.185.469.1105.767.490.482.93066.439.252.247.1143.2121.455.5113.3220.1

	821822SeriesIII824825826827828829830831832833834	7.507.5010.0010.0010.0010.0010.0010.0010.0010.0010.0010.0010.00	7.006.005.005.005.007.007.007.007.007.007.007.006.00	5.005.006.505.504.005.006.007.005.006.007.004.005.50	1.501.501.501.501.501.501.501.501.501.501.502.501.50	6.206.206.506.506.506.206.206.205.805.805.805.807.00	0.000.000.000.000.000.000.000.001.501.501.501.500.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	6.506.507.007.007.006.506.506.505.005.005.005.004.00	3.003.002.003.004.003.002.502.003.002.001.002.003.00	0.150.150.150.150.150.150.150.150.150.150.150.150.15	0.000.000.000.000.000.000.000.000.000.000.000.000.00	63.1564.1561.3561.3561.8560.6560.1559.6561.0561.0561.0562.0562.85	1149114911491149114911491149114911491149114911491149	90909090909090909090909090	74.396.967.782.3122.17011988147.8137.6107.3132.769.1
																	5925189	DMS-1DMS-2DMS-3DMS-4DMS-5DMS-6CMSX-4DMS-1DMS-4DMS-5DMS-6CMSX-2CMSX-4ReneN5DMS-1DMS-2	8.004.804.504.006.403.109.008.004.006.403.105.009.008.008.004.80	4.403.803.002.401.801.406.504.402.401.801.408.006.507.004.403.80	7.506.806.005.505.205.006.007.505.505.205.008.006.005.007.506.80	0.000.000.000.000.000.000.600.000.000.000.000.600.602.000.000.00	5.495.785.365.185.474.755.605.495.185.474.755.605.606.205.495.78	0.000.000.000.000.000.001.000.000.000.000.001.001.000.000.000.00	0.100.500.300.300.300.200.000.100.300.300.200.000.000.000.100.50	8.607.508.609.009.5010.006.508.609.009.5010.006.006.507.008.607.50	4.805.806.006.507.207.503.004.806.507.207.500.003.003.004.805.80	0.100.100.100.100.200.100.100.100.100.200.100.000.100.200.100.10	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	61.0164.9266.1467.0263.9367.9561.7061.0167.0263.9367.9565.8061.7061.6061.0164.92	85085085085085085085095095095095095095095010501050	500500500500500500500240240240240240240240140140	256826963054324327212537917346839173764342738095383714691592

	DMS-3DMS-4DMS-6CMSX-2CMSX-4ReneN5DMS-1DMS-2DMS-3DMS-4DMS-5DMS-6ReneN5DMS-1DMS-2DMS-3DMS-4DMS-5DMS-6DMS-1DMS-2DMS-3DMS-4DMS-5	4.504.003.105.009.008.008.004.804.504.006.403.108.008.004.804.504.006.403.108.004.804.504.006.40	3.002.401.408.006.507.004.403.803.002.401.801.407.004.403.803.002.401.801.404.403.803.002.401.80	6.005.505.008.006.005.007.506.806.005.505.205.005.007.506.806.005.505.205.007.506.806.005.505.20	0.000.000.000.600.602.000.000.000.000.000.000.002.000.000.000.000.000.000.000.000.000.000.000.00	5.365.184.755.605.606.205.495.785.365.185.474.756.205.495.785.365.185.474.755.495.785.365.185.47	0.000.000.001.001.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.300.300.200.000.000.000.100.500.300.300.300.200.000.100.500.300.300.300.200.100.500.300.300.30	8.609.0010.006.006.507.008.607.508.609.009.5010.007.008.607.508.609.009.5010.008.607.508.609.009.50	6.006.507.500.003.003.004.805.806.006.507.207.503.004.805.806.006.507.207.504.805.806.006.507.20	0.100.100.100.000.100.200.100.100.100.100.200.100.200.100.100.100.100.200.100.100.100.100.100.20	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	66.1467.0267.9565.8061.7061.6061.0164.9266.1467.0263.9367.9561.6061.0164.9266.1467.0263.9367.9561.0164.9266.1467.0263.93	105010501050105010501050110011001100110011001100110011501150115011501150115012001200120012001200	1401401401401401401201201201201201201209090909090907070707070	175218031423270468416498572584592583487319485593623650590473182213261281232
																	6051083	3849505152	1.001.011.010.991.00	7.547.277.407.156.74	7.217.007.118.996.57	0.830.830.830.832.51	4.965.185.075.075.14	0.000.000.000.000.00	1.710.000.850.850.86	8.7711.8310.318.708.79	1.441.431.441.431.45	0.280.280.280.280.28	0.000.000.000.000.00	66.2665.1765.7065.7166.66	10401040104010401040	137137137137137	333.5328.3388.9665.1507.3

