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CN116775731B - Calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter based on sliding window - Google Patents

Calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter based on sliding window Download PDF

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CN116775731B
CN116775731B CN202311074987.7A CN202311074987A CN116775731B CN 116775731 B CN116775731 B CN 116775731B CN 202311074987 A CN202311074987 A CN 202311074987A CN 116775731 B CN116775731 B CN 116775731B
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夏靖
何义赟
单永梅
赵伟
陈义林
马俊
汤骁
朱雪峰
丁作龙
钱程
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Anhui Nanrui Zhongtian Electric Power Electronics Co ltd
State Grid Jibei Electric Power Co Ltd
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Abstract

The invention belongs to the field of power distribution equipment, and particularly relates to a sliding window-based calculation method for the fault wiring trace-back electric quantity of a three-phase electric energy meter, a calculation system and a calculation tool. The method comprises the following steps: s1: identifying the wiring type according to the data uploaded by the electric energy meter by using a wrong wiring research model; s2: and recording historical state data according to the identification result to form a historical data set. S3: and inquiring service data of the abnormal electric energy meter to obtain meter loading time. S4: and analyzing the historical data by adopting a sliding window method to obtain the wrong wiring time. S5: and inquiring the correction coefficient according to the wiring type. S6: in the error wiring time analysis process, error electric quantity of each period is counted by synchronously utilizing metering data, and the tracking and returning electric quantity is calculated by combining correction coefficients. The time of the staggered connection is the time when the staggered connection confidence degrees of the windows on the two sides are different. The invention solves the problems of low efficiency, poor reliability and error of the existing calculation method for the miswiring power tracing and returning quantity of the electric energy meter.

Description

基于滑动窗口的三相电能表错接线追退电量的计算方法Calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter based on sliding window

技术领域Technical field

本发明属于配电设备领域,具体涉及一种基于滑动窗口的三相电能表错接线追退电量的计算方法,以及三相电能表错接线追退电量的计算系统和核算工具。The invention belongs to the field of power distribution equipment, and specifically relates to a sliding window-based calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter, as well as a calculation system and accounting tool for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter.

背景技术Background technique

随着电力系统的发展和智能电网的建设,电能表作为电力计量的重要设备,广泛应用于各个领域。电能表的准确计量对于电力系统的运行和管理至关重要,现有的供电系统中的使用的电能表已经全部升级为新型电能表,这类电能表可以实现电量自动上报和远程抄表,无需人工到电力节点现场进行抄表。With the development of power systems and the construction of smart grids, electric energy meters, as important equipment for power measurement, are widely used in various fields. The accurate measurement of electric energy meters is crucial to the operation and management of the power system. The electric energy meters used in the existing power supply system have all been upgraded to new electric energy meters. This type of electric energy meters can realize automatic power reporting and remote meter reading without the need for Manually go to the power node site to read meters.

三相三线电能表和三相四线电能表分别有48和96种接线方法,在实际应用中,由于人为因素或其他原因,电能表的错接线问题经常出现。电能表在某些错误接线方式下计量出的统计电量和实际电量间会存在偏差,由于现有电力系统无人工进行频繁抄表和检修,因此这种错接线方式产生的计量错误会不断累积扩大,并给电力系统的运行和管理带来了一定的困扰。There are 48 and 96 wiring methods for three-phase three-wire electric energy meters and three-phase four-wire electric energy meters respectively. In practical applications, miswiring problems of electric energy meters often occur due to human factors or other reasons. There will be a deviation between the statistical power measured by the electric energy meter and the actual power under certain wrong wiring methods. Since the existing power system does not require frequent manual meter reading and maintenance, the measurement errors caused by this wrong wiring method will continue to accumulate and expand. , and brought certain troubles to the operation and management of the power system.

目前,针对电能表错接线问题的解决方法主要有两种。一种是通过人工巡检和检测仪器来发现和纠正错接线问题,并更正计量数据。这种方法需要人工投入大量时间和精力进行巡检,而且检测仪器的使用成本较高,对于大规模应用来说不够经济实用。另一种方法是通过软件算法来识别和纠正错接线问题。这种方法可以实现自动化检测和纠正,但是在目前已有的方案中采用的都是先对采集的电表数据遍历找到发生错接线的时间点,再计算这段时间内需要追退的电量值的策略。这种方案需要全量遍历电能表的历史数据,造成排查效率低下,且进行单点排查的结果可靠性也相对较低,最终导致识别出的错接线时刻存在偏差以及追退电量计算结果误差较大。At present, there are two main solutions to the problem of miswiring of electric energy meters. One is to discover and correct miswiring problems and correct measurement data through manual inspection and testing instruments. This method requires a lot of manual time and effort for inspection, and the cost of using detection instruments is high, which is not economical and practical for large-scale applications. Another approach is to use software algorithms to identify and correct miswiring problems. This method can realize automatic detection and correction, but in the current solutions, the collected meter data is first traversed to find the time point when the miswiring occurred, and then the power value that needs to be recovered during this period is calculated. Strategy. This solution requires traversing all the historical data of the electric energy meter, resulting in low efficiency of troubleshooting, and the reliability of the results of single-point troubleshooting is also relatively low, which ultimately leads to deviations in the identified miswiring moments and large errors in the calculation results of the retroactive power. .

发明内容Contents of the invention

为了解决现有电能表错接线追退电量的计算方法效率低,可靠性差,计算结果存在误差的问题,本发明提供一种基于滑动窗口的三相电能表错接线追退电量的计算方法,以及三相电能表错接线追退电量的计算系统和核算工具。In order to solve the problems that the existing calculation method of the electric energy meter to recover the amount of electricity after miswiring is low in efficiency, poor reliability, and errors in the calculation results, the present invention provides a sliding window-based calculation method for the amount of electricity to be recovered after miswiring of a three-phase electric energy meter, and Calculation system and accounting tool for recovering power loss due to incorrect wiring of three-phase energy meters.

本发明采用以下技术方案实现:The present invention adopts the following technical solutions to achieve:

一种基于滑动窗口的三相电能表错接线追退电量的计算方法,其包括如下步骤:A sliding window-based calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter, which includes the following steps:

S1:利用一个错接线研判模型对电能表上传的周期性电力统计数据进行识别,得到对应的接线类型Y。S1: Use a wrong wiring analysis model to identify the periodic power statistical data uploaded by the electric energy meter, and obtain the corresponding wiring type Y.

S2:根据识别结果记录每个电能表对应的历史状态数据,构成历史数据集。S2: Record the historical status data corresponding to each electric energy meter according to the recognition results to form a historical data set.

历史状态数据包括:电能表资产号ID、数据采样时刻T、计量数据、以及接线类型Y。Historical status data includes: energy meter asset number ID, data sampling time T, metering data, and wiring type Y.

S3:根据电能表资产号ID查询错接线类型Y为异常的电能表的业务数据,获取对应电能表的装表时间。S3: Query the business data of the electric energy meter with abnormal miswiring type Y according to the electric energy meter asset number ID, and obtain the installation time of the corresponding electric energy meter.

S4:采用滑动窗口方法对历史数据进行分析,得到错接线时刻,过程如下:S4: Use the sliding window method to analyze historical data and obtain the miswiring moment. The process is as follows:

S41:获取任意一个存在异常的电能表IDi的所有历史数据,提取其中每组关联的采样时刻Ti和接线类型Yi并生成一个数据对Ai:Ai=(Ti,Yi)。S41: Obtain all historical data of any abnormal energy meter ID i , extract the associated sampling time Ti and wiring type Yi for each group, and generate a data pair A i : A i = (T i , Y i ) .

S42:根据采样时刻对数据对Ai进行排列,得到一个数据队列D:S42: Arrange the data A i according to the sampling time to obtain a data queue D:

D={(T1,Y1),(T2,Y2)…(Tn,Yn)}。D={(T 1 , Y 1 ), (T 2 , Y 2 )…(T n , Y n )}.

