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CN108776804A - A kind of transformer specialization repair method based on portable terminal - Google Patents

A kind of transformer specialization repair method based on portable terminal Download PDF

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CN108776804A
CN108776804A CN201810375808.6A CN201810375808A CN108776804A CN 108776804 A CN108776804 A CN 108776804A CN 201810375808 A CN201810375808 A CN 201810375808A CN 108776804 A CN108776804 A CN 108776804A
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transformer
data
portable terminal
maintenance
specialization
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李新丽
王新刚
姜良刚
刘子婷
刘恒志
孙伟
李勇
张栋
靳宪文
周庆庆
任彬
施广宇
王康
潘晨曦
涂恩来
王国彬
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Electric Power Research Institute of State Grid Fujian Electric Power Co Ltd
Shandong Electrical Engineering and Equipment Group Co Ltd
Shandong Power Equipment Co Ltd
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Shandong Electrical Engineering and Equipment Group Co Ltd
Shandong Power Equipment Co Ltd
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Abstract

本发明涉及一种基于便携式终端的变压器专业化检修方法,1、构建变压器专业化检修数据平台;2、利用便携式终端对被检修的变压器进行数据采集;3、将采集的数据团传输到远端服务器;4、通过基于模糊综合评价和贝叶斯判别的变压器状态判别和预警模型进行评估,给出预警建议;5、将评估结果、预警建议发送至便携式终端;6、检修人员评估结果、预警建议对变压器进行检修。本发明提出模糊理论+贝叶斯判别法的综合评判方法,从多因素对被评价变压器隶属等级状况进行综合性评价,使变压器专业化检修的评价方法更加科学全面,保证变压器专业化检修结果的准确性;在变压器检修时就地采集检修所需数据、并实时获取变压器的检修结果。

The invention relates to a transformer professional maintenance method based on a portable terminal. 1. Build a transformer professional maintenance data platform; 2. Use a portable terminal to collect data on the transformer to be repaired; 3. Transfer the collected data group to the remote end Server; 4. Evaluate through the transformer state discrimination and early warning model based on fuzzy comprehensive evaluation and Bayesian discrimination, and give early warning suggestions; 5. Send the evaluation results and early warning suggestions to portable terminals; 6. Maintenance personnel evaluation results, early warning It is recommended to overhaul the transformer. The present invention proposes a comprehensive evaluation method of fuzzy theory + Bayesian discriminant method, and comprehensively evaluates the subordination status of the evaluated transformer from multiple factors, so that the evaluation method of the specialized maintenance of the transformer is more scientific and comprehensive, and the result of the professional maintenance of the transformer is ensured. Accuracy: collect data required for maintenance on site during transformer maintenance, and obtain transformer maintenance results in real time.

Description

一种基于便携式终端的变压器专业化检修方法A Transformer Professional Maintenance Method Based on Portable Terminal

技术领域technical field

本发明属于电力系统变压器检修技术领域,具体涉及一种基于便携式终端的变压器专业化检修方法。The invention belongs to the technical field of power system transformer maintenance, and in particular relates to a portable terminal-based professional transformer maintenance method.

背景技术Background technique

传统电网设备的状态信息采集技术水平不高,部分设备的关键状态信息无法实时获取,设备的自检能力、自我诊断能力需进一步提升。在运维信息的应用方面,传统的状态评估和诊断主要侧重于单项指标的分析,未能有效利用多源数据实现综合研判,对设备状态管控和工厂化检修的支撑不足。The state information collection technology level of traditional power grid equipment is not high, and the key state information of some equipment cannot be obtained in real time, and the self-inspection and self-diagnosis capabilities of the equipment need to be further improved. In terms of the application of operation and maintenance information, traditional status assessment and diagnosis mainly focus on the analysis of single indicators, fail to effectively use multi-source data to achieve comprehensive research and judgment, and provide insufficient support for equipment status control and factory maintenance.

状态评价过程是一个将设备状态量从信息空间映射到状态空间的量化过程,目前,国内外通用的可靠性分析方法主要包括故障模式及影响分析法(FMEA)、失效严重度分析法(FCA)、故障树分析法(FTA)三种。用于可靠性分析的主要模型包括可靠性框图、故障树模型、模糊诊断模型、马尔可夫(Markov)模型、贝叶斯网络模型、神经网络模型等。状态评价的应用中较常见的方法有贝叶斯网络、神经网络、灰色系统理论、证据理论、专家系统等。常用的综合性状态评价方法中的模糊数学法+层次分析法(AHP)是解决多准则多目标问题的一种行之有效的方法,但是当比较因素较多时,判断矩阵不易达到一致性,且调整困难;灰色关联度分析方法对于一个系统的发展变化态势提供了一种量化的度量,很适合动态历程分析,但是进行故障诊断时,对序列采取不同的处理方法,会使关联度的大小发生变化,而关联序通常是不会改变的。The state evaluation process is a quantitative process that maps the equipment state quantity from the information space to the state space. At present, the reliability analysis methods commonly used at home and abroad mainly include failure mode and effect analysis (FMEA) and failure severity analysis (FCA). , Fault Tree Analysis (FTA) three. The main models used for reliability analysis include reliability block diagram, fault tree model, fuzzy diagnosis model, Markov model, Bayesian network model, neural network model, etc. The more common methods in the application of state evaluation include Bayesian network, neural network, gray system theory, evidence theory, expert system, etc. The fuzzy mathematics method + analytic hierarchy process (AHP) in the commonly used comprehensive state evaluation method is an effective method to solve multi-criteria and multi-objective problems, but when there are many comparison factors, the judgment matrix is not easy to achieve consistency, and Difficult to adjust; the gray relational degree analysis method provides a quantitative measure for the development and change of a system, which is very suitable for dynamic process analysis, but when performing fault diagnosis, adopting different processing methods for the sequence will cause the size of the relational degree to change. change, but the association order usually does not change.