53545556575859606162100101102103104105106107108109110114115116117118119120121

1.010.971.011.021.021.011.011.011.001.000.002.314.518.6312.400.890.990.991.011.051.200.980.981.010.990.551.011.021.00

7.457.547.277.217.297.367.357.507.107.187.547.367.206.896.605.754.234.277.337.677.227.796.509.7911.737.587.197.236.15

7.087.218.078.537.806.566.795.618.808.767.217.056.896.596.328.898.807.569.007.326.939.358.626.635.599.018.417.906.09

0.830.830.830.830.840.840.830.840.830.830.830.820.800.760.730.820.810.810.410.840.830.880.770.840.000.840.840.864.21

4.954.965.075.075.205.285.155.275.085.074.964.854.744.534.355.105.125.205.124.855.034.755.405.175.204.785.345.625.21

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.380.000.000.000.001.170.000.000.00

1.611.710.850.850.860.860.850.860.800.851.711.681.641.571.500.840.830.830.852.590.430.810.890.871.770.860.870.880.87

8.708.779.509.108.798.789.509.598.908.908.778.578.388.027.688.618.528.528.727.228.728.189.238.887.426.437.255.747.25

2.861.441.431.431.452.892.872.891.421.431.441.411.381.321.262.834.275.611.441.451.441.571.291.461.491.451.461.481.46

0.290.280.260.270.250.260.250.260.250.250.210.260.250.240.240.220.240.220.250.280.210.210.210.290.250.250.260.260.21

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

65.2266.2965.7165.6966.5066.1665.4066.1765.8265.7367.3365.6964.2161.4558.9266.0566.1965.9965.8766.7367.6165.4866.1165.0665.5667.0867.3769.0167.55

10401040104010401040104010401040104010401040104010401040104010401040104010401040104010401040104010401040104010401040

137137137137137137137137137137137137137137137137137137137137137137137137137137137137137

244.8232.2509.9525.5430436.5433.4415.4555.5611.1323.3298.7275.3240.4211.1508.9460.6454.3588.8220.3610.1580.9550.3220.3205.5220.5351.2311.1477.5

384950515253545556575859606162100101102103104105108109110114115116117119

1.001.011.010.991.001.010.971.011.021.021.011.011.011.001.000.002.314.518.6312.400.891.011.051.200.980.981.010.991.01

7.547.277.407.156.747.457.547.277.217.297.367.357.507.107.187.547.367.206.896.605.757.337.677.227.796.509.7911.737.19

7.217.007.118.996.577.087.218.078.537.806.566.795.618.808.767.217.056.896.596.328.899.007.326.939.358.626.635.598.41

0.830.830.830.832.510.830.830.830.830.840.840.830.840.830.830.830.820.800.760.730.820.410.840.830.880.770.840.000.84

4.965.185.075.075.144.954.965.075.075.205.285.155.275.085.074.964.854.744.534.355.105.124.855.034.755.405.175.205.34

