CN107885921A - Composite insulator rod core aging evaluation method - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及一种尤其适用于110KV电压等级绝缘子的复合绝缘子棒芯老化评价方法。The invention relates to a composite insulator rod core aging evaluation method which is especially suitable for 110KV voltage grade insulators.
背景技术Background technique
复合绝缘子是电力系统运行的关键设备之一,起着支撑保护和电气绝缘的用途。复合绝缘子棒芯主要由环氧树脂构成,属于一种热固性高分子低聚体有机物,具有力学性能好,尺寸稳定,电性能好,化学性质稳定的特点。但是由于复合绝缘子本身运行在自然环境中,长期经受温度变化、紫外线、雨雪等的作用,不可避免的会出现老化线性。复合绝缘子棒芯的老化会使得其力学性能降低而发生脆断事故,从而给电力系统的稳定运行带来严重的威胁。因此,对复合绝缘子棒芯进行老化评价有着十分重大的意义。Composite insulators are one of the key equipment for the operation of power systems, and they are used for supporting protection and electrical insulation. Composite insulator rod core is mainly composed of epoxy resin, which belongs to a kind of thermosetting polymer oligomer organic matter, which has the characteristics of good mechanical properties, stable size, good electrical properties and stable chemical properties. However, since the composite insulator itself operates in a natural environment and is subjected to long-term temperature changes, ultraviolet rays, rain and snow, etc., aging linearity will inevitably occur. The aging of the composite insulator rod core will reduce its mechanical properties and cause brittle fracture accidents, which will pose a serious threat to the stable operation of the power system. Therefore, it is of great significance to evaluate the aging of composite insulator cores.
中国专利CN201210167361.6中公布了一种复合绝缘子的棒芯老化评价方法,通过将棒芯材料制成试样并测量试样的陷阱能级与陷阱电荷量评价复合绝缘子棒芯的老化程度。该方法能够在一定程度上表征复合绝缘子棒芯的老化程度,但是所用设备较为复杂,且数据随机性较大,评价准确程度有待提高,同时对复合绝缘子棒芯早期老化程度不敏感。Chinese patent CN201210167361.6 discloses a composite insulator core aging evaluation method, by making the core material into a sample and measuring the trap energy level and trap charge of the sample to evaluate the aging degree of the composite insulator core. This method can characterize the aging degree of composite insulator cores to a certain extent, but the equipment used is relatively complex, and the data is random, so the evaluation accuracy needs to be improved, and it is not sensitive to the early aging degree of composite insulator cores.
发明内容Contents of the invention
本发明的目的是提供一种复合绝缘子棒芯老化评价方法,能够对复合绝缘子的老化程度进行准确的评价,为运维人员提供可靠的帮助,有效的保障了电力设备的安全运行。The purpose of the present invention is to provide a method for evaluating the aging of composite insulator cores, which can accurately evaluate the aging degree of composite insulators, provide reliable assistance for operation and maintenance personnel, and effectively ensure the safe operation of power equipment.
一种复合绝缘子棒芯老化评价方法,其特别之处在于,包括如下步骤:A method for evaluating the aging of a composite insulator rod core is characterized in that it includes the following steps:
(1)分别选取处于健康、一般和老化严重三种状态的同一型号的复合绝缘子,其中每一种状态的复合绝缘子至少选取10支;(1) Select the same type of composite insulators in three states of health, general and severe aging, and select at least 10 composite insulators in each state;
(2)剥去复合绝缘子伞裙和护套,取出复合绝缘子棒芯,并将棒芯制作成圆形薄片;(2) Strip off the shed and sheath of the composite insulator, take out the core of the composite insulator, and make the core into a circular sheet;
(3)将圆形薄片置于红外光谱分析仪内,测量其红外吸收图谱,并分别记录羟基组-OH、烃基组-CH3和羰基组-C=O的吸收峰峰值;(3) The circular slice is placed in an infrared spectrometer, and its infrared absorption spectrum is measured, and the absorption peaks of hydroxyl group-OH, hydrocarbon group- CH3 and carbonyl group-C=O are recorded respectively;
(4)将所有样本测量结果分为两组,其中处于老化严重状态的测量结果分为一组,处于健康状态和一般状态的测量结果分为另一组,利用两组样本训练支持第一向量机模型,从而使该第一向量机模型能够区分棒芯是否处于老化严重状态;(4) Divide all sample measurement results into two groups, in which the measurement results in the severe state of aging are divided into one group, and the measurement results in the healthy state and general state are divided into another group, and the two groups of samples are used to train the support first vector machine model, so that the first vector machine model can distinguish whether the rod core is in a serious state of aging;
(5)将处于健康状态的棒芯与处于一般状态的棒芯的测量结果分为两组,其中处于健康状态的分为一组,处于一般状态的分为另一组,利用这两组样本训练支持第二向量机模型,从而使该第二向量机模型能够区分棒芯是否处于健康状态;(5) Divide the measurement results of rod cores in a healthy state and rod cores in a normal state into two groups, wherein those in a healthy state are divided into one group, and those in a normal state are divided into another group. Using these two groups of samples training the second support vector machine model, so that the second vector machine model can distinguish whether the rod core is in a healthy state;
(6)将待测复合绝缘子棒芯制成圆形薄片样品,利用红外光谱仪分别测量该圆形薄片样品的羟基组-OH、烃基组-CH3和羰基组-C=O的吸收峰峰值;(6) The composite insulator rod core to be tested is made into a circular sheet sample, and an infrared spectrometer is used to measure the absorption peaks of the hydroxyl group-OH, hydrocarbon group- CH3 and carbonyl group-C=O of the circular sheet sample respectively;
(7)根据得到的样品测量结果,利用步骤(4)所建立的第一向量机模型判断待测的样品是否处于老化严重状态,如果是,则判定样品处于老化严重状态,如果不是则利用步骤(5)所建立的第二向量机模型判断该待测的样品是否处于健康状态,如果是,则判定样品处于健康状态,如果不是则判定样品处于一般状态。(7) According to the obtained sample measurement results, use the first vector machine model established in step (4) to judge whether the sample to be tested is in a serious state of aging, if yes, then determine that the sample is in a serious state of aging, if not, use step (5) The established second vector machine model judges whether the sample to be tested is in a healthy state, if yes, it is judged that the sample is in a healthy state, and if not, it is judged that the sample is in a normal state.
