CN108827819A - A method for judging the content of silicone rubber based on regression analysis - Google Patents
A method for judging the content of silicone rubber based on regression analysis Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及一种高温硫化硅橡胶的胶含量判定方法,更具体地,涉及一种基于回归分析的硅橡胶胶含量判定方法。The invention relates to a method for judging the glue content of high-temperature vulcanized silicone rubber, and more specifically, to a method for judging the glue content of silicone rubber based on regression analysis.
背景技术Background technique
高温硫化硅橡胶是输电线路复合绝缘子、变电站断路器等电网设备中广泛使用的绝缘材料,其由聚二甲基硅氧烷PDMS、氢氧化铝ATH、白炭黑SiO2及其他助剂组成,PDMS的含量比例即为硅橡胶的胶含量。由于硅橡胶属于有机高分子材料,户外的长期运行不可避免会出现粉化、硬化、憎水性下降、龟裂、褪色等老化现象,直接影响到复合材料设备的外绝缘性能,给电力系统的安全稳定运行带来隐患。只有合适、恰当的硅橡胶胶含量,才能保证硅橡胶在恶劣的运行环境中仍具有优异的耐老化性能,因此对硅橡胶胶含量的准确判定,一方面能够监控出厂硫化成型硅橡胶胶含量的变化,另一方面还能够检测运行电气设备硅橡胶材料胶含量的情况。High-temperature vulcanized silicone rubber is an insulating material widely used in power grid equipment such as composite insulators for transmission lines and substation circuit breakers. It is composed of polydimethylsiloxane PDMS, aluminum hydroxide ATH, white carbon black SiO 2 and other additives. The content ratio of PDMS is the rubber content of silicone rubber. Since silicone rubber is an organic polymer material, aging phenomena such as pulverization, hardening, water repellency drop, cracking, and fading will inevitably occur during long-term outdoor operation, which directly affects the external insulation performance of composite material equipment and affects the safety of power systems. Stable operation brings hidden dangers. Only a suitable and appropriate silicone rubber content can ensure that the silicone rubber still has excellent aging resistance in harsh operating environments. Therefore, the accurate determination of the silicone rubber content can monitor the content of the vulcanized molded silicone rubber. On the other hand, it can also detect the rubber content of silicone rubber materials in electrical equipment.
发明内容Contents of the invention
本发明为解决背景技术所指出的问题,提供一种基于回归分析的硅橡胶胶含量判定方法。In order to solve the problems pointed out in the background technology, the present invention provides a method for judging the content of silicone rubber based on regression analysis.
为解决上述技术问题,本发明的技术方案如下:In order to solve the problems of the technologies described above, the technical solution of the present invention is as follows:
一种基于回归分析的硅橡胶胶含量判定方法,包括以下步骤:A method for judging the content of silicone rubber based on regression analysis, comprising the following steps:
S1:使用手术刀从待测硅橡胶上切取少量样品,质量在5mg左右;S1: Use a scalpel to cut a small amount of sample from the silicone rubber to be tested, with a mass of about 5 mg;
S2:将样品放入同步热分析仪,设定同步热分析仪的程序参数:温度区间为50-800℃、温升速率为15℃/min、氮气的反应环境;S2: Put the sample into the synchronous thermal analyzer, and set the program parameters of the synchronous thermal analyzer: the temperature range is 50-800°C, the temperature rise rate is 15°C/min, and the reaction environment is nitrogen;
S3:从热失重曲线中获取转折点质量比例和终结点质量比例,以此作为推算硅橡胶胶含量的基本参数;S3: Obtain the mass ratio of the turning point and the mass ratio of the end point from the thermogravimetric curve, as the basic parameters for calculating the content of silicone rubber;
S4:计算硅橡胶胶含量,计算公式为:S4: Calculate the silicone rubber content, the calculation formula is:
y=115.259Mass转折-80.041Mass剩余-20.848y=115.259Mass turn -80.041Mass remaining -20.848
其中,y表示硅橡胶胶含量,随着温度的升高,热失重曲线分为3个阶段,Mass转折表示TGA转折点的质量剩余比例,Mass剩余表示TGA终结点的质量剩余比例,TGA表示热重分析。Among them, y represents the content of silicone rubber. With the increase of temperature, the thermogravimetric curve is divided into three stages. The Mass turning point represents the mass remaining ratio of the TGA turning point, and the Mass remaining represents the mass remaining ratio of the TGA end point. TGA represents the thermogravimetric analyze.