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.380.000.000.000.000.00

1.710.000.850.850.861.611.710.850.850.860.860.850.860.800.851.711.681.641.571.500.840.852.590.430.810.890.871.770.87

8.7711.8310.318.708.798.708.779.509.108.798.789.509.598.908.908.778.578.388.027.688.618.727.228.728.189.238.887.427.25

1.441.431.441.431.452.861.441.431.431.452.892.872.891.421.431.441.411.381.321.262.831.441.451.441.571.291.461.491.46

0.280.280.280.280.280.290.280.260.270.250.260.250.260.250.250.210.260.250.240.240.220.250.280.210.210.210.290.250.26

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

66.2665.1765.7065.7166.6665.2266.2965.7165.6966.5066.1665.4066.1765.8265.7367.3365.6964.2161.4558.9266.0565.8766.7367.6165.4866.1165.0665.5667.37

927927927927927927927927927927927927927927927927927927927927927927927927927927927927927

324324324324324324324324324324324324324324324324324324324324324324324324324324324324324

85.160.17874.557.380.446.148.65045.773.238.448.666.770.778.879.775.97755.460.57835.564.564.465.338.335.537.7

	120121V2V3V4V64253V2V3V4V5V64253V2V3V4	1.021.004.104.104.204.403.104.104.104.204.304.403.104.104.104.20	7.236.154.304.404.504.705.504.304.404.504.604.705.504.304.404.50	7.906.093.202.501.800.203.203.202.501.801.000.203.203.202.501.80	0.864.212.201.801.200.200.002.201.801.200.700.200.002.201.801.20	5.625.215.706.005.906.106.105.706.005.906.006.106.105.706.005.90	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.880.870.000.000.000.002.400.000.000.000.000.002.400.000.000.00	5.747.256.805.604.401.900.006.805.604.403.201.900.006.805.604.40	1.481.467.107.207.307.605.907.107.207.307.507.605.907.107.207.30	0.260.210.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.001.702.603.505.402.701.702.603.504.405.402.701.702.603.50	69.0167.5564.9065.8067.2069.5071.1064.9065.8067.2068.3069.5071.1064.9065.8067.20	927927900900900900900100010001000100010001100110011001100	324324483483483483483276276276276276155162162138	33.373.385.9882.47112.7732.86142189.31132.6699.8110.91110.9546.8434.8311.67201.36
																	RE29920	A-1B-1C-1C-2C-3E-1A-2B-2D-1C-4C-5C-6C-7	10.1510.0010.1010.3010.1015.1012.1511.7610.9110.6610.7010.6410.66	7.8710.208.759.308.7510.109.7510.569.669.338.338.898.61	0.000.0012.0012.8112.000.000.000.009.6612.4112.4012.7412.84	6.063.050.000.000.003.015.893.102.430.000.000.000.00	5.956.304.994.804.995.335.956.035.195.655.535.635.80	1.081.121.982.081.984.800.960.991.381.761.781.771.78	0.000.001.231.201.230.000.000.000.000.950.950.920.92	4.406.750.000.000.000.003.715.701.500.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.860.000.000.000.000.000.000.00	64.4962.5860.9559.5160.9560.8061.5961.8659.2759.2460.3159.4159.39	760760760760760760760760760760760760760	648648648648648648648648648648648648648	229.6297.2400.6442.6245.5345146.5206432.8314.8392.2448452.9