发明内容Contents of the invention

为解决上述对量化边界不清、主观性强的技术问题,基于能够从多个因素对被评价事物隶属等级状况进行综合性评价的需求,本发明提出了模糊理论+贝叶斯判别法的综合评判方法,研究出变压器专业化检修便携式终端、实现检修数据就地采集和管理,针对不同的检修项目获取的检修数据采用相应数据采集方式。本发明的技术思路如下:In order to solve the above-mentioned technical problems of unclear quantitative boundary and strong subjectivity, based on the requirement of being able to comprehensively evaluate the subordinate level status of the evaluated object from multiple factors, the present invention proposes a comprehensive method of fuzzy theory + Bayesian discriminant method According to the evaluation method, a portable terminal for transformer professional maintenance is developed to realize on-site collection and management of maintenance data, and corresponding data collection methods are adopted for the maintenance data obtained for different maintenance items. Technical thought of the present invention is as follows:

(1)研究变压器状态信息的获取方法,收集数据;(1) Study the acquisition method of transformer status information and collect data;

收集大型变压器运行过程中的多种状态信息数据,包括出厂数据、预试数据、运行数据、以及有记录的临时性检修数据、周期性检修数据、事故数据等。对历史数据进行资料收集、调研,并进行归纳总结,判断变压器的当前状态。Collect a variety of status information data during the operation of large transformers, including factory data, pre-test data, operating data, and recorded temporary maintenance data, periodic maintenance data, accident data, etc. Collect and investigate historical data, and make a summary to judge the current state of the transformer.

(2)对变压器的运行数据进行分类分析,研究数据库的存储方案;(2) Classify and analyze the operation data of the transformer, and study the storage scheme of the database;

对收集的数据进行分类分析,调研不同的数据库,分析各自的优势和劣势,确定合适的数据库存储方案,规定一致的数据结构和存储方法,将大量历史数据在数据库中做好保存,便于后续分析应用。Classify and analyze the collected data, investigate different databases, analyze their respective advantages and disadvantages, determine the appropriate database storage scheme, specify a consistent data structure and storage method, and save a large amount of historical data in the database for subsequent analysis application.

(3)制定变压器运行状态评估指标体系;(3) Formulate the transformer operation status evaluation index system;

对变压器的当前运行数据进行建模分析,确定合适的故障分析模型,判断变压器运行状态的发展趋势。在汇总、整理历史及当前变压器运行状态各种数据的基础上,根据目前电力部门变压器的监测与检修现状,从变压器状态检修的需要及实际可操作性出发,对各类信息进行分类处理,研究并建立科学、客观的变压器运行状态评估指标体系。Carry out modeling analysis on the current operating data of the transformer, determine the appropriate fault analysis model, and judge the development trend of the operating state of the transformer. On the basis of summarizing and sorting out various data of historical and current transformer operation status, according to the current status of monitoring and maintenance of transformers in the power sector, starting from the needs of transformer condition maintenance and actual operability, classify and process various information, research And establish a scientific and objective evaluation index system for transformer operation status.

(4)根据对变压器状态信息的分类及变压器故障的分类,确定变压器专业化综合管理系统便携式终端所需要具备的功能;确定变压器专业化检修综合管理系统便携式终端端的功能模块及各模块间的联系。(4) According to the classification of transformer status information and classification of transformer faults, determine the functions required by the portable terminal of the transformer professional comprehensive management system; determine the function modules of the portable terminal terminal of the transformer professional maintenance comprehensive management system and the connection between modules .

本发明所采用的技术方案如下:The technical scheme adopted in the present invention is as follows:

一种基于便携式终端的变压器专业化检修方法,包括以下步骤:A transformer professional maintenance method based on a portable terminal, comprising the following steps:

步骤1、对变压器专业化检修状态信息进行数据分类,构建变压器专业化检修数据平台;Step 1. Carry out data classification for transformer professional maintenance status information, and build a transformer professional maintenance data platform;

步骤2、利用便携式终端对被检修的变压器进行就地数据采集;Step 2. Use the portable terminal to collect on-site data of the transformer being overhauled;

步骤3、便携式终端通过无线网络或有线网络,将采集的数据团传输到远端服务器;Step 3, the portable terminal transmits the collected data group to the remote server through a wireless network or a wired network;

步骤4、远端服务器根据接收到的采集数据,结合数据平台中的历史数据,通过基于模糊综合评价和贝叶斯判别的电力变压器状态判别和预警模型对变压器的安全状态进行评估,并给出相应的预警建议;Step 4. The remote server evaluates the safety state of the transformer through the power transformer state discrimination and early warning model based on fuzzy comprehensive evaluation and Bayesian discrimination based on the collected data received and combined with the historical data in the data platform, and gives Corresponding early warning recommendations;

步骤5、远端服务器将评估结果、预警建议通过无线网络或有线网络发送至便携式终端;Step 5. The remote server sends the evaluation results and early warning suggestions to the portable terminal through a wireless network or a wired network;

步骤6、现场检修人员根据便携式终端的评估结果、预警建议对变压器进行检修,并对变压器做出后续的相应操作,保障变压器的安全运行。Step 6. The on-site maintenance personnel overhaul the transformer according to the evaluation results and early warning suggestions of the portable terminal, and make follow-up corresponding operations on the transformer to ensure the safe operation of the transformer.