与现有技术相比,本发明技术方案的有益效果是:本发明提供一种基于回归分析的硅橡胶胶含量判定方法,使用手术刀从待测硅橡胶上切取少量样品,质量在5mg左右;将样品放入同步热分析仪,设定同步热分析仪的程序参数:温度区间为50-800℃、温升速率为15℃/min、氮气的反应环境;从热失重曲线中获取转折点质量比例和终结点质量比例,以此作为推算硅橡胶胶含量的基本参数;计算硅橡胶胶含量,计算公式为:Compared with the prior art, the beneficial effect of the technical solution of the present invention is: the present invention provides a method for determining the content of silicone rubber based on regression analysis, using a scalpel to cut a small amount of samples from the silicone rubber to be tested, with a mass of about 5 mg; Put the sample into the synchronous thermal analyzer, and set the program parameters of the synchronous thermal analyzer: the temperature range is 50-800°C, the temperature rise rate is 15°C/min, and the reaction environment of nitrogen; the mass ratio of the turning point is obtained from the thermal weight loss curve and the mass ratio of the end point, as the basic parameter for calculating the silicone rubber content; to calculate the silicone rubber content, the calculation formula is:
y=115.259Mass转折-80.041Mass剩余-20.848y=115.259Mass turn -80.041Mass remaining -20.848
其中,y表示硅橡胶胶含量,随着温度的升高,热失重曲线分为3个阶段,Mass转折表示TGA转折点的质量剩余比例,Mass剩余表示TGA终结点的质量剩余比例,TGA表示热重分析。通过本发明的方法能够快速得出的硅橡胶胶含量。Among them, y represents the content of silicone rubber. With the increase of temperature, the thermogravimetric curve is divided into three stages. The Mass turning point represents the mass remaining ratio of the TGA turning point, and the Mass remaining represents the mass remaining ratio of the TGA end point. TGA represents the thermogravimetric analyze. The silicone rubber content that can be obtained rapidly by the method of the present invention.
附图说明Description of drawings
图1为热失重曲线图。Figure 1 is a thermogravimetric graph.
具体实施方式Detailed ways
下面结合附图和实施例对本发明的技术方案做进一步的说明。The technical solutions of the present invention will be further described below in conjunction with the accompanying drawings and embodiments.
实施例1Example 1
一种基于回归分析的硅橡胶胶含量判定方法,包括以下步骤:A method for judging the content of silicone rubber based on regression analysis, comprising the following steps:
S1:使用手术刀从待测硅橡胶上切取少量样品,质量在5mg左右;S1: Use a scalpel to cut a small amount of sample from the silicone rubber to be tested, with a mass of about 5 mg;
S2:将样品放入同步热分析仪,设定同步热分析仪的程序参数:温度区间为50-800℃、温升速率为15℃/min、氮气的反应环境;S2: Put the sample into the synchronous thermal analyzer, and set the program parameters of the synchronous thermal analyzer: the temperature range is 50-800°C, the temperature rise rate is 15°C/min, and the reaction environment is nitrogen;
S3:从热失重曲线中获取转折点质量比例和终结点质量比例,以此作为推算硅橡胶胶含量的基本参数;S3: Obtain the mass ratio of the turning point and the mass ratio of the end point from the thermogravimetric curve, as the basic parameters for calculating the content of silicone rubber;
S4:计算硅橡胶胶含量,计算公式为:S4: Calculate the silicone rubber content, the calculation formula is:
y=115.259Mass转折-80.041Mass剩余-20.848y=115.259Mass turn -80.041Mass remaining -20.848
其中,y表示硅橡胶胶含量,随着温度的升高,热失重曲线分为3个阶段,Mass转折表示TGA转折点的质量剩余比例,Mass剩余表示TGA终结点的质量剩余比例,TGA表示热重分析。Among them, y represents the content of silicone rubber. With the increase of temperature, the thermogravimetric curve is divided into three stages. The Mass turning point represents the mass remaining ratio of the TGA turning point, and the Mass remaining represents the mass remaining ratio of the TGA end point. TGA represents the thermogravimetric analyze.