步骤(1)中每一种状态的复合绝缘子选取10支。Select 10 composite insulators in each state in step (1).
步骤(2)中圆形薄片厚度为1.5mm,步骤(6)中圆形薄片样品厚度为1.5mm。The thickness of the circular flakes in step (2) is 1.5 mm, and the thickness of the circular flake samples in step (6) is 1.5 mm.
本发明的有益效果在于:1、发明所提出的复合绝缘子棒芯老化评价方法所需要的设备简单,所测量的特征参量能够准确的表征复合绝缘子棒芯的老化程度,从而提高了评价的准确率;2、本发明方法结合智能算法,对复合绝缘子棒芯状态较为敏感,能够区分处于不同状态的绝缘子棒芯老化程度,同时,所用测量设备简单,物理意义较为明确。The beneficial effects of the present invention are: 1. The equipment required by the composite insulator core aging evaluation method proposed by the invention is simple, and the measured characteristic parameters can accurately characterize the aging degree of the composite insulator core, thereby improving the accuracy of the evaluation 2. The method of the present invention combines intelligent algorithms, which is more sensitive to the state of the composite insulator rod core, and can distinguish the aging degree of the insulator rod core in different states. At the same time, the measuring equipment used is simple and the physical meaning is relatively clear.
具体实施方式Detailed ways
本发明提供了一种复合绝缘子棒芯老化评估方法,包括对复合绝缘子棒芯进行红外光谱分析,提取复合绝缘子主要吸收峰的高度,并利用支持向量机对复合绝缘子棒芯的老化程度进行评价;所述红外光谱分析需要将复合绝缘子棒芯制作成厚度为1.5mm的试验样品,所述主要吸收峰包括羟基组(-OH)、烃基组(-CH3)、羰基组(-C=O),所述支持向量机的建立需要首先针对一种固定型号的复合绝缘子棒芯的评价模型,再利用模型参数对该型号的复合绝缘子棒芯样品进行评价。The invention provides a method for evaluating the aging of a composite insulator rod core, which includes performing infrared spectrum analysis on the composite insulator rod core, extracting the height of the main absorption peak of the composite insulator, and evaluating the aging degree of the composite insulator rod core by using a support vector machine; The infrared spectrum analysis needs to make the composite insulator rod core into a test sample with a thickness of 1.5 mm, and the main absorption peaks include hydroxyl group (-OH), hydrocarbon group (-CH 3 ), carbonyl group (-C=O) , the establishment of the support vector machine needs to first aim at the evaluation model of a fixed type of composite insulator rod core, and then use the model parameters to evaluate the type of composite insulator rod core sample.
按上述方案,所述复合绝缘子棒芯老化评价方法能够针对不同老化状态的复合绝缘子进行分类与状态评估,指导运行维护人员对复合绝缘子进行维护。According to the above scheme, the composite insulator core aging evaluation method can classify and evaluate the composite insulators in different aging states, and guide the operation and maintenance personnel to maintain the composite insulators.
为了使本发明的目的、技术方案及优点更加清楚明白,以下对本发明进行进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。此外,下面所描述的本发明各个实施方式中所涉及到的技术特征只要彼此之间未构成冲突就可以相互组合。In order to make the purpose, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not constitute a conflict with each other.