S43:从数据队列中找到与当前电能表的装表时间在时间上相对应的数据对,定义其为起始数据对AuS43: Find the data pair corresponding in time to the current meter installation time from the data queue, and define it as the starting data pair A u :

Au=(Tu,Yu)。A u = (T u , Y u ).

S45:根据预设的窗口大小j,分别以起始数据对Au为边界向数据队列D两侧延展,生成对应的前窗队列B和后窗队列C。S45: According to the preset window size j, extend to both sides of the data queue D with the starting data pair A u as the boundary, and generate the corresponding front window queue B and rear window queue C.

S46:利用以下的概率函数计算前窗队列B和后窗队列C的接线错误置信度PB和PCS46: Use the following probability function to calculate the wiring error confidence P B and P C of the front window queue B and the rear window queue C :

,

上式中,C表示预设的概率阈值;FY i )是一个用于区分第i个数据对Ai中的接线类型Yi是否数据错接线方式的判别函数,是则FY i )=1,否则FY i )=0。即:In the above formula, C represents the preset probability threshold; F ( Y i ) is a discriminant function used to distinguish whether the wiring type Yi in the i-th data pair A i is the data miswiring mode, then F ( Y i )=1, otherwise F ( Y i )=0. Right now:

,

S47:判断PB PC=1,是否成立,是则将起始数据对Au对应的采样时刻作为错接线时刻t0。否则继续判断PB的值,调整起始数据对Au,开始下一循环:S47: Judgment P B P C =1, whether it is true, then the sampling time corresponding to the starting data pair A u will be regarded as the miswiring time t0. Otherwise, continue to judge the value of P B , adjust the starting data pair A u , and start the next cycle:

(1)当PB=1,则将起始数据对Au前移j个单位,返回执行步骤S46。(1) When PB=1, move the starting data pair A u forward by j units, and return to step S46.

(2)当PB=0,则将起始数据对Au后移j个单位,返回执行步骤S46。(2) When PB=0, move the starting data pair A u back by j units, and return to step S46.

S5:根据错接线期间的接线类型Y,查询得到对应的更正系数K。S5: According to the wiring type Y during the miswiring period, query and obtain the corresponding correction coefficient K.

S6:错接线时刻分析过程中,同步利用历史状态数据中的计量数据统计出各窗口时段的错误电量Q,并利用下式计算出追退电量ΔQ:S6: During the analysis of miswiring time, the metering data in the historical status data are synchronously used to calculate the error power Q in each window period, and the following formula is used to calculate the retroactive power ΔQ:

ΔQ=(K-1)• Q 。ΔQ=(K-1)•Q.

作为本发明进一步的改进,步骤S1中,电能表每15分钟上传一次电力统计数据;错接线研判模型生成一个对应的接线类型Y的识别结果。As a further improvement of the present invention, in step S1, the electric energy meter uploads power statistical data every 15 minutes; the wrong wiring analysis model generates a corresponding identification result of wiring type Y.

作为本发明进一步的改进,步骤S1识别出的接线类型Y中,在三相四线条件下,接线类型Y分为96种;其中,错误接线94种,正确接线2种;在三相三线条件下,所述接线类型Y分为48种;其中,错误接线46种,正确接线2种。As a further improvement of the present invention, among the wiring types Y identified in step S1, under the three-phase four-wire condition, the wiring type Y is divided into 96 types; among them, 94 types are incorrect wiring and 2 types are correct wiring; under the three-phase three-wire condition Below, the wiring type Y is divided into 48 types; among them, 46 types are incorrect wiring and 2 types are correct wiring.

作为本发明进一步的改进,步骤S2中,历史状态数据中的计量数据包括:As a further improvement of the present invention, in step S2, the measurement data in the historical status data includes:

CT、PT、日冻结正向有功电能示值的(尖、峰、平、谷)、以及日冻结反向有功电能示值(尖、峰、平、谷)。CT, PT, daily frozen forward active electric energy indication (peak, peak, flat, valley), and daily frozen reverse active electric energy indication (peak, peak, flat, valley).

作为本发明进一步的改进,步骤S3中,对于一个新装电力用户,则将该电力节点安装电能表的时间作为装表时间。对于存在换表记录的电力用户,则将该电力节点最近一次更换电能表的时间记为装表时间。As a further improvement of the present invention, in step S3, for a newly installed power user, the time when the electric energy meter is installed on the power node is used as the meter installation time. For power users with meter replacement records, the time when the power meter was last replaced at that power node will be recorded as the meter installation time.

作为本发明进一步的改进,步骤S45中,前窗队列B和后窗队列C的表达式如下:As a further improvement of the present invention, in step S45, the expressions of the front window queue B and the rear window queue C are as follows:

,

作为本发明进一步的改进,步骤S5中,实际测量每种接线类型Y在测试用电状态下的计量时功率PY,则任意一种接线类型Y对应的更正系数KY的计算公式如下:As a further improvement of the present invention, in step S5, the measured power P Y of each wiring type Y under the test power state is actually measured. Then the calculation formula of the correction coefficient K Y corresponding to any wiring type Y is as follows:

,

上式中,P表示标准接线方式在测试用电状态下的计量时功率。In the above formula, P represents the metering power of the standard wiring method under the test power state.

作为本发明进一步的改进,步骤S6中,错误电量Q的计算过程如下:As a further improvement of the present invention, in step S6, the calculation process of the error electric quantity Q is as follows:

S61:通过下式计算日冻结的正向有功电量q1(尖、峰、平、谷):S61: Calculate the daily frozen forward active power q1 (peak, peak, flat, valley) through the following formula:

q1(尖、峰、平、谷)= [错接线时刻日冻结的正向有功电能示值(尖、峰、平、谷)- 当前时刻日冻结的正向有功电能示值(尖、峰、平、谷)]* PT * CT。q1 (peak, peak, flat, valley) = [the daily frozen forward active electric energy indication at the time of wrong wiring (peak, peak, flat, valley) - the daily frozen forward active electric energy indication at the current time (peak, peak, Ping, Gu)]* PT * CT.

S62:通过下式计算日冻结的反向有功电量q2(尖、峰、平、谷):S62: Calculate the daily frozen reverse active energy q2 (peak, peak, flat, valley) through the following formula:

q2(尖、峰、平、谷)= [错接线时刻日冻结的反向有功电能示值(尖、峰、平、谷)- 当前时刻日冻结的反向有功电能示值(尖、峰、平、谷)] * PT * CT。q2 (peak, peak, flat, valley) = [the daily frozen reverse active electric energy indication value (peak, peak, flat, valley) at the time of wrong wiring - the daily frozen reverse active electric energy indication value (peak, peak, valley) at the current time Ping, Valley)] * PT * CT.

S63:通过下式计算总正向有功电量Q1:S63: Calculate the total forward active power Q1 through the following formula:

Q1 = q1(尖) + q1(峰) + q1(平) + q1(谷)。Q1 = q1(tip) + q1(peak) + q1(flat) + q1(trough).

S64:通过下式计算总反向有功电量Q2:S64: Calculate the total reverse active energy Q2 through the following formula:

Q2 = q2(尖) + q2(峰) + q2(平) + q2(谷)。Q2 = q2(tip) + q2(peak) + q2(flat) + q2(trough).

S65:通过下式计算错误电量Q:S65: Calculate the error power Q according to the following formula:

Q = Q1 – Q2 。Q = Q1 – Q2.

本发明还提供一种三相电能表错接线追退电量的计算系统,其采用如前述的基于滑动窗口的三相电能表错接线追退电量的计算方法,根据电能表上传的计量数据和错接线研判模型输出的接线类型Y,生成当前电能表错接线期间产生的追退电量。The present invention also provides a calculation system for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter. It adopts the sliding window-based calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter. According to the metering data uploaded by the electric energy meter and the error The wiring type Y output by the wiring research and judgment model is used to generate the retroactive power generated during the current miswiring of the energy meter.