	C-8C-9C-10C-11C-12E-5E-6E-7E-8E-9A-2B-2F-1C-4C-5C-6C-7C-8C-9C-10C-11C-12E-3E-4E-5E-6E-7E-8	10.7110.7810.6010.5010.6916.6216.6216.8616.8016.6912.1511.769.4310.6610.7010.6410.6610.7110.7810.6010.5010.6916.6716.6216.6216.6216.8616.80	8.648.978.969.509.549.679.879.8710.2210.059.7510.5611.359.338.338.898.618.648.978.969.509.549.108.959.679.879.8710.22	12.4812.5512.4112.5011.840.000.000.000.000.000.000.004.1812.4112.4012.7412.8412.4812.5512.4112.5011.840.000.000.000.000.000.00	0.000.000.000.000.003.063.033.253.333.325.893.102.040.000.000.000.000.000.000.000.000.002.943.173.063.033.253.33	5.415.135.154.984.765.615.635.225.235.235.956.033.925.655.535.635.805.415.135.154.984.765.715.605.615.635.225.23	1.751.771.762.001.754.744.914.644.644.560.960.993.691.761.781.771.781.751.771.762.001.754.904.884.744.914.644.64	0.920.910.851.090.880.000.000.000.000.000.000.000.000.950.950.920.920.920.910.851.090.880.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.003.715.704.230.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00	0.000.000.000.000.001.081.061.001.011.010.000.000.000.000.000.000.000.000.000.000.000.001.071.071.081.061.001.01	60.0959.8960.2759.4360.5459.2258.8859.1658.7759.1461.5961.8661.1659.2460.3159.4159.3960.0959.8960.2759.4360.5459.6159.7159.2258.8859.1658.77	760760760760760760760760760760982982982982982982982982982982982982982982982982982982	648648648648648648648648648648200200200200200200200200200200200200200200200200200200	468.6459.8458.6397.2347.4117.2174.1266.3302.2357.644.852.479.273.685.2113.9122.4128.3117.164.892.34348.641.338.141.236.531.9
																	4824637	NASAIR100	0.00	8.57	10.62	1.01	5.51	1.13	0.00	3.35	0.00	0.00	0.00	69.80	1040	137	377.4

TUT-23TUT-24TUT-6TUT-7D.E.F.

0.000.000.000.005.05.05.0

8.348.448.448.3816.215.715.7

14.8113.644.484.714.15.95.9

0.000.000.000.003.01.51.5

5.195.255.265.223.53.63.5

0.000.000.000.003.63.63.6

0.000.000.000.000.00.00.0

4.354.0513.2213.940.00.00.0

0.000.000.000.000.00.00.0

0.000.000.000.000.00.00.0

0.000.000.000.000.00.00.0

67.3068.6268.6167.7564.5764.7464.78

1040104010401040982982982

137137137137152152152

168191723017877.376.562.8

Claims (2)

1.镍基高温合金成分的优化设计方法，其特征在于：①收集镍基变形高温合金的成分、持久试验温度、持久断裂时间及其对应的持久强度数据或镍基单晶高温合金的成分、持久试验温度、持久应力及其对应的持久寿命数据，然后将上述数据作为人工神经网络初始训练数据进行网络训练，并通过常规优化隐含层神经单元数、归一化条件及动量因子等神经网络参量，获得镍基变形高温合金的持久强度或镍基单晶高温合金的持久寿命预测值与实测值误差最小的网络训练最佳权值矩阵；②将所获得的最佳权值矩阵与成本的比值作为镍基变形高温合金或镍基单晶高温合金成分优化设计所使用的目标函数，在此基础上建立镍基变形高温合金或镍基单晶高温合金成分优化设计的约束条件，以抑制有害相σ和μ相的形成和控制合金的密度；

镍基变形高温合金成分优化设计的数学模型为：

式(1)、式(2)为镍基变形高温合金成分优化设计所使用的目标函数；式(3)至式(6)为镍基变形高温合金成分优化设计的约束条件；

式中，σ_c为合金持久强度的目标函数，w₁、w₂、b₁、b₂为通过神经网络训练得到的最佳权值矩阵，purelin为线性激活函数，tansig为带有偏差的双曲正切S型激活函数，其输入变量的转置矩阵s＝[X₁，X₂，...，X_n，t，T]′，X₁，X₂，…，X_n依次为合金元素C、Cr、Co、Mo、Ti、Al、Fe、B、Zr、Ni、Nb、W、Ta、Mn、Si、V、Cb、Y的原子百分数，t为持久断裂时间，T为持久试验温度；p为合金成本；p_i为合金元素的单价；c_i为元素i的重量百分数，i＝1，2，……n，n＝18，  依次对应C、Cr、Co、Mo、Ti、Al、Fe、B、Zr、Ni、Nb、W、Ta、Mn、Si、V、Cb、Y共18种合金元素；(σ_c/p)max为性能与价格比的目标函数；