实施例1:Example 1:
一种复合绝缘子棒芯老化评估方法,包括对复合绝缘子棒芯进行红外光谱分析,提取复合绝缘子主要吸收峰的高度,并利用支持向量机对复合绝缘子棒芯的老化程度进行评价;所述红外光谱分析需要将复合绝缘子棒芯制作成厚度为1.5mm的试验样品,所述主要吸收峰包括羟基组(-OH)、烃基组(-CH3)、羰基组(-C=O),所述支持向量机的建立需要首先针对一种固定型号的复合绝缘子棒芯的评价模型,再利用模型参数对该型号的复合绝缘子棒芯样品进行评价A method for evaluating the aging of composite insulator rod cores, including performing infrared spectrum analysis on composite insulator rod cores, extracting the height of the main absorption peak of composite insulators, and evaluating the aging degree of composite insulator rod cores by using a support vector machine; the infrared spectrum The analysis needs to make the composite insulator rod core into a test sample with a thickness of 1.5mm. The main absorption peaks include hydroxyl groups (-OH), hydrocarbon groups (-CH 3 ), and carbonyl groups (-C=O). The establishment of the vector machine needs to firstly evaluate the evaluation model of a fixed type of composite insulator rod core, and then use the model parameters to evaluate the composite insulator rod core sample of this type
所述吸收峰均为棒芯材料老化过程中红外光谱吸收峰发生明显变化的特征参量,能够较好的表征复合绝缘子棒芯的老化程度。The absorption peaks are all characteristic parameters of the infrared spectrum absorption peaks that change significantly during the aging process of the rod core material, and can better characterize the aging degree of the composite insulator rod core.
所述支持向量机需要对特定型号不同老化程度的复合绝缘子棒芯进行数据测量,并训练模型,并通过多次二分类从而实现老化程度的评估。The support vector machine needs to measure the data of composite insulator rod cores of specific models with different aging degrees, train the model, and realize the evaluation of the aging degree through multiple binary classifications.
本实施例提供的老化评估方法,包括如下步骤:The aging assessment method provided in this embodiment includes the following steps:
(1)选取包括健康、一般、老化严重的同一型号复合绝缘子棒芯各10支;(1) Select 10 composite insulator rod cores of the same type, including healthy, general, and serious aging;
(2)剥去复合绝缘子伞裙及护套,取出复合绝缘子棒芯材料,并将其制作成厚度为1.5mm的圆形薄片;(2) Strip off the shed and sheath of the composite insulator, take out the core material of the composite insulator, and make it into a circular sheet with a thickness of 1.5mm;
(3)将圆形薄片置于红外光谱分析仪内,测量其红外吸收图谱,并记录各样品包括羟基组(-OH)、烃基组(-CH3)、羰基组(-C=O)吸收峰峰值;(3) Place the circular slice in an infrared spectrometer, measure its infrared absorption spectrum, and record the absorption of each sample including hydroxyl group (-OH), hydrocarbon group (-CH 3 ), carbonyl group (-C=O) peak-to-peak value;
(4)将所有样本测量结果分为两组:老化严重的测量结果分为一组,健康与一般的测量结果分为一组,利用两组样本训练支持向量机模型1,该模型能够区分棒芯是否老化严重;(4) Divide the measurement results of all samples into two groups: the measurement results of severe aging are divided into one group, and the measurement results of health and general are divided into one group, and the support vector machine model 1 is trained by using the two groups of samples. Whether the core is seriously aged;
(5)将健康棒芯与一般棒芯的测量结果分为两组:健康的一组,一般的一组,利用两组样本训练支持向量机模型2,该模型能够区分棒形是否处于健康状态;(5) Divide the measurement results of healthy rod cores and general rod cores into two groups: a healthy group and a general group, and use the two groups of samples to train the support vector machine model 2, which can distinguish whether the rod is in a healthy state ;
(6)将待测复合绝缘子棒芯制成厚度为1.5mm的样品,并利用红外光谱仪测量棒芯羟基组(-OH)、烃基组(-CH3)、羰基组(-C=O)吸收峰峰值;(6) The core of the composite insulator to be tested is made into a sample with a thickness of 1.5 mm, and the absorption of the hydroxyl group (-OH), hydrocarbon group (-CH 3 ) and carbonyl group (-C=O) of the rod core is measured by an infrared spectrometer peak-to-peak value;
(7)利用步骤(4)所建立的模型判断测试样本是否处于严重老化的阶段,如果是,则判定样品老化严重,如果不是则继续利用模型2判断测试样品是否处于健康状态,如果是,则判定样品处于健康状态,如果不是则样品处于一般状态。(7) Use the model established in step (4) to judge whether the test sample is in a stage of severe aging, if yes, then determine that the sample is seriously aged, if not, continue to use model 2 to judge whether the test sample is in a healthy state, if yes, then The sample is judged to be in a healthy state, if not the sample is in a normal state.
显然,上述实施例仅仅为了清楚地说明本发明所作的举例,而并非是对本发明的实施方式的限定。对于所属领域的普通技术员来说,在上述说明的基础上还可以做出其它形式的变化或变动。这里无需对所有的实施方式予以穷举。而这些属于本发明的所引出的变动仍然处于本发明的保护范围之中。Apparently, the above-mentioned embodiments are only examples for clearly illustrating the present invention, rather than limiting the implementation of the present invention. For those skilled in the art, other changes or modifications can be made on the basis of the above description. It is not necessary to exhaustively list all implementation manners here. And these derived changes belonging to the present invention are still within the protection scope of the present invention.
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CN114167221A (en) * | 2021-12-13 | 2022-03-11 | 华北电力大学(保定) | Epoxy resin insulation aging discrimination and inspection method under different voltage frequencies |
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