该三相电能表错接线追退电量的计算系统包括:数据采集模块、历史数据库、业务数据查询模块、错接线时刻分析模块、错误电量统计模块、以及追退电量计算模块。The calculation system of the three-phase electric energy meter for miswiring to recover electricity includes: data collection module, historical database, business data query module, miswiring time analysis module, error electricity statistics module, and calculation module for recovering electricity.

数据采集模块用于将电能表上传的电力统计数据输入到一个错接线研判模型,并获取错接线研判模型输出的接线类型的识别结果。The data acquisition module is used to input the power statistical data uploaded by the electric energy meter into a miswiring research and judgment model, and obtain the identification results of the wiring type output by the miswiring research and judgment model.

历史数据库用于获取数据采集模块输出的接线类型,并根据电能表的资产号分类记录每个电能表的历史状态数据。历史状态数据包括:电能表资产号、数据采样时刻、计量数据、以及接线类型。The historical database is used to obtain the wiring type output by the data acquisition module and record the historical status data of each electric energy meter according to the asset number of the electric energy meter. Historical status data includes: energy meter asset number, data sampling time, metering data, and wiring type.

业务数据查询模块用于根据电能表资产号查询一个台区的业务数据库,检索到当前电能表的装表时间。The business data query module is used to query the business database of a station based on the asset number of the electric energy meter and retrieve the installation time of the current electric energy meter.

错接线时刻分析模块包括数据队列生成单元,窗口队列生成单元、错误置信度计算单元,错接线时刻判断单元。数据队列生成单元用于提取存在异常的电能表的历史数据中每组关联的采样时刻和接线类型并生成一个数据对。然后将数据对按时间排列得到数据队列。窗口队列生成单元用于以装表时间对应的数据对为临界点,向数据队列两端延展,得到前窗队列和后窗队列。错误置信度计算单元用于按照预设的概率函数计算前窗队列和后窗队列的接线错误置信度。错接线时刻判断单元用于在前窗队列和后窗队列的接线错误置信度不同时,将起始数据对对应的采样时刻作为错接线时刻。若二者的接线错误置信度同为1则将起始数据对前移,若二者的接线错误置信度同为0则将起始数据对后移,然后重新生成窗口队列。The miswiring time analysis module includes a data queue generation unit, a window queue generation unit, an error confidence calculation unit, and a miswiring time judgment unit. The data queue generation unit is used to extract each group of associated sampling time and wiring type in the historical data of the abnormal electric energy meter and generate a data pair. Then the data pairs are arranged according to time to obtain the data queue. The window queue generation unit is used to take the data pair corresponding to the table loading time as the critical point and extend to both ends of the data queue to obtain the front window queue and the rear window queue. The error confidence calculation unit is used to calculate the wiring error confidence of the front window queue and the rear window queue according to a preset probability function. The miswiring time judgment unit is used to use the sampling time corresponding to the starting data pair as the miswiring time when the wiring error confidence levels of the front window queue and the rear window queue are different. If the wiring error confidence of both is 1, the starting data pair will be moved forward. If the wiring error confidence of both is 0, the starting data pair will be moved backward, and then the window queue will be regenerated.

错误电量统计模块用于根据电能表的计量数据统计出其在错接线期间产生的错误电量。The wrong power statistics module is used to calculate the wrong power generated during miswiring based on the measurement data of the electric energy meter.

追退电量计算模块用于根据接线类型查询得到修正系数,然后根据修正系数和错误电量计算出错接线期间产生的追退电量。The retroactive power calculation module is used to query and obtain the correction coefficient based on the wiring type, and then calculate the retroactive power generated during the incorrect wiring based on the correction coefficient and the error power.

本发明还提供了一种三相电能表错接线追退电量的核算工具,其包括存储器、处理器以及存储在存储器上并可在处理器上运行的计算机程序。处理器执行计算机程序时,执行如前述的基于滑动窗口的三相电能表错接线追退电量的计算方法的步骤,根据电能表上传的计量数据生成对应的催接线追退电量。The invention also provides an accounting tool for recovering electric power due to incorrect wiring of a three-phase electric energy meter, which includes a memory, a processor, and a computer program stored in the memory and capable of running on the processor. When the processor executes the computer program, it executes the steps of the sliding window-based calculation method of the three-phase electric energy meter misconnection recovery amount, and generates the corresponding urging connection recovery amount based on the measurement data uploaded by the electric energy meter.

本发明提供的技术方案,具有如下有益效果:The technical solution provided by the present invention has the following beneficial effects:

1、本发明提供的追退电量计算方法结合了装表换表的业务数据,窗口可以采用窗口跳跃的方式快速完成海量数据的搜索,而不必按照时间顺序遍历所有历史数据,这有效降低数据处理量,提高了故障排查和追退电量计算的工作效率。1. The retroactive power calculation method provided by the present invention combines the business data of meter installation and meter replacement. The window can quickly complete the search of massive data by window jumping without having to traverse all historical data in chronological order, which effectively reduces data processing. This improves the efficiency of troubleshooting and recovery power calculations.

2、本发明在排查错接线故障时,采取的是双窗口对比的方式,并利用置信度的概率来判断各时刻的错接线状态,相对于错接线研判模型等常规的单点数据分析方案而言更加可靠,排除了错接线排查过程中样本数据偶然误差的影响。2. When troubleshooting miswiring faults, the present invention adopts a dual-window comparison method and uses the probability of confidence to determine the miswiring status at each moment. Compared with conventional single-point data analysis solutions such as miswiring judgment models, The language is more reliable and eliminates the influence of accidental errors in sample data during miswiring troubleshooting.

3、本发明在计算追退电量时采用的是边查找边计算的方法,即在利用双窗口查找错接线发生的起始时间点的同时,计算窗口内需追退的电量值,避免对数据的重复遍历;进一步缩短了计算追退电量所需的时间。3. The present invention uses a method of searching and calculating when calculating the amount of energy to be retroactively restored, that is, while using dual windows to search for the starting time point when the miswiring occurs, it also calculates the electric power value that needs to be retroactively restored within the window to avoid distortion of the data. Repeat the traversal; further shortening the time required to calculate the retroactive power.

4、本发明为了让追退电量的计算更加精确,考虑了电量在尖、峰、平、谷不同时刻下的情况,同时为了减少互感器倍率因为负载变化带来的影响,采用以窗口为粒度的电量值计算,使得计算出的追退电量值更符合实际情况。4. In order to make the calculation of the retroactive power more accurate, the present invention considers the situation of the power at different times of peak, peak, flat and valley. At the same time, in order to reduce the influence of the transformer magnification due to the load change, the window is used as the granularity. The calculation of the power value makes the calculated retroactive power value more consistent with the actual situation.

附图说明Description of drawings

图1为本发明实施例1中提供的一种基于滑动窗口的三相电能表错接线追退电量的计算方法的步骤流程图。FIG. 1 is a step flow chart of a sliding window-based calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter provided in Embodiment 1 of the present invention.

图2为本发明实施例1中,利用滑动窗口法分析错接线时刻的步骤流程图。FIG. 2 is a flow chart of steps for analyzing miswiring moments using the sliding window method in Embodiment 1 of the present invention.

图3为本发明实施例2中提供的一种三相电能表错接线追退电量的计算系统的系统架构图。FIG. 3 is a system architecture diagram of a calculation system for recovering electric power due to miswiring of a three-phase electric energy meter provided in Embodiment 2 of the present invention.

具体实施方式Detailed ways

为了使本发明的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本发明进行进一步地详细说明。应当理解,此处所描述的具体实施例仅用以解释本发明,并不用于限定本发明。In order to make the purpose, technical solutions and advantages of the present invention more clear, the present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention and are not intended to limit the present invention.

实施例1Example 1

本实施例提供一种基于滑动窗口的三相电能表错接线追退电量的计算方法,如图1所示,其包括如下步骤:This embodiment provides a sliding window-based calculation method for calculating the amount of energy lost due to miswiring of a three-phase energy meter. As shown in Figure 1, it includes the following steps:

S1:利用一个错接线研判模型对电能表上传的周期性电力统计数据进行识别,得到对应的接线类型Y。S1: Use a wrong wiring analysis model to identify the periodic power statistical data uploaded by the electric energy meter, and obtain the corresponding wiring type Y.