优选地,步骤1中对变压器专业化检修状态信息进行数据分类时,将数据分为以下六类:Preferably, when performing data classification on transformer specialized maintenance status information in step 1, the data is divided into the following six categories:

(1)历史数据:变压器的技术性能参数、出厂检验数据、交接验收数据,维修记录、故障记录,这些数据信息形成了变压器投运前的基础状态;(1) Historical data: technical performance parameters of the transformer, factory inspection data, handover and acceptance data, maintenance records, fault records, these data information form the basic state of the transformer before it is put into operation;

(2)运行数据:变压器负载、油温数据、密封与渗漏、运行中变压器异常噪音、变压器近区短路数据、变压器继电保护数据,运行数据是变压器运行状态的记录,运行状态直接关系着变压器的寿命及老化状态;(2) Operation data: transformer load, oil temperature data, sealing and leakage, abnormal noise of transformer during operation, short circuit data of transformer near area, transformer relay protection data, operation data is the record of transformer operation status, and the operation status is directly related to Transformer life and aging state;

(3)预防性试验数据:变压器绝缘电阻、工频交流耐压数据,预防性试验数据能够反映变压器的各种特征,用来发现运行中变压器的隐患,预防发生事故或设备损坏;(3) Preventive test data: Transformer insulation resistance, power frequency AC withstand voltage data, preventive test data can reflect various characteristics of transformers, and are used to discover hidden dangers of transformers in operation and prevent accidents or equipment damage;

(4)在线监测数据:油中气体在线监测数据、局部放电在线监测数据,在线监测数据是预防性试验数据的补充,是变压器当前状态的具体表现;(4) On-line monitoring data: on-line monitoring data of gas in oil, on-line monitoring data of partial discharge, on-line monitoring data is the supplement of preventive test data, and is the specific performance of the current state of the transformer;

(5)变压器状态量评估不仅要体现出系统的整体层次性、还要体现出变压器各部件的独立性,因此,变压器各部件的数据分为六个部分:本体、套管、分接开关、冷却系统、非电量保护、在线监测。(5) The evaluation of transformer state quantity should not only reflect the overall hierarchy of the system, but also reflect the independence of each component of the transformer. Therefore, the data of each component of the transformer is divided into six parts: body, bushing, tap changer, Cooling system, non-electrical protection, online monitoring.

(6)其他因素的数据,包括:附件运行情况、外观检查情况、运行年限、运行环境量。(6) The data of other factors, including: the operation of accessories, the appearance inspection, the service life, and the environment of operation.

优选地,步骤2中利用便携式终端对被检修的变压器进行就地数据采集,所采集的数据包括:Preferably, in step 2, the portable terminal is used to collect on-site data of the transformer being overhauled, and the collected data includes:

(1)变压器及其组件外观检查数据;(1) Visual inspection data of transformer and its components;

当变压器发生故障时,无论是变压器内部故障还是外部故障,其产生的异常现象往往会通过声音、气味、变压器油箱外壳发热程度(触觉)和变压器外部保护装置等形式表现出来。因此,应根据相关的操作规程检查变压器本体及其组件的外观,以了解其所处的工作状态(如温度指示值的大小、储油柜油位是否正常、气体继电器内是否有气体、油箱箱体有无渗漏现象和引线连接有无松动、变色等),并结合已取得的数据资料或历史记录进行判断和分析,完成变压器及其组件外观检查数据的采集。When a transformer fails, whether it is an internal fault or an external fault of the transformer, the abnormal phenomenon will often be manifested in the form of sound, smell, heating degree of the transformer oil tank shell (tactile) and external protection devices of the transformer. Therefore, the appearance of the transformer body and its components should be checked according to the relevant operating procedures to understand its working state (such as the size of the temperature indication value, whether the oil level of the oil conservator is normal, whether there is gas in the gas relay, whether the oil tank Whether there is leakage in the body and whether the lead wire connection is loose or discolored, etc.), and combined with the obtained data or historical records for judgment and analysis, and complete the collection of transformer and its component appearance inspection data.

(2)变压器铁心、夹件接地电流测试数据;(2) Ground current test data of transformer core and clamp;

大型电力变压器正常运行时应保持铁心一点良好接地,一旦发生多点接地故障将直接威胁变压器的正常运行和使用寿命。电力变压器铁心两点或多点接地时,铁心内部会感应出环流(该电流有时可达数十安培),导致变压器局部过热,严重时会造成铁心损伤,甚至烧坏接地线,导致铁心电位悬浮,发生局部放电故障,严重影响变压器的可靠运行。当变压器铁心发生多点接地故障时,接地位置不同,产生的铁心接地故障电流的大小也不同。因此,需要在变压器运行过程中,实时监测变压器铁芯及夹件接地电流的变化。在变电站现场可通过人工使用交流前行电流表对铁心、夹件接地电流进行测量。When a large power transformer is in normal operation, one point of the iron core should be well grounded. Once a multi-point ground fault occurs, the normal operation and service life of the transformer will be directly threatened. When the iron core of a power transformer is grounded at two or more points, a circulating current (sometimes up to tens of amperes) will be induced inside the iron core, resulting in partial overheating of the transformer. , a partial discharge fault occurs, seriously affecting the reliable operation of the transformer. When a multi-point ground fault occurs in the transformer core, the grounding position is different, and the size of the core ground fault current generated is also different. Therefore, it is necessary to monitor the change of the ground current of the transformer core and clamps in real time during the operation of the transformer. At the substation site, the grounding current of the iron core and clamp can be measured manually by using an AC forward ammeter.

(3)变压器及其组件红外精准测温数据;(3) Infrared precise temperature measurement data of transformers and their components;

电气设备的故障主要由内部故障与外部故障两部分组成。其中,内部故障的特征主要表现为发热时间长、发热过程持续稳定等特点,同时根据外界环境的不同还会表现出其他的特点;变压器内部热故障通常是由接触不良等因素所导致的,这类问题可以利用红外测温对其故障点进行探测,并结合油色谱对故障进行分析,便能够得到很好的解决。The faults of electrical equipment are mainly composed of two parts: internal faults and external faults. Among them, the characteristics of internal faults are mainly characterized by long heating time and continuous and stable heating process. At the same time, other characteristics will be shown according to different external environments; internal thermal faults of transformers are usually caused by factors such as poor contact. Such problems can be well solved by using infrared temperature measurement to detect the fault point and analyzing the fault in combination with oil chromatography.

