CN104143159B - A kind of power distribution network health degree self-diagnosing method for considering regional disparity - Google Patents

A kind of power distribution network health degree self-diagnosing method for considering regional disparity Download PDF

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CN104143159B
CN104143159B CN201310548163.9A CN201310548163A CN104143159B CN 104143159 B CN104143159 B CN 104143159B CN 201310548163 A CN201310548163 A CN 201310548163A CN 104143159 B CN104143159 B CN 104143159B
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王璟
刘巍
王利利
李科
郭建宇
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State Grid Corp of China SGCC
Economic and Technological Research Institute of State Grid Henan Electric Power Co Ltd
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Economic and Technological Research Institute of State Grid Henan Electric Power Co Ltd
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    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E40/00Technologies for an efficient electrical power generation, transmission or distribution
    • Y02E40/70Smart grids as climate change mitigation technology in the energy generation sector
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
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Abstract

本发明涉及一种考虑地区差异化的配电网健康度自诊断方法,获取影响配电网运行状况的对象作为一级对象,获取二级对象、三级指标,建立树状配电网运行状况体系;依据层次分析法,确定各级对象、指标权重值;确定各三级指标的评分函数类型,并依据评价基准值和最大/小值给出各三级指标的评分公式;根据各指标的评分公式即各级对象、指标权重值求得配电网的综合得分;根据配电网的综合得分寻找配电网中的薄弱环节,并采取相应的改进措施;本发明在寻找配电网薄弱环节的过程中充分考虑了区域差别,结合地区特点寻找到真正的配电网薄弱环节,为配电网的安全运行提供了技术支持。

The invention relates to a method for self-diagnosing the health of distribution network considering regional differentiation, acquiring objects that affect the operation status of distribution network as first-level objects, obtaining second-level objects and third-level indicators, and establishing tree-shaped distribution network operation status system; according to the analytic hierarchy process, determine the weight value of objects and indicators at all levels; determine the scoring function type of each third-level indicator, and give the scoring formula of each third-level indicator based on the evaluation benchmark value and maximum/minimum value; The scoring formula is to obtain the comprehensive score of the distribution network for all levels of objects and index weight values; to find weak links in the distribution network according to the comprehensive score of the distribution network, and to take corresponding improvement measures; The regional differences are fully considered in the link process, and the real weak links of the distribution network are found in combination with the regional characteristics, which provides technical support for the safe operation of the distribution network.

Description

一种考虑地区差异化的配电网健康度自诊断方法A distribution network health self-diagnosis method considering regional differences

技术领域technical field

本发明涉及一种一种考虑地区差异化的配电网健康度自诊断方法。The invention relates to a method for self-diagnosing the health degree of distribution network considering regional differentiation.

背景技术Background technique

电网作为社会重要基础性设施,承担着优化资源配置、保障能源安全、满足经济社会发展需求的重要作用,必然要求其结构合理、运行灵活,能够提供安全、可靠、优质、高效的电力供应。同时,电网要实现科学发展,作为电网投资、建设主体的电网企业必须要保持一定的盈利能力和可持续发展能力。As an important social infrastructure, the power grid plays an important role in optimizing resource allocation, ensuring energy security, and meeting the needs of economic and social development. It must have a reasonable structure, flexible operation, and be able to provide safe, reliable, high-quality, and efficient power supply. At the same time, in order to achieve scientific development of the power grid, the power grid enterprises, as the main body of grid investment and construction, must maintain certain profitability and sustainable development capabilities.