为控制有害σ相的合金平均电子能级，

为基体γ相的平均电子能级，X_i和X_iγ分别表示合金和γ相中元素i的原子百分数，i＝1，2，……n，n＝18；(M_d)_i为元素i的d电子能级，可通过查表获得；X_Mo和X_W分别为合金中Mo和W的原子百分数；合金密度 $\mathrm{\&rho;}=\frac{W_{\mathrm{alloy}-\mathrm{cell}}}{V_{\mathrm{alloy}-\mathrm{cell}}}=\frac{N_{\mathrm{alloy}-\mathrm{cell}}^{\mathrm{at}}\&CenterDot;\underset{i=1}{\overset{n}{\mathrm{\&Sigma;}}}(X_{\mathrm{it}}\&CenterDot;M_i)/N_A}{{\mathrm{\&alpha;}}^3},$ W_alloy，V_alloy分别为合金中一个晶胞内所含各元素的原子总质量和一个晶胞的体积；X_it、a分别为合金中元素i的原子百分数和合金的点阵常数；N_alloy-cell ^at表示一个晶胞的原子数；M_i为元素i的摩尔质量；N_A为Avogadro常数；镍基单晶高温合金成分优化设计的数学模型为：

式(7)、式(8)为镍基单晶高温合金成分优化设计所使用的目标函数；式(9)至式(14)为镍基单晶高温合金成分优化设计的约束条件；式中，f为合金的持久寿命，W₁、W₂、B₁、B₂为通过神经网络训练得到的最佳权值矩阵，S是一个输入变量的转置矩阵S＝[C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 Tσ]′，C₁、C₂、C₃、C₄、C₅、C₆、C₇、C₈、C₉、C₁₀、C₁₁依次代表合金元素Co、Cr、W、Mo、Al、Ti、Nb、Ta、Re、Hf、V共11种元素的重量百分数，C_il和C_ik分别表示在设计合金时所给成分范围内元素i的下限和上限值，T为持久试验温度，σ为持久应力；P为合金成本；P_i为合金元素的单价；C_i为元素i的重量百分数；i＝1，2，……n，n＝11，依次对应Co、Cr、W、Mo、Al、Ti、Nb、Ta、Re、Hf、V共11种合金元素；(f/P)max为性能与价格比的目标函数；控制有害σ相的约束条件参量中：M_dt为的合金平均电子能级，M_di为i元素的电子能级，通过查表获得；控制有害μ相的约束条件参量中，A₂、A₃和A₄分别表示合金中Cr、W和Mo的原子百分数；ΔE为提高单晶合金稳定性的参量，Z_i为元素价电子数，M为合金元素的摩尔质量，A_i为合金元素的原子百分数；合金密度ρ的算法同于前述镍基变形高温合金；

按上述优化步骤和约束条件，设置所要设计的镍基变形或镍基单晶高温合金中各元素含量C_i的范围，通过优化计算，即可在给定成分范围和上述约束条件下搜索出能使目标函数值达到最大值的合金的成分配方。

2.根据权利要求1所述的方法，其特征在于：上述镍基变形高温合金的成分、持久试验温度、持久断裂时间及其对应的持久强度数据选自数据库A中的数据；镍基单晶高温合金的成分、持久试验温度、持久应力及其对应的持久寿命数据选自数据库B中的数据。