外部故障主要以局部过热的形态向周围辐射红外线为表现形式,这一特点决定了其故障的解决务必需要红外测温的帮助。External faults are mainly manifested in the form of local overheating that radiates infrared rays to the surroundings. This feature determines that the solution to its faults must require the help of infrared temperature measurement.

变压器油路管道的故障时有发生,其故障的表现形式主要是管道堵塞,在管道堵塞状况发生时,堵塞部分的散热便会收到相当严重的影响,对变压器的良好运行非常不利,需要利用红外测温配合热谱图来对其进行解决。Faults of transformer oil pipelines occur from time to time, and the main manifestation of the fault is pipeline blockage. When the pipeline blockage occurs, the heat dissipation of the blocked part will be seriously affected, which is very unfavorable to the good operation of the transformer. It needs to be used Infrared temperature measurement combined with thermogram to solve it.

变压器油枕或高压套管缺油的故障是变压器故障中非常常见的一种,与油路管道堵塞的解决方式相同,这一问题主要也应利用红外测温与热谱图分析相结合的方式对其进行解决。The failure of transformer oil conservator or high-voltage bushing lacking oil is a very common type of transformer failure. It is the same as the solution to oil pipeline blockage. This problem should mainly be solved by combining infrared temperature measurement and thermogram analysis. Fix it.

此外,红外测温能查找出端子连接、冷却器缺陷,磁屏蔽和接地等问题。在变电站现场可通过远红外线测温仪实现对变压器及其组件的精准测温。In addition, infrared temperature measurement can find problems such as terminal connections, cooler defects, magnetic shielding and grounding. At the substation site, the far-infrared thermometer can be used to achieve accurate temperature measurement of the transformer and its components.

(4)超声波(高频)局部放电监测及定位数据;(4) Ultrasonic (high frequency) partial discharge monitoring and positioning data;

高压电力设备内部存在绝缘缺陷时,会导致局部放电的产生。局部放电所激发出的超声波信号由局部放电源沿着绝缘介质和金属件传导到电力设备外壳,并通过介质和缝隙向周围空气传播。在电力设备外壳或设备附近安装超声波传感器,耦合该超声波信号,可以判断电力设备的局部放电情况,进而间接地反映设备的绝缘状况。When there are insulation defects inside the high-voltage power equipment, it will lead to the generation of partial discharge. The ultrasonic signal excited by the partial discharge is conducted by the partial discharge source along the insulating medium and metal parts to the casing of the power equipment, and propagates to the surrounding air through the medium and the gap. Install an ultrasonic sensor on the casing of the power equipment or near the equipment, and couple the ultrasonic signal to judge the partial discharge of the power equipment, and then indirectly reflect the insulation status of the equipment.

局部放电超声波检测法具有较宽的检测频带,通常在20~200kHz。超声波法是一种非侵入式的检测方法,检测系统与高压回路之间没有电气联系,因此超声波法可以从原理上避免电磁信号的影响,具有良好的抗干扰能力和较高的灵敏度。此外,局部放电超声波检测可以在不影响设备运行的情况下进行,并能够实现局部放电源的定位。The partial discharge ultrasonic detection method has a wide detection frequency band, usually in the range of 20-200kHz. The ultrasonic method is a non-invasive detection method. There is no electrical connection between the detection system and the high-voltage circuit. Therefore, the ultrasonic method can avoid the influence of electromagnetic signals in principle, and has good anti-interference ability and high sensitivity. In addition, partial discharge ultrasonic detection can be performed without affecting the operation of equipment and enables the localization of partial discharge sources.

当变压器有制造缺陷时,如接触不良等,在变压器内部就会有局部放电现象产生,同时,如果油或是纸中有气泡也会有局部放电产生。局部放电分为低能量的火花放电和高能量的电弧放电。通过对变压器重点部位的超声波/超高频信号的检测,能较准确地反应变压器内部局部放电情况。When the transformer has manufacturing defects, such as poor contact, partial discharge will occur inside the transformer. At the same time, if there are air bubbles in the oil or paper, partial discharge will also occur. Partial discharge is divided into low-energy spark discharge and high-energy arc discharge. By detecting the ultrasonic/ultra-high frequency signal at key parts of the transformer, it can accurately reflect the partial discharge inside the transformer.

在变电站现场可通过局部放电超声定位仪实现对变压器内局部放电的监测与定位,采集相关的数据。At the substation site, the partial discharge ultrasonic locator can be used to monitor and locate the partial discharge in the transformer, and collect relevant data.

(5)变压器油常规及色谱分析数据;(5) Conventional and chromatographic analysis data of transformer oil;

在不停电状态下完全评估变电站主要设备和装置的运行状态是变压器专业化检修的第一选择,因此对变压器运行状况的判断最基本的方法是通过对变压器油的综合评估,它对评估所有相关参数都很重要。变压器油当前各项参数和历史趋势与变电站的操作变化和外界状况(负载、温度)变化都是密切相关的。油中溶解气体分析技术是目前国内现场电力变压器故障诊断的主要技术之一,该技术在系统运行时即可进行,且不受外界电场和磁场因素的影响,能够及时发现变压器内部存在的早期故障,被认为是变压器故障诊断应用最广泛的方法之一。It is the first choice for professional maintenance of transformers to fully evaluate the operation status of main equipment and devices in substations without power failure. Therefore, the most basic method for judging the operation status of transformers is through comprehensive evaluation of transformer oil, which is essential for evaluating all relevant parameters are important. The current parameters and historical trends of transformer oil are closely related to the operation changes of substations and the changes of external conditions (load, temperature). Dissolved gas analysis technology in oil is one of the main technologies for on-site power transformer fault diagnosis in China at present. This technology can be carried out when the system is running, and it is not affected by external electric and magnetic field factors, and can detect early faults in the transformer in time , is considered to be one of the most widely used methods for transformer fault diagnosis.