配电网是电力系统中直接面对用户的环节,对用户供电质量和供电可靠性的影响也最为直接。整个电力系统对用户的供电能力和供电可靠性都通过配电网来体现。对供电企业配电网健康度而言,其不仅是网络各节点电压、支路有功(无功)损耗、网架结构等电气参量相互作用的结果,更是运行生产、规划管理、工程建设等业务和生产部门工作效率、工作水平的综合体现。因此,开展配电网运行状况综合评价,并辨识其中的薄弱环节,对提高配电网可靠性、保证电能质量、促进和改善电力工业生产技术和管理水平、提高经济和社会效益等都具有十分重要的意义。The distribution network is the link that directly faces the users in the power system, and has the most direct impact on the quality and reliability of the power supply of the users. The power supply capacity and power supply reliability of the entire power system to users are reflected through the distribution network. As far as the distribution network health of power supply enterprises is concerned, it is not only the result of the interaction of electrical parameters such as the voltage of each node in the network, the active (reactive power) loss of the branch, and the grid structure, but also the result of the operation, production, planning management, engineering construction, etc. A comprehensive reflection of the work efficiency and work level of the business and production departments. Therefore, carrying out a comprehensive evaluation of the operation status of the distribution network and identifying the weak links in it are very important for improving the reliability of the distribution network, ensuring the quality of power energy, promoting and improving the production technology and management level of the power industry, and improving economic and social benefits. Significance.

我国是一个幅员辽阔的国家,各地区在经济发展、自然环境等方面都存在着较大的差异。改革开放以来,尤其是20世纪90年代以来我国经济快速发展,经济实力显著增强,但同时也存在着东部沿海地区和中西部落后地区经济差异明显的问题,中西部地区经济发展缓慢,与东区地区高速发展形成鲜明对比,区域的非均衡发展使这种差距在逐步扩大,东、中、西部地区产业结构、人均GDP等方面存在着不均衡的现象我国是一个幅员辽阔的国家,各地区在经济发展、自然环境等方面都存在着较大的差异。改革开放以来,尤其是20世纪90年代以来我国经济快速发展,经济实力显著增强,但同时也存在着东部沿海地区和中西部落后地区经济差异明显的问题,中西部地区经济发展缓慢,与东区地区高速发展形成鲜明对比,区域的非均衡发展使这种差距在逐步扩大,东、中、西部地区产业结构、人均GDP等方面存在着不均衡的现象。由于不同地区由于经济水平、用电水平等方面存在差异性,因此在对配电网进行评价时,应考虑地区差异化。my country is a vast country, and there are great differences in economic development and natural environment among regions. Since the reform and opening up, especially since the 1990s, my country's economy has developed rapidly and its economic strength has been significantly enhanced. However, there are also obvious economic differences between the eastern coastal areas and the backward areas in the central and western regions. The rapid development is in stark contrast. The unbalanced development of the region makes this gap gradually widen. There are imbalances in the industrial structure and per capita GDP in the eastern, central and western regions. my country is a country with a vast territory. There are big differences in terms of development and natural environment. Since the reform and opening up, especially since the 1990s, my country's economy has developed rapidly and its economic strength has been significantly enhanced. However, there are also obvious economic differences between the eastern coastal areas and the backward areas in the central and western regions. The rapid development is in stark contrast, and the unbalanced development of the region makes this gap gradually widen. There are imbalances in the industrial structure and per capita GDP of the eastern, central and western regions. Due to differences in economic level and power consumption level in different regions, regional differences should be considered when evaluating the distribution network.

发明内容Contents of the invention

本发明的目的是提供一种考虑地区差异化的配电网薄弱环节的自诊断方法,为电网规划改造提供依据,以提高配电网可靠性、保证电能质量、促进和改善电力工业生产技术。The purpose of the present invention is to provide a self-diagnosis method for the weak links of the distribution network considering regional differences, to provide a basis for the planning and transformation of the power network, to improve the reliability of the distribution network, ensure the quality of electric energy, and promote and improve the production technology of the electric power industry.