在现有的电力系统中,各个电力用户的用电节点安装的电能表已经普遍采用带有通信模块的智能电能表,智能电能表每15分钟向用电信息采集系统上传一次电力统计数据;每天上传96组数据包。In the existing power system, the electric energy meters installed at the power consumption nodes of each power user have generally adopted smart electric energy meters with communication modules. The smart electric energy meters upload power statistical data to the power consumption information collection system every 15 minutes; every day Upload 96 sets of data packets.

错接线研判模型是电网公司开发出的一种用来判断电能表接线方式的在线评估工具,该工具可以根据电能表上传的各种电力统计数据判断电能表当前的接线方式属于哪种类型,然后一个对应的接线类型Y的识别结果,并为相关数据添加一个接线类型的标签。The wrong wiring evaluation model is an online evaluation tool developed by the power grid company to determine the wiring method of the electric energy meter. This tool can determine what type of current wiring method the electric energy meter belongs to based on various power statistical data uploaded by the electric energy meter. A corresponding identification result of wiring type Y, and add a wiring type label to the relevant data.

在现有供电方式的低压电网中,存在中性点接地和中性点不接地的两种制式系统。三相三线制是在低压中性点非直接接地的系统中,电器设备外壳接地后不与零钱连接,而仅与独立的接地装置连接,称为低压保护接地,这种供电方式叫三相三线制。电器设备外壳接地后再与零钱连接,称为保护接零,这种供电方式叫三相四线制。In the low-voltage power grid with existing power supply methods, there are two types of systems: the neutral point is grounded and the neutral point is not grounded. The three-phase three-wire system is a system in which the low-voltage neutral point is not directly grounded. After the electrical equipment shell is grounded, it is not connected to the change, but is only connected to an independent grounding device. This is called low-voltage protective grounding. This power supply method is called three-phase three-wire. system. The shell of the electrical equipment is grounded and then connected to the change, which is called a protective zero connection. This power supply method is called a three-phase four-wire system.

对于以上两种采用不同的供电方式安装的电能表,存在的接线方式也各不相同。例如,在三相四线条件下,电压接线方式有2种情况,分别为正相序和逆相序。电流相序有6种情况,正相序有3种,逆相序也有3种。电流极性分为8种情况。则在电压接线、电流相序和电流极性的组合关系下,电能表的接线类型供有96种,接线情况对照表如表1所示。For the above two energy meters installed with different power supply methods, the wiring methods are also different. For example, under three-phase four-wire conditions, there are two situations of voltage wiring, namely positive phase sequence and reverse phase sequence. There are 6 types of current phase sequence, 3 types of positive phase sequence, and 3 types of reverse phase sequence. Current polarity is divided into 8 situations. Under the combined relationship of voltage wiring, current phase sequence and current polarity, there are 96 types of wiring types for electric energy meters. The wiring comparison table is shown in Table 1.

表1:三相四线制的接线情况对照表Table 1: Comparison table of wiring conditions of three-phase four-wire system

在表1所示的96种接线方式中,仅(Uabc)+ (IaIbIc)+(+i1+i2+i3)以及(Uacb)+(IaIcIb)+(+i1+i2+i3)这两种组合的接线方式被认为是正确接线,其余均定义为错误接线。所有,在三相四线制条件下,错误接线94种,正确接线2种。Among the 96 wiring methods shown in Table 1, there are only two combinations: (Uabc) + (IaIbIc) + (+i1+i2+i3) and (Uacb) + (IaIcIb) + (+i1+i2+i3) The wiring method is considered as correct wiring, and the rest is defined as incorrect wiring. All, under the three-phase four-wire system, there are 94 types of incorrect wiring and 2 types of correct wiring.

在三相三线制供电方式下,电压接线方式包括6种,分为正相序1种,错相序2种,逆相序3种。电流相序分为2种,分别为正相序1种和逆相序1种,而电流极性则分为4种。在电压接线、电流相序和电流极性的组合关系下,电能表的接线类型供有48种,接线方式对照表如表2所示。In the three-phase three-wire power supply mode, there are 6 voltage wiring methods, including 1 positive phase sequence, 2 wrong phase sequences, and 3 reverse phase sequences. The current phase sequence is divided into two types, namely one positive phase sequence and one reverse phase sequence, while the current polarity is divided into four types. Under the combined relationship of voltage wiring, current phase sequence and current polarity, there are 48 types of wiring types for electric energy meters. The wiring method comparison table is shown in Table 2.

表2:三相三线制的接线情况对照表Table 2: Comparison table of wiring conditions of three-phase three-wire system

在表2所示的48种接线方式中,仅(UaUbUc)+ (IaIc)+(Ia+Ic+)和(UcUbUa)+(IcIa)+(Ia+Ic+)这种组合的接线方式被认为是正确接线,其余均定义为错误接线。所以,在三相三线制条件下,错误接线46种,正确接线2种。Among the 48 wiring methods shown in Table 2, only the wiring methods of the combinations (UaUbUc) + (IaIc) + (Ia+Ic+) and (UcUbUa) + (IcIa) + (Ia+Ic+) are considered correct wiring, the rest are defined as incorrect wiring. Therefore, under the three-phase three-wire system, there are 46 types of incorrect wiring and 2 types of correct wiring.

S2:根据识别结果记录每个电能表对应的历史状态数据,构成历史数据集。历史状态数据包括:电能表资产号ID、数据采样时刻T、计量数据、以及接线类型Y。S2: Record the historical status data corresponding to each electric energy meter according to the recognition results to form a historical data set. Historical status data includes: energy meter asset number ID, data sampling time T, metering data, and wiring type Y.

其中,电能表资产号ID可以是每台电能表的IMEI序列号,也可以采用电网系统内部编码,每个电能表都具有唯一的一个资产号,因此可以将其作为电能表的设备识别号。数据采样时刻指的是电能表每次采集数据并向用电信息采集系统上传数据的时刻。历史状态数据中的计量数据包括:CT、PT、日冻结正向有功电能示值的(尖、峰、平、谷)、以及日冻结反向有功电能示值(尖、峰、平、谷),等等。 其中,CT和PT分别表示电流互感器和电压互感器的变比系数。Among them, the electric energy meter asset number ID can be the IMEI serial number of each electric energy meter, or it can use the internal coding of the power grid system. Each electric energy meter has a unique asset number, so it can be used as the equipment identification number of the electric energy meter. The data sampling time refers to the time when the electric energy meter collects data and uploads the data to the power consumption information collection system. The measurement data in the historical status data include: CT, PT, daily frozen forward active power indication value (peak, peak, flat, valley), and daily frozen reverse active power indication value (peak, peak, flat, valley) ,etc. Among them, CT and PT represent the ratio coefficients of current transformer and voltage transformer respectively.

台区的数据库会根据每个电能表资产号ID分类记录各个电能表的历史状态数据,记录的历史状态数据按照数据采样时刻T的先后顺序以此排列。The database in Taiwan will record the historical status data of each electric energy meter according to the asset number ID of each electric energy meter. The recorded historical status data will be arranged in this order according to the data sampling time T.

S3:根据电能表资产号ID查询错接线类型Y为异常的电能表的业务数据,获取对应电能表的装表时间。S3: Query the business data of the electric energy meter with abnormal miswiring type Y according to the electric energy meter asset number ID, and obtain the installation time of the corresponding electric energy meter.

在本实施例中,将电能表装表或换表的时刻作为排查的初始时刻,该时刻是最可能发生错接线的时刻。以此应当优先开始排查,同时将其作为起始点也可以降低排查过程处理的历史数据的数据量。In this embodiment, the time when the electric energy meter is installed or replaced is used as the initial time for troubleshooting. This time is the most likely time when miswiring occurs. This should be the priority to start troubleshooting, and using it as a starting point can also reduce the amount of historical data processed during the troubleshooting process.