气相色谱法分析绝缘油中溶解气体,在无需停电的情况下,通过油色谱检测定期对变压器内部状况进行诊断,及时发现内部缺陷,是保障变压器安全稳定运行的一个重要手段。有一些设备的早期潜伏或局部故障,如变压器铁心多点接地,变压器内部线圈轻微匝间短路和比较轻微的放电等故障,实际中往往很难察觉,而通过绝缘油中溶解气体检测分析,在油中故障特征气体体积分数的变化情况中就可以得到灵敏的反映。但油色谱检测数据无法包含对故障类型和位置进行精确判断的足够的信息,实际应用中,要根据实际情况结合红外测温、超声波检测等各种有效的检测手段综合分析判断,才能取得更好的故障诊断。Gas chromatography analyzes the dissolved gas in the insulating oil, and regularly diagnoses the internal conditions of the transformer through oil chromatography detection without power outages, and discovers internal defects in time, which is an important means to ensure the safe and stable operation of the transformer. Early latent or partial faults of some equipment, such as multi-point grounding of the transformer core, slight inter-turn short circuit of the transformer internal coil, and relatively slight discharge, are often difficult to detect in practice. However, through the detection and analysis of dissolved gases in insulating oil, in It can be sensitively reflected in the change of the volume fraction of the fault characteristic gas in the oil. However, the oil chromatographic detection data cannot contain enough information to accurately determine the type and location of the fault. In practical applications, it is necessary to comprehensively analyze and judge according to the actual situation combined with various effective detection methods such as infrared temperature measurement and ultrasonic detection, in order to achieve better results. fault diagnosis.

在变电站现场可通过绝缘油介电强度测试仪、油介质损耗测试仪和全自动气相色谱仪等设备实现对变压器油常规及色谱分析数据的采集。At the substation site, the conventional and chromatographic analysis data of transformer oil can be collected through insulating oil dielectric strength tester, oil dielectric loss tester and automatic gas chromatograph.

(6)变压器抗短路能力验证数据;(6) Verification data of transformer short-circuit resistance capability;

短路事故是变电站的严重安全事故,变电站应避免此类问题的发生。所以核算变压器中、低压绕组抗短路能力、找同批次产品存在的设计和材质隐患、检查变压器是否满足所处系统环境短路电流是评估变电站能否安全运行的重要依据。在提供了必要参数后,通过高水平的设计和验证人员以及全面的验证软件来进行变压器的抗短路能力计算和验证,从而判断出所巡检变压器的抗短路能力是否符合运行要求。Short circuit accidents are serious safety accidents in substations, and substations should avoid such problems. Therefore, calculating the short-circuit resistance capacity of the medium and low-voltage windings of the transformer, finding the design and material hazards of the same batch of products, and checking whether the transformer meets the short-circuit current of the system environment are important basis for evaluating whether the substation can operate safely. After the necessary parameters are provided, high-level design and verification personnel and comprehensive verification software are used to calculate and verify the short-circuit resistance capacity of the transformer, so as to judge whether the short-circuit resistance capacity of the inspected transformer meets the operation requirements.

(7)国网十八项反措执行数据;(7) Implementation data of the 18 countermeasures of the State Grid;

国网18项反措是提升变电站安全稳定运行的重要手段,可针对国家电网公司的相关文件制定相关巡检内容、并进行数据的量化,以帮助变电站发现相关工作开展的不足之处。The 18 countermeasures of the State Grid are an important means to improve the safe and stable operation of the substation. The relevant inspection content can be formulated according to the relevant documents of the State Grid Corporation, and the data can be quantified to help the substation find the deficiencies in the relevant work.

优选地,步骤4所述的基于模糊综合评价和贝叶斯判别的电力变压器状态判别和预警模型的判别过程包括以下步骤:Preferably, the discrimination process of the power transformer state discrimination and early warning model based on fuzzy comprehensive evaluation and Bayesian discrimination described in step 4 includes the following steps:

步骤a.对于待测样本进行在线监测,取得电力变压器各项指标的测量值;Step a. Carry out online monitoring for the sample to be tested, and obtain the measured values of various indicators of the power transformer;

步骤b.对测量结果进行初始化处理并依据状态评价体系进行量化;Step b. Initialize the measurement results and quantify them according to the state evaluation system;

步骤c.依据电力变压器状态判别和预警模型求得样本数据的评价结果;Step c. Obtain the evaluation result of the sample data according to the power transformer state discrimination and early warning model;

步骤d.依据电力变压器状态判别和预警模型的评估结果,采用贝叶斯判别模型计算样本判别的正确率,如果正确率高于90%,则依据模型输出结果;如果正确率低于90%,则更新指标权重、改进评价模型、返回步骤b;Step d. Based on the evaluation results of the power transformer state discrimination and early warning model, the Bayesian discriminant model is used to calculate the correct rate of sample discrimination. If the correct rate is higher than 90%, the output result is based on the model; if the correct rate is lower than 90%, Then update the index weight, improve the evaluation model, and return to step b;

步骤e.依据诊断结果,确定电力变压器运行状态并提出相应的预警建议。Step e. According to the diagnosis result, determine the operation status of the power transformer and put forward corresponding early warning suggestions.