为实现上述目的,本发明的一种考虑地区差异化的配电网健康度自诊断方法步骤如下:In order to achieve the above purpose, the steps of a self-diagnosis method for distribution network health degree considering regional differentiation of the present invention are as follows:

(1)获取影响配电网运行状况的对象作为一级对象,包括网架结构、供电质量、电网安全性、装备水平、供电效率与效益、电网发展协调性和运行维护水平;(1) Obtain the objects that affect the operation of the distribution network as the first-level objects, including grid structure, power supply quality, power grid security, equipment level, power supply efficiency and benefit, power grid development coordination and operation and maintenance level;

(2)根据步骤(1)所得一级对象获取隶属于各一级对象的二级对象以及隶属于各二级对象的三级指标,建立树状配电网运行状况体系;(2) Obtain the second-level objects belonging to each first-level object and the third-level indicators belonging to each second-level object according to the first-level objects obtained in step (1), and establish a tree-like distribution network operating status system;

(3)依据层次分析法,确定各级对象、指标权重值;(3) According to the analytic hierarchy process, determine the weight values of objects and indicators at all levels;

(4)将一大区内各处于同等地位的区域按照行政级别和电力负荷密度划分为N类地区,则根据三级指标在各类地区的分布,求得所有区域的同类地区指标平均值作为该指标的基准值,该基准值、同类地区中指标最大/小值分别与各类地区面积相结合得到评价基准值和评价最大/小值;确定各三级指标的评分函数类型,并依据评价基准值和最大/小值给出各三级指标的评分公式;(4) Divide the areas with the same status in a large area into N types of areas according to the administrative level and power load density, and then according to the distribution of the third-level indicators in various areas, the average value of the indicators of the same area in all areas is obtained as The benchmark value of the indicator, the benchmark value, the maximum/minimum value of the indicator in the same region and the area of each type of area are combined to obtain the evaluation benchmark value and the maximum/minimum value of the evaluation; determine the scoring function type of each third-level index, and based on the evaluation The benchmark value and the maximum/minimum value give the scoring formula of each three-level indicator;

(5)根据各指标的评分公式即各级对象、指标权重值求得配电网的综合得分;(5) Obtain the comprehensive score of the distribution network according to the scoring formula of each index, that is, the objects at all levels and the index weight value;

(6)根据配电网的综合得分寻找配电网中的薄弱环节,并采取相应的改进措施。(6) Find the weak links in the distribution network according to the comprehensive score of the distribution network, and take corresponding improvement measures.

进一步的,所述步骤(3)中所有一级对象的权重值相加等于1,各一级对象下属的所有二级对象的权重值相加等于1,各二级对象下属的所有三级指标的权重值相加等于1。Further, the sum of the weight values of all first-level objects in the step (3) is equal to 1, the sum of the weight values of all second-level objects subordinate to each first-level object is equal to 1, and the sum of all third-level indicators subordinate to each second-level object The sum of the weight values equals 1.

进一步的,所述步骤(3)与步骤(4)的顺序可互调。Further, the order of the step (3) and the step (4) can be interadjusted.

进一步的,所述步骤(4)中将区域划分为A+、A、B、C、D、E六类地区,则评价基准值Ref和最大值Rm的计算公式如下:Further, in the step (4), the area is divided into six types of areas A+, A, B, C, D, and E, and the calculation formulas of the evaluation reference value R ef and the maximum value R m are as follows:

其中SA+为某区域A+类地区的面积,RA+为A+类地区某指标的基准值,RA+m为A+类地区某指标的最大值,以此类推。Among them, S A+ is the area of an A+ area in a certain region, R A+ is the benchmark value of an indicator in an A+ area, R A+m is the maximum value of an indicator in an A+ area, and so on.

进一步的,所述步骤(4)中三级指标的评分函数类型分为递增型、递减型和适中型。Further, the scoring function types of the three-level indicators in the step (4) are divided into increasing type, decreasing type and moderate type.

进一步的,当评分函数为递增型时,评分公式如下:Further, when the scoring function is incremental, the scoring formula is as follows:

其中,为该地区指标统计值为Ref时的评分值。in, It is the scoring value when the statistical value of the indicator in this area is R ef .