每台电能表在新装或更换时,都会由后台管理中心派发相关的业务单,因此本实施例选择通过查询业务数据来确定存在错接线异常的电能表的装表时间。其中,对于一个新装电力用户,则将该电力节点安装电能表的时间作为装表时间。对于存在换表记录的电力用户,则将该电力节点最近一次更换电能表的时间记为装表时间。When each electric energy meter is newly installed or replaced, the backend management center will distribute relevant business orders. Therefore, in this embodiment, the meter installation time of the electric energy meter with miswiring abnormality is determined by querying the business data. Among them, for a newly installed power user, the time when the electric energy meter is installed at the power node is regarded as the meter installation time. For power users with meter replacement records, the time when the power meter was last replaced at that power node will be recorded as the meter installation time.

S4:采用滑动窗口方法对历史数据进行分析,得到任意电能表的错接线时刻。S4: Use the sliding window method to analyze historical data and obtain the miswiring moment of any electric energy meter.

如图2所示,本实施例中错接线时刻的分析过程如下:As shown in Figure 2, the analysis process of the miswiring moment in this embodiment is as follows:

S41:获取任意一个存在异常的电能表IDi的所有历史数据,提取其中每组关联的采样时刻Ti和接线类型Yi并生成一个数据对AiS41: Obtain all historical data of any abnormal energy meter ID i , extract the associated sampling time Ti and wiring type Yi for each group, and generate a data pair A i :

Ai=(Ti,Yi)。A i = (T i , Y i ).

S42:根据采样时刻对数据对Ai进行排列,得到一个数据队列D:S42: Arrange the data A i according to the sampling time to obtain a data queue D:

D={(T1,Y1),(T2,Y2)…(Tn,Yn)};D={(T 1 , Y 1 ), (T 2 , Y 2 )…(T n , Y n )};

上式中,n表示历史数据中采集到的数据包的数量。In the above formula, n represents the number of data packets collected in historical data.

S43:从数据队列中找到与当前电能表的装表时间在时间上相对应的数据对,定义其为起始数据对AuS43: Find the data pair corresponding in time to the current meter installation time from the data queue, and define it as the starting data pair A u :

Au=(Tu,Yu)。A u = (T u , Y u ).

S45:根据预设的窗口大小j,分别以起始数据对Au为边界向数据队列D两侧延展,生成对应的前窗队列B和后窗队列C。S45: According to the preset window size j, extend to both sides of the data queue D with the starting data pair A u as the boundary, and generate the corresponding front window queue B and rear window queue C.

前窗队列B和后窗队列C的表达式如下:The expressions of the front window queue B and the rear window queue C are as follows:

.

S46:利用以下的概率函数计算前窗队列B和后窗队列C的接线错误置信度PB和PCS46: Use the following probability function to calculate the wiring error confidence P B and P C of the front window queue B and the rear window queue C :

,

上式中,C表示预设的概率阈值;FY i )是一个用于区分第i个数据对Ai中的接线类型Yi是否数据错接线方式的判别函数,是则FY i )=1,否则FY i )=0。In the above formula, C represents the preset probability threshold; F ( Y i ) is a discriminant function used to distinguish whether the wiring type Yi in the i-th data pair A i is the data miswiring mode, then F ( Y i )=1, otherwise F ( Y i )=0.

S47:判断PB PC=1,是否成立,是则将起始数据对Au对应的采样时刻作为错接线时刻t0。否则继续判断PB的值,调整起始数据对Au,开始下一循环:S47: Judgment P B P C =1, whether it is true, then the sampling time corresponding to the starting data pair A u will be regarded as the miswiring time t0. Otherwise, continue to judge the value of P B , adjust the starting data pair A u , and start the next cycle:

(1)当PB=1,则将起始数据对Au前移j个单位,返回执行步骤S46。(1) When PB=1, move the starting data pair A u forward by j units, and return to step S46.

(2)当PB=0,则将起始数据对Au后移j个单位,返回执行步骤S46。(2) When PB=0, move the starting data pair A u back by j units, and return to step S46.

S5:根据错接线期间的接线类型Y,查询得到对应的更正系数K。不同的接线类型在计量时会产生不同的误差,本实施例预先比较每类接线类型造成的计量结果偏差,并为对应的接线方式赋予一个更正系数K。对于正常的接线方式,其更正系数为1。当某种接线方式会导致电能表电量少计,则对应的更正系数则大于1。当某种接线方式会导致电能表电量多计,则对应的更正系数小于1。S5: According to the wiring type Y during the miswiring period, query and obtain the corresponding correction coefficient K. Different wiring types will produce different errors during measurement. This embodiment compares the measurement result deviation caused by each type of wiring type in advance, and assigns a correction coefficient K to the corresponding wiring method. For normal wiring, the correction factor is 1. When a certain wiring method will cause the electric energy meter to under-count, the corresponding correction coefficient will be greater than 1. When a certain wiring method causes the electric energy meter to over-count, the corresponding correction factor is less than 1.

实际测量每种接线类型Y在测试用电状态下的计量时功率PY,则任意一种接线类型Y对应的更正系数KY的计算公式如下:Actual measurement of the metering power P Y of each wiring type Y under the test power state, then the correction coefficient K Y corresponding to any wiring type Y is calculated as follows:

,

上式中,P表示标准接线方式在测试用电状态下的计量时功率。In the above formula, P represents the metering power of the standard wiring method under the test power state.

S6:错接线时刻分析过程中,同步利用历史状态数据中的计量数据统计出各窗口时段的错误电量Q,并利用下式计算出追退电量ΔQ:S6: During the analysis of miswiring time, the metering data in the historical status data are synchronously used to calculate the error power Q in each window period, and the following formula is used to calculate the retroactive power ΔQ:

ΔQ=(K-1)• Q 。ΔQ=(K-1)•Q.

本实施例中,错误电量的累计方法如下:In this embodiment, the accumulation method of wrong electric power is as follows:

S61:通过下式计算日冻结的正向有功电量q1(尖、峰、平、谷):S61: Calculate the daily frozen forward active power q1 (peak, peak, flat, valley) through the following formula:

q1(尖、峰、平、谷)= [错接线时刻日冻结的正向有功电能示值(尖、峰、平、谷)- 当前时刻日冻结的正向有功电能示值(尖、峰、平、谷)]* PT * CT。q1 (peak, peak, flat, valley) = [the daily frozen forward active electric energy indication at the time of wrong wiring (peak, peak, flat, valley) - the daily frozen forward active electric energy indication at the current time (peak, peak, Ping, Gu)]* PT * CT.

S62:通过下式计算日冻结的反向有功电量q2(尖、峰、平、谷):S62: Calculate the daily frozen reverse active energy q2 (peak, peak, flat, valley) through the following formula:

q2(尖、峰、平、谷)= [错接线时刻日冻结的反向有功电能示值(尖、峰、平、谷)- 当前时刻日冻结的反向有功电能示值(尖、峰、平、谷)] * PT * CT。q2 (peak, peak, flat, valley) = [the daily frozen reverse active electric energy indication value (peak, peak, flat, valley) at the time of wrong wiring - the daily frozen reverse active electric energy indication value (peak, peak, valley) at the current time Ping, Valley)] * PT * CT.

S63:通过下式计算总正向有功电量Q1:S63: Calculate the total forward active power Q1 through the following formula:

Q1 = q1(尖) + q1(峰) + q1(平) + q1(谷)。Q1 = q1(tip) + q1(peak) + q1(flat) + q1(trough).

S64:通过下式计算总反向有功电量Q2:S64: Calculate the total reverse active energy Q2 through the following formula:

Q2 = q2(尖) + q2(峰) + q2(平) + q2(谷)。Q2 = q2(tip) + q2(peak) + q2(flat) + q2(trough).

S65:通过下式计算错误电量Q:S65: Calculate the error power Q according to the following formula:

Q = Q1 – Q2 。Q = Q1 – Q2.