优选地,步骤c所述的依据电力变压器状态判别和预警模型求得样本数据的评价结果包括以下步骤:Preferably, obtaining the evaluation result of the sample data according to the power transformer state discrimination and early warning model described in step c includes the following steps:

(1)分析变压器当前状态:根据设备基础信息,通过生产管理系统、或其他智能监测系统将反映设备健康状态指标的各类设备基础数据、试验数据和其他数据进行汇总处理判断当前设备状态;(1) Analyze the current state of the transformer: According to the basic information of the equipment, through the production management system or other intelligent monitoring systems, all kinds of equipment basic data, test data and other data reflecting the equipment health status indicators are summarized and processed to judge the current equipment status;

(2)数据处理:从获取到的数据资源中提取必要数据进行分析加工处理,转化为能够反映设备健康状态的状态量指标,以供监测预警和状态评价使用;(2) Data processing: extract the necessary data from the obtained data resources for analysis and processing, and convert them into state quantity indicators that can reflect the health status of the equipment for use in monitoring, early warning and state evaluation;

(3)监测预警:根据监控状态量指标变化,对超出状态评价导则和规程规定范围的劣化指标进行状态预警,根据不同的类别和等级及时向管理人员发布预警信息;(3) Monitoring and early warning: According to the changes in monitoring status indicators, carry out status warnings for deterioration indicators that exceed the range specified in the status evaluation guidelines and regulations, and issue early warning information to management personnel in a timely manner according to different categories and levels;

(4)状态评价:依据变压器的状态特征量和状态评价导则等相关评价标准,对反映设备健康状态的各状态量指标项数据进行分析评价,并最终得出设备健康状态等级;(4) State evaluation: According to relevant evaluation standards such as the state characteristic quantity of the transformer and state evaluation guidelines, analyze and evaluate the data of each state quantity index item reflecting the health state of the equipment, and finally obtain the health state level of the equipment;

(5)决策建议:以前序数据为基础,综合考虑风险评估与分级维修标准,确定具体需要检修的项目与时间。通过决策建议模块,确立的电力设备的分级维修标准,确定具体的检修项目、时间,以便检修人员进行检修安排。(5) Decision-making suggestions: Based on the previous data, comprehensively consider the risk assessment and hierarchical maintenance standards, and determine the specific items and time for maintenance. Through the decision-making and suggestion module, the classified maintenance standards for electric equipment are established, and the specific maintenance items and time are determined, so that maintenance personnel can arrange maintenance.

优选地,基于便携式终端进行变压器专业化检修时,便携式终端的操作包括以下步骤:Preferably, when carrying out specialized transformer maintenance based on the portable terminal, the operation of the portable terminal includes the following steps:

(1)用户注册或者登录:如果是新用户,首先需要注册,新用户需提交相关信息,包括用户名、联系方式等,管理员通过操作将其录入数据库中。新用户注册的同时,管理员将根据用户等级分配操作权限。(1) User registration or login: If you are a new user, you need to register first, and the new user needs to submit relevant information, including user name, contact information, etc., and the administrator will enter it into the database through operations. At the same time of new user registration, the administrator will assign operation rights according to the user level.

注册用户需要在登录页面输入用户名及密码,点击登录,相关信息提交至远端后台服务器,后台服务器对用户身份进行认证并反馈用户操作权限。用户登录成功后,将进入系统默认主页面。用户注册用户注册与注销功能是具有管理员访问权限的用户所具有的操作功能。该项操作通过用户直接登录后台服务器进行操作。Registered users need to enter the user name and password on the login page, click login, and submit the relevant information to the remote background server. The background server authenticates the user's identity and feedbacks the user's operation authority. After the user logs in successfully, he will enter the default main page of the system. User registration The user registration and logout functions are operational functions available to users with administrator access rights. This operation is performed by the user directly logging in to the background server.

(2)通过便携式终端扫描变压器上的二维码,可以获取该台变压器的基本信息,方便快捷。(2) By scanning the QR code on the transformer with a portable terminal, the basic information of the transformer can be obtained, which is convenient and quick.

(3)新建检修项目,需要填写变电站名称、项目名称、项目起止日期、选择项目执行工作组,添加检修任务。通过点击新建检修项目,然后在弹出的新建检修项目页面操作实现。新建检修项目后可在项目内容中添加检修任务,添加检修任务即通过添加检修任务页面指定检修变压器,检修变压器通过实际编号指定。(3) To create a new maintenance project, you need to fill in the substation name, project name, project start and end date, select the project execution working group, and add maintenance tasks. It can be realized by clicking New Maintenance Item, and then operating on the pop-up New Maintenance Item page. After creating a maintenance project, maintenance tasks can be added to the project content. To add a maintenance task, you can specify the maintenance transformer through the page of adding maintenance tasks, and the maintenance transformer is specified by the actual number.

(4)进行变压器检修数据的录入及修改。检修数据包括变压器基本信息、检修安全操作信息、检修工具/材料信息、变压器本体检查数据、变压器套管检查数据、变压器分接开关检查数据、冷却系统检查数据、非电量保护和二次回路检查数据、在线监测装置检查数据、铁心/夹件接地电流测试数据、红外测温数据、超声波/高频定位检查数据及变压器油色谱检测分析数据等内容。(4) Input and modify transformer maintenance data. Maintenance data includes transformer basic information, maintenance safety operation information, maintenance tool/material information, transformer body inspection data, transformer bushing inspection data, transformer tap changer inspection data, cooling system inspection data, non-electrical protection and secondary circuit inspection data , On-line monitoring device inspection data, core/clamp grounding current test data, infrared temperature measurement data, ultrasonic/high frequency positioning inspection data and transformer oil chromatography detection and analysis data, etc.

(5)查询评估结果、预警建议,包括:全部检修项目查询、某时间段检修项目查询、某地区检修项目查询。查询后进入web页面,其结果以卡片方式显示,卡片中包含项目名、项目所含任务总数、项目所含任务完成数、项目起止时间、工作组等信息。(5) Query evaluation results and early warning suggestions, including: query of all maintenance items, query of maintenance items in a certain period of time, query of maintenance items in a certain area. After querying, enter the web page, and the results are displayed in the form of cards, which include the project name, the total number of tasks contained in the project, the number of completed tasks contained in the project, the start and end time of the project, the working group and other information.