基于回归分析的质量比例-胶含量公式推导:Derivation of mass ratio-glue content formula based on regression analysis:
首先制作不同胶含量的高温硫化硅橡胶样品,各组分含量如表1所示。Firstly, high-temperature vulcanized silicone rubber samples with different rubber contents were prepared, and the contents of each component are shown in Table 1.
表1Table 1
由于硅橡胶中三种主要成分的热稳定区间有所差异,因而硅橡胶样品的热失重曲线会呈现出如图1所示的特征。Since the thermal stability ranges of the three main components in silicone rubber are different, the thermal weight loss curve of the silicone rubber sample will show the characteristics shown in Figure 1.
其中有两个剩余比例明显的变化点,分别为在84%、350℃附近的“TGA转折点”以及失重过程结束的“TGA终结点”,两者对应的剩余比例很容易求出,分别记为Mass转折和Mass剩余,如下表所示。Among them, there are two obvious change points of the remaining proportion, which are respectively the "TGA turning point" near 84% and 350°C and the "TGA end point" at the end of the weightlessness process. Mass turning and Mass remaining , as shown in the table below.
表2Table 2
在SPSS软件中将Mass转折和Mass剩余作为自变量,胶含量作为因变量,用多元线性回归的方法分析它们之间的联系,可以得到如下的关系式。In the SPSS software, the Mass transition and the Mass remainder are taken as independent variables, and the glue content is taken as a dependent variable, and the relationship between them is analyzed by the method of multiple linear regression, and the following relationship can be obtained.
y=115.259Mass转折-80.041Mass剩余-20.848y=115.259Mass turn -80.041Mass remaining -20.848
由此计算的拟合误差如表3所示,可见该公式精确度相当高。The fitting error thus calculated is shown in Table 3, which shows that the accuracy of the formula is quite high.
表3table 3
运行样品验证:Run sample verification:
试验样品取自一批退运复合绝缘子伞裙内层,先是用排水法测量其密度,由此推算样品的胶含量。目前研究结果表明该方法准确性较高,将其结果与本发明专利推算的胶含量结果进行对比,结果如下表所示。The test samples were taken from a batch of returned composite insulator shed inner layers. Firstly, the density was measured by the drainage method, and then the glue content of the samples was calculated. The current research results show that the accuracy of this method is relatively high. The results are compared with the results of the rubber content calculated by the patent of the present invention, and the results are shown in the table below.
可以看到,两种方法推算得到的胶含量差别不大,均为可行方法,但本发明专利所述方法对样品量要求极少,基本做到无损的检测。It can be seen that there is not much difference in the glue content calculated by the two methods, and both are feasible methods, but the method described in the patent of the present invention requires very little sample volume, and basically achieves non-destructive testing.
理论推导:Theoretical derivation:
假定基胶、氢氧化铝和白炭黑在失重第一阶段的质量变化率分别为a1、a2和a3,该段质量变化率可以表示为:Assuming that the mass change rates of base rubber, aluminum hydroxide and silica in the first stage of weight loss are a 1 , a 2 and a 3 respectively, the mass change rate of this period can be expressed as:
类似的,假定整个失重过程中三种组分总的质量变化率分别为b1、b2和b3,那么总质量变化率为Similarly, assuming that the total mass change rate of the three components in the whole weight loss process is b 1 , b 2 and b 3 respectively, then the total mass change rate
联立上述两式,可以分别求得m2和m3,如下Combining the above two formulas, m 2 and m 3 can be obtained respectively, as follows
代入胶含量的定义公式,化简可得Substituting into the definition formula of glue content, simplification can be obtained
由此可知,本文中用热失重曲线中两个关键转折点的质量剩余比例来线性表出胶含量是合理的。It can be seen that it is reasonable to use the mass remaining ratio of two key turning points in the thermogravimetric curve to linearly express the glue content in this paper.
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