实施例2Example 2

在实施例1中方案的基础上,本实施例进一步提供一种三相电能表错接线追退电量的计算系统。该系统即为执行实施例1中方法的数据处理系统。该系统采用如实施例1的基于滑动窗口的三相电能表错接线追退电量的计算方法,根据电能表上传的计量数据和错接线研判模型输出的接线类型,生成当前电能表错接线期间产生的追退电量。Based on the solution in Embodiment 1, this embodiment further provides a calculation system for recovering the amount of electricity due to miswiring of a three-phase electric energy meter. This system is the data processing system that executes the method in Embodiment 1. The system adopts the sliding window-based calculation method for recovering the amount of energy lost due to miswiring of a three-phase electric energy meter as in Embodiment 1. Based on the metering data uploaded by the electric energy meter and the wiring type output by the miswiring research and judgment model, it generates the generated data generated during the current miswiring of the electric energy meter. The battery will be refunded.

如图3所示,该三相电能表错接线追退电量的计算系统包括:数据采集模块、历史数据库、业务数据查询模块、错接线时刻分析模块、错误电量统计模块、以及追退电量计算模块。As shown in Figure 3, the calculation system of the three-phase electric energy meter for miswiring to recover electricity includes: data collection module, historical database, business data query module, wrong wiring time analysis module, error electricity statistics module, and calculation module for recovering electricity. .

其中,数据采集模块用于将电能表上传的电力统计数据输入到一个错接线研判模型,并获取错接线研判模型输出的接线类型的识别结果。Among them, the data acquisition module is used to input the power statistical data uploaded by the electric energy meter into a miswiring research and judgment model, and obtain the identification results of the wiring type output by the miswiring research and judgment model.

历史数据库用于获取数据采集模块输出的接线类型,并根据电能表的资产号分类记录每个电能表的历史状态数据。历史状态数据包括:电能表资产号、数据采样时刻、计量数据、以及接线类型。The historical database is used to obtain the wiring type output by the data acquisition module and record the historical status data of each electric energy meter according to the asset number of the electric energy meter. Historical status data includes: energy meter asset number, data sampling time, metering data, and wiring type.

业务数据查询模块用于根据电能表资产号查询一个台区的业务数据库,检索到当前电能表的装表时间。The business data query module is used to query the business database of a station based on the asset number of the electric energy meter and retrieve the installation time of the current electric energy meter.

错接线时刻分析模块包括数据队列生成单元,窗口队列生成单元、错误置信度计算单元,错接线时刻判断单元。数据队列生成单元用于提取存在异常的电能表的历史数据中每组关联的采样时刻和接线类型并生成一个数据对。然后将数据对按时间排列得到数据队列。窗口队列生成单元用于以装表时间对应的数据对为临界点,向数据队列两端延展,得到前窗队列和后窗队列。错误置信度计算单元用于按照预设的概率函数计算前窗队列和后窗队列的接线错误置信度。错接线时刻判断单元用于在前窗队列和后窗队列的接线错误置信度不同时,将起始数据对对应的采样时刻作为错接线时刻。若二者的接线错误置信度同为1则将起始数据对前移,若二者的接线错误置信度同为0则将起始数据对后移,然后重新生成窗口队列。The miswiring time analysis module includes a data queue generation unit, a window queue generation unit, an error confidence calculation unit, and a miswiring time judgment unit. The data queue generation unit is used to extract each group of associated sampling time and wiring type in the historical data of the abnormal electric energy meter and generate a data pair. Then the data pairs are arranged according to time to obtain the data queue. The window queue generation unit is used to take the data pair corresponding to the table loading time as the critical point and extend to both ends of the data queue to obtain the front window queue and the rear window queue. The error confidence calculation unit is used to calculate the wiring error confidence of the front window queue and the rear window queue according to a preset probability function. The miswiring time judgment unit is used to use the sampling time corresponding to the starting data pair as the miswiring time when the wiring error confidence levels of the front window queue and the rear window queue are different. If the wiring error confidence of both is 1, the starting data pair will be moved forward. If the wiring error confidence of both is 0, the starting data pair will be moved backward, and then the window queue will be regenerated.

错误电量统计模块用于根据电能表的计量数据统计出其在错接线期间产生的错误电量。The wrong power statistics module is used to calculate the wrong power generated during miswiring based on the measurement data of the electric energy meter.

追退电量计算模块用于根据接线类型查询得到修正系数,然后根据修正系数和错误电量计算出错接线期间产生的追退电量。The retroactive power calculation module is used to query and obtain the correction coefficient based on the wiring type, and then calculate the retroactive power generated during the incorrect wiring based on the correction coefficient and the error power.

实施例3Example 3

本发明还提供了一种三相电能表错接线追退电量的核算工具,其包括存储器、处理器以及存储在存储器上并可在处理器上运行的计算机程序。处理器执行计算机程序时,创建出如实施例2中的三相电能表错接线追退电量的计算系统,然后执行如实施例1的基于滑动窗口的三相电能表错接线追退电量的计算方法的步骤,根据电能表上传的计量数据生成对应的催接线追退电量。The invention also provides an accounting tool for recovering electric power due to incorrect wiring of a three-phase electric energy meter, which includes a memory, a processor, and a computer program stored in the memory and capable of running on the processor. When the processor executes the computer program, it creates a calculation system for retrieving the amount of electricity for miswiring of a three-phase electric energy meter as in Embodiment 2, and then executes a calculation system for retrieving electricity for miswiring of a three-phase electric energy meter based on a sliding window as in Embodiment 1. The steps of the method are to generate a corresponding connection prompt to recover the electric power according to the metering data uploaded by the electric energy meter.

该型三相电能表错接线追退电量的核算工具本质上是一种用于实现数据处理和指令生成的计算机设备,其包括存储器、处理器以及存储在存储器上并可在处理器上运行的计算机程序。本实施例中提供的计算机设备可以是能执行程序的智能终端、平板电脑、笔记本电脑、台式计算机、机架式服务器、刀片式服务器、塔式服务器或机柜式服务器(包括独立的服务器,或者多个服务器所组成的服务器集群)等。本实施例的计算机设备至少包括但不限于:可通过系统总线相互通信连接的存储器、处理器。This type of three-phase energy meter miswiring recovery calculation tool is essentially a computer device used to implement data processing and instruction generation, which includes a memory, a processor, and data stored in the memory and can be run on the processor. Computer program. The computer device provided in this embodiment may be a smart terminal capable of executing programs, a tablet computer, a notebook computer, a desktop computer, a rack server, a blade server, a tower server or a cabinet server (including independent servers, or multiple A server cluster composed of servers), etc. The computer device in this embodiment at least includes but is not limited to: a memory and a processor that can be communicatively connected to each other through a system bus.

本实施例中,存储器(即可读存储介质)包括闪存、硬盘、多媒体卡、卡型存储器(例如,SD或DX存储器等)、随机访问存储器(RAM)、静态随机访问存储器(SRAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、可编程只读存储器(PROM)、磁性存储器、磁盘、光盘等。在一些实施例中,存储器可以是计算机设备的内部存储单元,例如该计算机设备的硬盘或内存。In this embodiment, the memory (i.e., readable storage medium) includes flash memory, hard disk, multimedia card, card-type memory (for example, SD or DX memory, etc.), random access memory (RAM), static random access memory (SRAM), Read-only memory (ROM), electrically erasable programmable read-only memory (EEPROM), programmable read-only memory (PROM), magnetic memory, magnetic disks, optical disks, etc. In some embodiments, the memory may be an internal storage unit of the computer device, such as a hard drive or memory of the computer device.

在另一些实施例中,存储器也可以是计算机设备的外部存储设备,例如该计算机设备上配备的插接式硬盘,智能存储卡(Smart Media Card ,SMC),安全数字(SecureDigital ,SD)卡,闪存卡(Flash Card)等。当然,存储器还可以既包括计算机设备的内部存储单元也包括其外部存储设备。本实施例中,存储器通常用于存储安装于计算机设备的操作系统和各类应用软件等。此外,存储器还可以用于暂时地存储已经输出或者将要输出的各类数据。In other embodiments, the memory may also be an external storage device of the computer device, such as a plug-in hard disk, a smart memory card (Smart Media Card, SMC), or a secure digital (SecureDigital, SD) card equipped on the computer device. Flash Card, etc. Of course, memory may also include both internal storage units of the computer device and its external storage devices. In this embodiment, the memory is usually used to store operating systems and various application software installed on the computer device. In addition, the memory can also be used to temporarily store various types of data that have been output or will be output.