进一步的,当评分函数为递减型时,评分公式如下:Further, when the scoring function is decreasing, the scoring formula is as follows:

进一步的,当评分函数为适中型时,评分公式如下:Further, when the scoring function is moderate, the scoring formula is as follows:

进一步的,所述步骤(5)中配电网的综合得分计算公式为:Further, the formula for calculating the comprehensive score of the distribution network in step (5) is:

式中,n为一级对象个数,k1i表示一级对象权重;mi表示第i个一级对象下的二级对象个数,k2ij表示对应二级对象的权重;lj表示第j个二级对象下的三级指标数量,pk表示对应三级指标的权重;scorek表示第k个三级指标得分数。In the formula, n is the number of first-level objects, k 1i represents the weight of first-level objects; m i represents the number of second-level objects under the i-th first-level object, k 2ij represents the weight of the corresponding second-level object; l j represents the weight of the first-level object The number of third-level indicators under j second-level objects, p k represents the weight of the corresponding third-level indicators; score k represents the score of the kth third-level indicators.

所述步骤(6)中寻找配电网中的薄弱环节是采用二维追踪法,以对象、指标加权得分率为标尺,先横向对第一级对象得分率进行比对,找出其中相对薄弱的大环节;然后,从相对薄弱的大环节入手,通过纵向层层追踪,依次找出第二级及其第三级指标中的薄弱点,再借助现场原始数据分析,从配网技术装备和生产全过程中挖掘出导致薄弱点的原因。In the step (6), the weak link in the distribution network is found by using the two-dimensional tracking method, using the weighted score rate of the object and index as the scale, and comparing the score rate of the first-level object horizontally to find out the relatively weak link. Then, starting from the relatively weak major links, through vertical layer-by-layer tracking, find out the weak points in the second-level and third-level indicators in turn, and then use the raw data analysis on site to analyze from the distribution network technical equipment and The cause of the weak point is excavated during the whole production process.

本发明的考虑地区差异化的配电网薄弱环节的自诊断方法,在寻找配电网薄弱环节的过程中充分考虑了区域差别,结合地区特点寻找到真正的配电网薄弱环节,为配电网的安全运行提供了技术支持。The self-diagnosis method of the weak links of the distribution network considering regional differences in the present invention fully considers the regional differences in the process of finding the weak links of the distribution network, and finds the real weak links of the distribution network in combination with the characteristics of the region, so as to provide a better solution for the power distribution network. Provided technical support for the safe operation of the network.

附图说明Description of drawings

图1是本发明实施例的流程图;Fig. 1 is the flowchart of the embodiment of the present invention;

图2是指标评分函数类型图;Figure 2 is a diagram of the index scoring function type;

图3是配电网健康度诊断体系结构图。Figure 3 is a structural diagram of the distribution network health diagnosis system.

具体实施方式Detailed ways

如图1所示,一种考虑地区差异化的配电网健康度自诊断方法步骤如下:As shown in Figure 1, the steps of a self-diagnosis method for distribution network health considering regional differences are as follows:

(1)获取影响配电网运行状况的对象作为一级对象,包括网架结构、供电质量、电网安全性、装备水平、供电效率与效益、电网发展协调性和运行维护水平;(1) Obtain the objects that affect the operation of the distribution network as the first-level objects, including grid structure, power supply quality, power grid security, equipment level, power supply efficiency and benefit, power grid development coordination and operation and maintenance level;

(2)根据步骤(1)所得一级对象获取隶属于各一级对象的二级对象以及隶属于各二级对象的三级指标,建立树状配电网运行状况体系;(2) Obtain the second-level objects belonging to each first-level object and the third-level indicators belonging to each second-level object according to the first-level objects obtained in step (1), and establish a tree-like distribution network operating status system;

(3)依据层次分析法,确定各级对象、指标权重值;(3) According to the analytic hierarchy process, determine the weight values of objects and indicators at all levels;