本发明的有益效果:Beneficial effects of the present invention:

1)本发明提出了模糊理论+贝叶斯判别法的综合评判方法,能够从多个因素对被评价变压器隶属等级状况进行综合性评价,使变压器专业化检修的评价方法更加科学、全面;1) The present invention proposes a comprehensive evaluation method of fuzzy theory + Bayesian discriminant method, which can comprehensively evaluate the subordination status of the evaluated transformer from multiple factors, making the evaluation method of transformer professional maintenance more scientific and comprehensive;

2)本发明构建了能够体现变压器综合状况的数据平台,并对数据进行科学分类和存储,保证了变压器专业化检修结果的准确性;2) The present invention builds a data platform that can reflect the comprehensive status of the transformer, and scientifically classifies and stores the data, ensuring the accuracy of the results of specialized maintenance of the transformer;

3)本发明对现有的便携式终端进行改进、使其更加智能化,可以在变压器专业检修时就地采集检修所需的数据、并实时获取变压器的检修结果。3) The present invention improves the existing portable terminal to make it more intelligent, and can collect the data required for the maintenance and obtain the maintenance results of the transformer in real time during the professional maintenance of the transformer.

附图说明Description of drawings

图1是便携式终端的功能模块框架图;Fig. 1 is a functional module frame diagram of a portable terminal;

图2是本发明的逻辑流程框图;Fig. 2 is a logic flow diagram of the present invention;

图3是变压器检修的状态判别和预警模型逻辑流程图。Figure 3 is a logic flow chart of the state discrimination and early warning model for transformer maintenance.

具体实施方式Detailed ways

下面结合附图,具体说明本发明的实施方式。Embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings.

如图1所示,是便携式终端的功能模块框架图。本实施例中,在PWS-472专业化检修移动便携式终端的基础上,增加了以下功能模块:用于用户管理的用户登录、用户注册模块,用于数据管理的二维码、新建任务、数据录入、查询模块。具体操作时,检修人员登录后,通过便携式终端扫描变压器上的二维码,获取该台变压器的基本信息;新建检修项目,填写变电站名称、项目名称、项目起止日期、选择项目执行工作组,添加检修任务;进行变压器检修数据的录入及修改;查询评估结果、预警建议,包括:全部检修项目查询、某时间段检修项目查询、某地区检修项目查询。As shown in Figure 1, it is a frame diagram of the functional modules of the portable terminal. In this embodiment, on the basis of the PWS-472 professional overhaul mobile portable terminal, the following functional modules are added: user login and user registration modules for user management, two-dimensional codes for data management, new tasks, data Input and query module. During the specific operation, after the maintenance personnel log in, scan the QR code on the transformer through the portable terminal to obtain the basic information of the transformer; create a new maintenance project, fill in the substation name, project name, project start and end date, select the project execution working group, add Maintenance tasks; enter and modify transformer maintenance data; query evaluation results and early warning suggestions, including: query of all maintenance items, query of maintenance items in a certain period of time, and query of maintenance items in a certain area.

如图2所示,是本发明的逻辑流程框图。一种基于便携式终端的变压器专业化检修方法,包括以下步骤:As shown in Fig. 2, it is a logic flow diagram of the present invention. A transformer professional maintenance method based on a portable terminal, comprising the following steps:

步骤1、对变压器专业化检修状态信息进行数据分类,构建变压器专业化检修数据平台;Step 1. Carry out data classification for transformer professional maintenance status information, and build a transformer professional maintenance data platform;

步骤2、利用便携式终端对被检修的变压器进行就地数据采集;Step 2. Use the portable terminal to collect on-site data of the transformer being overhauled;

步骤3、便携式终端通过无线网络或有线网络,将采集的数据团传输到远端服务器;Step 3, the portable terminal transmits the collected data group to the remote server through a wireless network or a wired network;

步骤4、远端服务器根据接收到的采集数据,结合数据平台中的历史数据,通过基于模糊综合评价和贝叶斯判别的电力变压器状态判别和预警模型对变压器的安全状态进行评估,并给出相应的预警建议;Step 4. The remote server evaluates the safety state of the transformer through the power transformer state discrimination and early warning model based on fuzzy comprehensive evaluation and Bayesian discrimination based on the collected data received and combined with the historical data in the data platform, and gives Corresponding early warning recommendations;

步骤5、远端服务器将评估结果、预警建议通过无线网络或有线网络发送至便携式终端;Step 5. The remote server sends the evaluation results and early warning suggestions to the portable terminal through a wireless network or a wired network;

步骤6、现场检修人员根据便携式终端的评估结果、预警建议对变压器进行检修,并对变压器做出后续的相应操作。Step 6. The on-site maintenance personnel overhaul the transformer according to the evaluation results and early warning suggestions of the portable terminal, and perform follow-up corresponding operations on the transformer.

步骤4中,基于模糊综合评价和贝叶斯判别的电力变压器状态判别和预警模型对变压器的安全状态进行评估,如图3所示,是变压器检修的状态判别和预警模型逻辑流程图,包括以下步骤:In step 4, the power transformer state discrimination and early warning model based on fuzzy comprehensive evaluation and Bayesian discrimination evaluates the safety state of the transformer, as shown in Figure 3, which is the logic flow chart of the state discrimination and early warning model of transformer maintenance, including the following step:

步骤a.对于待测样本进行在线监测,取得电力变压器各项指标的测量值;Step a. Carry out online monitoring for the sample to be tested, and obtain the measured values of various indicators of the power transformer;

步骤b.对测量结果进行初始化处理并依据状态评价体系进行量化;Step b. Initialize the measurement results and quantify them according to the state evaluation system;

步骤c.依据电力变压器状态判别和预警模型求得样本数据的评价结果;Step c. Obtain the evaluation result of the sample data according to the power transformer state discrimination and early warning model;

步骤d.依据电力变压器状态判别和预警模型的评估结果,采用贝叶斯判别模型计算样本判别的正确率,如果正确率高于90%,则依据模型输出结果;如果正确率低于90%,则更新指标权重、改进评价模型、返回步骤b;Step d. Based on the evaluation results of the power transformer state discrimination and early warning model, the Bayesian discriminant model is used to calculate the correct rate of sample discrimination. If the correct rate is higher than 90%, the output result is based on the model; if the correct rate is lower than 90%, Then update the index weight, improve the evaluation model, and return to step b;

步骤e.依据诊断结果,确定电力变压器运行状态并提出相应的预警建议。检修人员根据评估结果和预警建议,采取后续的检修措施。Step e. According to the diagnosis result, determine the operation status of the power transformer and put forward corresponding early warning suggestions. Maintenance personnel take follow-up maintenance measures based on the evaluation results and early warning recommendations.