处理器在一些实施例中可以是中央处理器(Central Processing Unit,CPU)、图像处理器GPU(Graphics Processing Unit)、控制器、微控制器、微处理器、或其他数据处理芯片。该处理器通常用于控制计算机设备的总体操作。本实施例中,处理器用于运行存储器中存储的程序代码或者处理数据。In some embodiments, the processor may be a central processing unit (CPU), a graphics processor (GPU), a controller, a microcontroller, a microprocessor, or other data processing chips. The processor is typically used to control the overall operation of a computer device. In this embodiment, the processor is used to run program codes stored in the memory or process data.

以上所述仅为本发明的较佳实施例而已,并不用以限制本发明,凡在本发明的精神和原则之内所作的任何修改、等同替换和改进等,均应包含在本发明的保护范围之内。The above descriptions are only preferred embodiments of the present invention and are not intended to limit the present invention. Any modifications, equivalent substitutions and improvements made within the spirit and principles of the present invention shall be included in the protection of the present invention. within the range.

Claims (10)

1.一种基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于,其包括如下步骤:1. A sliding window-based calculation method for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter, which is characterized in that it includes the following steps: S1:利用一个错接线研判模型对电能表上传的周期性电力统计数据进行识别,得到对应的接线类型Y;S1: Use a wrong wiring analysis and judgment model to identify the periodic power statistical data uploaded by the electric energy meter, and obtain the corresponding wiring type Y; S2:根据识别结果记录每个电能表对应的历史状态数据,构成历史数据集;S2: Record the historical status data corresponding to each electric energy meter according to the recognition results to form a historical data set; 所述历史状态数据包括:电能表资产号ID、数据采样时刻T、计量数据、以及接线类型Y;The historical status data includes: electric energy meter asset number ID, data sampling time T, metering data, and wiring type Y; S3:根据电能表资产号ID查询错接线类型Y为异常的电能表业务数据,获取对应电能表的装表时间;S3: Query the business data of the electric energy meter with abnormal miswiring type Y according to the electric energy meter asset number ID, and obtain the installation time of the corresponding electric energy meter; S4:采用滑动窗口方法对历史数据进行分析,得到错接线时刻,过程如下:S4: Use the sliding window method to analyze historical data and obtain the miswiring moment. The process is as follows: S41:获取任意一个存在异常的电能表的所有历史数据,提取其中每组关联的采样时刻Ti和接线类型Yi并生成一个数据对Ai:Ai=(Ti,Yi);S41: Obtain all historical data of any abnormal electric energy meter, extract the associated sampling time Ti and wiring type Yi of each group, and generate a data pair A i : A i = (T i , Y i ); S42:根据采样时刻对数据对Ai进行排列,得到一个数据队列D:D={(T1,Y1),(T2,Y2)…(Tn,Yn)};S42: Arrange the data A i according to the sampling time to obtain a data queue D: D={(T 1 , Y 1 ), (T 2 , Y 2 )...(T n , Y n )}; S43:从数据队列中找到与当前电能表的装表时间在时间上相对应的数据对,定义其为起始数据对Au:Au=(Tu,Yu);S43: Find the data pair corresponding in time to the current meter installation time from the data queue, and define it as the starting data pair A u : A u = (T u , Y u ); S45:根据预设的窗口大小j,分别以起始数据对Au为边界向数据队列D两侧延展,生成对应的前窗队列B和后窗队列C;S45: According to the preset window size j, extend to both sides of the data queue D with the starting data pair A u as the boundary, and generate the corresponding front window queue B and rear window queue C; S46:利用以下的概率函数计算前窗队列B和后窗队列C的接线错误置信度PB和PCS46: Use the following probability function to calculate the wiring error confidence P B and P C of the front window queue B and the rear window queue C : 上式中,C表示预设的概率阈值;F(Yi)是一个用于区分第i个数据对Ai中的接线类型Yi是否数据错接线方式的判别函数,是则F(Yi)=1,否则F(Yi)=0;In the above formula, C represents the preset probability threshold; F(Y i ) is a discriminant function used to distinguish whether the wiring type Y i in the i-th data pair A i is the wrong data wiring mode, then F(Y i )=1, otherwise F(Y i )=0; S47:判断,是否成立,是则将起始数据对Au对应的采样时刻作为错接线时刻t0;否则继续判断PB的值,调整起始数据对Au,开始下一循环:S47: Judgment , whether it is true, if so, the sampling time corresponding to the starting data pair A u will be used as the miswiring time t0; otherwise, continue to judge the value of P B , adjust the starting data pair A u , and start the next cycle: (1)当PB=1,则将起始数据对Au前移j个单位,返回执行步骤S46;(1) When PB=1, move the starting data pair A u forward by j units, and return to step S46; (2)当PB=0,则将起始数据对Au后移j个单位,返回执行步骤S46;(2) When PB=0, move the starting data pair A u back by j units, and return to step S46; S5:根据错接线期间的接线类型Y,查询得到对应的更正系数K;S5: According to the wiring type Y during the miswiring period, query and obtain the corresponding correction coefficient K; S6:错接线时刻分析过程中,同步利用历史状态数据中的计量数据统计出各窗口时段的错误电量Q,并利用下式计算出追退电量ΔQ:S6: During the analysis of miswiring time, the metering data in the historical status data are synchronously used to calculate the error power Q in each window period, and the following formula is used to calculate the retroactive power ΔQ: ΔQ= (K-1)·Q。ΔQ= (K-1)·Q. 2.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于:步骤S1中,电能表每15分钟上传一次电力统计数据;错接线研判模型生成一个对应的接线类型Y的识别结果。2. The sliding window-based calculation method for recovering the amount of electricity due to miswiring of a three-phase electric energy meter as claimed in claim 1, characterized in that: in step S1, the electric energy meter uploads power statistical data every 15 minutes; a miswiring research and judgment model is generated An identification result corresponding to wiring type Y. 3.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于:步骤S1识别出的接线类型Y中,在三相四线条件下,所述接线类型Y分为96种;其中,错误接线94种,正确接线2种;在三相三线条件下,所述接线类型Y分为48种;其中,错误接线46种,正确接线2种。3. The sliding window-based calculation method for recovering the amount of electricity due to wrong wiring of a three-phase electric energy meter as claimed in claim 1, characterized in that: in the wiring type Y identified in step S1, under the three-phase four-wire condition, the The wiring type Y is divided into 96 types; among them, there are 94 types of incorrect wiring and 2 types of correct wiring; under the three-phase three-wire condition, the wiring type Y is divided into 48 types; among them, there are 46 types of incorrect wiring and 2 types of correct wiring. 4.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于,步骤S2中,所述历史状态数据中的计量数据包括:CT、PT、日冻结正向有功电能示值的尖段电量、峰段电量、平段电量、谷段电量,以及日冻结反向有功电能示值的尖段电量、峰段电量、平段电量、谷段电量;其中,CT和PT分别表示电流互感器和电压互感器的变比系数。4. The sliding window-based calculation method for recovering the amount of electricity due to miswiring of a three-phase electric energy meter as claimed in claim 1, characterized in that in step S2, the measurement data in the historical status data includes: CT, PT, daily. Freeze the peak electric energy, peak electric energy, flat electric energy and valley electric energy of the forward active energy indication, and freeze the peak electric energy, peak electric energy, flat electric energy and valley electric energy of the reverse active electric energy indication on a daily basis; Among them, CT and PT represent the ratio coefficients of current transformer and voltage transformer respectively. 5.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于:步骤S3中,对于一个新装电力用户,将其作为电力节点,则将该电力节点安装电能表的时间作为装表时间;对于存在换表记录的电力用户,将其作为电力节点,则将该电力节点最近一次更换电能表的时间记为装表时间。5. The sliding window-based calculation method for recovering the amount of electricity due to miswiring of a three-phase electric energy meter as claimed in claim 1, characterized in that: in step S3, for a newly installed electricity user, using it as the electricity node, the electricity The time when the electric energy meter is installed on the node is regarded as the meter installation time; for power users with meter replacement records, which are regarded as power nodes, the time when the electric energy meter was last replaced at the power node is recorded as the meter installation time. 6.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于,步骤S45中,所述前窗队列B和后窗队列C的表达式如下:6. The sliding window-based method for calculating the amount of electricity lost due to miswiring of a three-phase electric energy meter as claimed in claim 1, characterized in that in step S45, the expressions of the front window queue B and the rear window queue C are as follows: . 7.如权利要求1所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于:步骤S5中,实际测量每种接线类型Y在测试用电状态下的计量时功率PY,则任意一种接线类型Y对应的更正系数KY的计算公式如下:7. The sliding window-based calculation method for recovering the amount of electricity due to incorrect wiring of a three-phase electric energy meter as claimed in claim 1, characterized in that: in step S5, the measurement time of each wiring type Y in the test power state is actually measured. Power P Y , then the correction coefficient K Y corresponding to any wiring type Y is calculated as follows: 上式中,P表示标准接线方式在测试用电状态下的计量时功率。In the above formula, P represents the metering power of the standard wiring method under the test power state. 8.如权利要求4所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,其特征在于,步骤S6中,所述错误电量Q的计算过程如下:8. The sliding window-based calculation method for recovering the amount of electricity due to incorrect wiring of a three-phase electric energy meter as claimed in claim 4, characterized in that, in step S6, the calculation process of the error amount Q is as follows: S61:通过下式计算日冻结的正向有功电量 q1(尖)、q1(峰)、 q1(平)、 q1(谷):S61: Calculate the daily frozen forward active power q1 (peak), q1 (peak), q1 (flat), q1 (trough) through the following formula: S62:通过下式计算日冻结的反向有功电量q2(尖)、q2(峰)、q2(平)、q2(谷): S62: Calculate the daily frozen reverse active power q2 (peak), q2 (peak), q2 (flat), and q2 (trough) through the following formula: S63:通过下式计算总正向有功电量Q1:S63: Calculate the total forward active power Q1 through the following formula: Q1 = q1(尖) + q1(峰) + q1(平) + q1(谷);Q1 = q1(tip) + q1(peak) + q1(flat) + q1(trough); S64:通过下式计算总反向有功电量Q2:S64: Calculate the total reverse active energy Q2 through the following formula: Q2 = q2(尖) + q2(峰) + q2(平) + q2(谷);Q2 = q2(tip) + q2(peak) + q2(flat) + q2(trough); S65:通过下式计算错误电量Q:S65: Calculate the error power Q according to the following formula: Q =Q1 - Q2。Q =Q1 - Q2. 9.一种三相电能表错接线追退电量的计算系统,其特征在于,其采用如权利要求1-8中任意一项所述的基于滑动窗口的三相电能表错接线追退电量的计算方法,根据电能表上传的计量数据和错接线研判模型输出的接线类型Y,生成当前电能表错接线期间产生的追退电量9. A calculation system for retrieving the amount of electricity due to miswiring of a three-phase electric energy meter, characterized in that it adopts the method of retrieving the amount of electricity due to miswiring of a three-phase electric energy meter based on a sliding window as described in any one of claims 1-8. The calculation method is based on the measurement data uploaded by the electric energy meter and the wiring type Y output by the miswiring judgment model to generate the retroactive power generated during the current miswiring period of the electric energy meter. ΔQ;所述三相电能表错接线追退电量的计算系统包括:ΔQ; The calculation system for recovering the amount of electricity lost due to miswiring of a three-phase electric energy meter includes: 数据采集模块,其用于将电能表上传的电力统计数据输入到一个错接线研判模型,并获取所述错接线研判模型输出的接线类型的识别结果;A data acquisition module, which is used to input the power statistical data uploaded by the electric energy meter into a miswiring research and judgment model, and obtain the identification results of the wiring type output by the miswiring research and judgment model; 历史数据库,其用于获取所述数据采集模块输出的接线类型,并根据电能表的资产号分类记录每个电能表的历史状态数据,所述历史状态数据包括:电能表资产号、数据采样时刻T、计量数据、以及接线类型;A historical database, which is used to obtain the wiring type output by the data acquisition module, and record the historical status data of each electric energy meter according to the asset number of the electric energy meter. The historical status data includes: the electric energy meter asset number, and the data sampling time. T, metering data, and wiring type; 业务数据查询模块,其用于根据电能表资产号查询一个台区的业务数据库,检索到当前电能表的装表时间;The business data query module is used to query the business database of a station based on the asset number of the electric energy meter and retrieve the installation time of the current electric energy meter; 错接线时刻分析模块,其包括数据队列生成单元,窗口队列生成单元、错误置信度计算单元,错接线时刻判断单元;所述数据队列生成单元用于提取存在异常的电能表的历史数据中每组关联的采样时刻和接线类型并生成一个数据对;然后将数据对按时间排列得到数据队列;所述窗口队列生成单元用于以装表时间对应的数据对为临界点,向数据队列两端延展,得到前窗队列和后窗队列;所述错误置信度计算单元用于按照预设的概率函数计算前窗队列和后窗队列的接线错误置信度;所述错接线时刻判断单元用于在前窗队列和后窗队列的接线错误置信度不同时,将起始数据对对应的采样时刻作为错接线时刻;若二者的接线错误置信度同为1则将起始数据对前移,若二者的接线错误置信度同为0则将起始数据对后移,然后重新生成窗口队列;Wrong wiring time analysis module, which includes a data queue generation unit, a window queue generation unit, an error confidence calculation unit, and a miswiring time judgment unit; the data queue generation unit is used to extract each group of historical data of abnormal electric energy meters Correlate the sampling time and wiring type and generate a data pair; then arrange the data pairs according to time to obtain a data queue; the window queue generation unit is used to use the data pair corresponding to the meter installation time as the critical point and extend to both ends of the data queue , obtain the front window queue and the rear window queue; the error confidence calculation unit is used to calculate the wiring error confidence of the front window queue and the rear window queue according to the preset probability function; the miswiring moment judgment unit is used to calculate the wiring error confidence in the front window queue and the rear window queue. When the wiring error confidence levels of the window queue and the rear window queue are different, the sampling time corresponding to the starting data pair is regarded as the miswiring time; if the wiring error confidence levels of the two are the same as 1, the starting data pair will be moved forward. If the wiring error confidence of both is 0, the starting data pair will be moved back, and then the window queue will be regenerated; 错误电量统计模块,所述错误电量统计模块用于根据电能表的计量数据统计出其在错接线期间产生的错误电量;Error power statistics module, the error power statistics module is used to count the erroneous power generated during the miswiring period based on the metering data of the electric energy meter; 追退电量计算模块,其用于根据接线类型查询得到修正系数,然后根据修正系数和错误电量计算出错接线期间产生的追退电量。The retroactive power calculation module is used to query and obtain the correction coefficient based on the wiring type, and then calculate the retroactive power generated during the incorrect wiring based on the correction coefficient and the error power. 10.一种三相电能表错接线追退电量的核算装置,其包括存储器、处理器以及存储在存储器上并可在处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时,执行如权利要求1-8中任意一项所述的基于滑动窗口的三相电能表错接线追退电量的计算方法的步骤,根据电能表上传的计量数据生成对应的错接线追退电量。10. An accounting device for recovering electricity due to miswiring of a three-phase electric energy meter, which includes a memory, a processor, and a computer program stored in the memory and executable on the processor, characterized in that the processor executes the The computer program executes the steps of the sliding window-based calculation method for miswiring traceback of a three-phase electric energy meter as described in any one of claims 1 to 8, and generates a corresponding miswiring traceback based on the metering data uploaded by the electric energy meter. Refund amount.
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