Claims (7)

1. a kind of transformer specialization repair method based on portable terminal, which is characterized in that include the following steps:
Step 1 carries out transformer specialization inspecting state information data classification, and structure transformer specialization overhaul data is flat Platform;
Step 2 carries out data acquisition on the spot using portable terminal to the transformer overhauled;
The data aggregate of acquisition is transferred to far-end server by step 3, portable terminal by wireless network or cable network;
Step 4, far-end server are according to the gathered data received, in conjunction with the historical data in data platform, by being based on mould The Power Transformer Condition of paste overall merit and Bayesian Decision differentiates and Early-warning Model comments the safe condition of transformer Estimate, and provides corresponding early warning suggestion;
Assessment result, early warning suggestion are sent to portable terminal by step 5, far-end server by wireless network or cable network End;
Step 6, field service personnel overhaul transformer according to the assessment result of portable terminal, early warning suggestion, and right Transformer makes subsequent corresponding operating.
2. a kind of transformer specialization repair method based on portable terminal according to claim 1, which is characterized in that When carrying out data classification to transformer specialization inspecting state information in step 1, following six class is splitted data into:
(1) historical data;(2) operation data;(3) preventive trial data;(4) online monitoring data;(5) each component of transformer Data, including:Ontology, casing, tap switch, cooling system, non-ionizing energy loss, on-line monitoring;(6) number of other factors According to, including:Attachment operating condition, visual examination situation, the operation time limit, running environment amount.
3. a kind of transformer specialization repair method based on portable terminal according to claim 2, which is characterized in that Data on the spot are carried out in step 2 to the transformer overhauled using portable terminal to acquire, the data acquired include:
(1) transformer and its component facade check data;(2) transformer core, clamp earthing current test data;(3) transformation Device and its infrared accurate temperature measurement data of component;(4) ultrasonic wave (high frequency) partial discharge monitoring and location data;(5) transformer oil Routine and chromatogram analysis data;(6) transformer anti-short circuit capability verify data;(7) counter arrange of 18, state's net executes data.
4. a kind of transformer specialization repair method based on portable terminal according to claim 3, which is characterized in that Being differentiated based on the Power Transformer Condition of fuzzy overall evaluation and Bayesian Decision described in step 4 and the differentiation of Early-warning Model Journey includes the following steps:
Step a. monitors sample to be tested on-line, obtains the measured value of power transformer indices;
Step b. carries out initialization process to measurement result and quantifies according to state evaluation system;
Step c. differentiates the evaluation result that sample data is acquired with Early-warning Model according to Power Transformer Condition;
Step d. differentiates according to Power Transformer Condition and the assessment result of Early-warning Model, and sample is calculated using Bayesian Decision model The accuracy of this differentiation exports result if accuracy is higher than 90% according to model;If accuracy is less than 90%, more New Set weight improves evaluation model, return to step b;
Step e. determines Operation Condition of Power Transformers and proposes corresponding early warning suggestion according to diagnostic result.
5. a kind of transformer specialization repair method based on portable terminal according to claim 4, which is characterized in that Foundation Power Transformer Condition described in step c differentiates that it includes following step to acquire the evaluation result of sample data with Early-warning Model Suddenly:
(1) transformer current state is analyzed;
(2) extraction necessary data carries out analysis working process, is converted into the quantity of state that can reflect equipment transformer health status Index;
(3) status early warning is carried out to the deterioration index beyond state evaluation directive/guide and regulation prescribed limit, according to different classifications With grade warning information is issued to administrative staff in time;
(4) state evaluation:To reflecting that each quantity of state index item data of transformer health status is analyzed and evaluated, and final Go out equipment health status grade;
(5) decision recommendation determines project and the time for specifically needing to overhaul.
6. according to a kind of transformer specialization repair method based on portable terminal of claim 1-5 any one of them, It is characterized in that, when being overhauled into line transformer specialization based on portable terminal, the operation of portable terminal includes the following steps:
(1) user's registration or login;
(2) by the Quick Response Code on portable tty terminal transformer, the essential information of this transformer is obtained;
(3) overhauling project is created, power transformation station name, project name, project commencement date and deadline, selection project implementation working group are filled in, Add maintenance task;
(4) typing and modification of Repair of Transformer data are carried out;
(5) query assessment result, early warning suggestion, including:Complete overhaul project query, the inquiry of certain period overhauling project, somewhere Area's overhauling project inquiry.
7. a kind of transformer specialization repair method based on portable terminal according to claim 6, which is characterized in that When step (4) carries out the typing and modification of Repair of Transformer data, overhaul data includes:Transformer essential information, maintenance safety Operation information, service kit/material information, transformer body check that data, bushing shell for transformer check that data, transformer tap are opened It closes and checks that data, cooling system check that data, non-ionizing energy loss and secondary circuit check that data, on-Line Monitor Device check number According to, iron core/clamp earthing current test data, infrared measurement of temperature data, ultrasonic wave/high frequency localization examination data and transformer oil colours Spectrum detection and analysis data.
CN201810375808.6A 2018-04-24 2018-04-24 A kind of transformer specialization repair method based on portable terminal Pending CN108776804A (en)

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CN114780308A (en) * 2022-03-07 2022-07-22 国网陕西省电力有限公司超高压公司 Transformer fault remote intelligent diagnosis system based on 5G and satellite communication technology
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