(4)将一大区内各处于同等地位的区域按照行政级别和电力负荷密度分别划分为N类地区,则根据三级指标在各类地区的分布,求得所有区域的同类地区指标平均值作为该指标的基准值,该基准值、同类地区中指标最大/小值分别与各类地区面积相结合得到评价基准值和评价最大/小值;确定各三级指标的评分函数类型,并依据评价基准值和最大/小值给出各三级指标的评分公式;(4) Divide the areas with the same status in a large area into N types of areas according to the administrative level and power load density, and then calculate the average value of the indicators of the same area in all areas according to the distribution of the third-level indicators in various areas As the benchmark value of the indicator, the benchmark value, the maximum/minimum value of the indicator in the same region are combined with the area of each type of area to obtain the evaluation benchmark value and the maximum/minimum value of the evaluation; determine the scoring function type of each third-level index, and based on The evaluation benchmark value and the maximum/minimum value give the scoring formula of each three-level index;

(5)根据各指标的评分公式即各级对象、指标权重值求得配电网的综合得分;(5) Obtain the comprehensive score of the distribution network according to the scoring formula of each index, that is, the objects at all levels and the index weight value;

(6)根据配电网的综合得分寻找配电网中的薄弱环节,并采取相应的改进措施。(6) Find the weak links in the distribution network according to the comprehensive score of the distribution network, and take corresponding improvement measures.

配电网运行状况体系的建立,必须充分考虑配电网的特点,确保指标体系的实用性和可操作性,即在评价指标选择方面,应准确、规范、可比;在评价指标数据来源方面,应真实、可靠;在评价结果方面,应客观、全面。根据统计评价的目的,选择合适的统计指标,建立一个能够从不同角度、不同侧面反映评价对象主要问题的诊断指标体系。The establishment of the distribution network operation status system must fully consider the characteristics of the distribution network to ensure the practicability and operability of the index system, that is, in the selection of evaluation indicators, it should be accurate, standardized and comparable; in terms of the source of evaluation index data, It should be true and reliable; in terms of evaluation results, it should be objective and comprehensive. According to the purpose of statistical evaluation, select appropriate statistical indicators and establish a diagnostic index system that can reflect the main problems of the evaluation object from different angles and aspects.

采用世界银行及国家政府部门普遍采用的评价指标体系设计准则——SMART准则,构建一个特定的、可测量的、可得到的、相关的、可跟踪的配电网运行状况体系。该体系横向看涵盖网架合理性、供电质量、电网安全性、装备水平、供电质量与效益、电网发展协调性和运行维护水平七大环节,纵向看又细分为三级指标,简称为七环三级指标体系。Adopt the evaluation index system design criteria commonly used by the World Bank and national government departments - SMART criteria, to build a specific, measurable, available, relevant, and trackable distribution network operating status system. Horizontally, the system covers seven links: grid rationality, power supply quality, grid security, equipment level, power supply quality and efficiency, grid development coordination, and operation and maintenance level. Vertically, it is subdivided into three-level indicators, referred to as seven A three-level index system.

层次分析法是在决策过程中对非定量事件做定量分析、对主观判断做客观分析的有效方法。层次分析法通过划分各个指标之间的关系,把一个复杂问题分解为若干个有序层次。各元素在每层中的地位相等,上一层与下一层之间有一定的从属联系,具有有序的递阶层次。AHP is an effective method for quantitative analysis of non-quantitative events and objective analysis of subjective judgments in the decision-making process. Analytic Hierarchy Process divides a complex problem into several orderly levels by dividing the relationship between various indicators. The status of each element in each layer is equal, and there is a certain subordinate relationship between the upper layer and the lower layer, which has an orderly hierarchical level.

层次结构模型一般包含的基本层次有:目标层、准则层和方案层等。在递阶层次模型中,按照对一定客观事实的判断,对每层的重要性加以量化,即通过建立判断矩阵,比较判断两两元素之间的相对重要性。然后利用相关的数学方法,计算每个层次中各指标的相对重要性权重。最后通过在递阶层次结构内各层次相对重要性权重的组合,得到所有指标相对于决策目标的重要程度的权重。The basic levels generally included in the hierarchical structure model are: target level, criterion level and scheme level, etc. In the hierarchical hierarchical model, according to the judgment of certain objective facts, the importance of each layer is quantified, that is, by establishing a judgment matrix to compare and judge the relative importance of two elements. Then use relevant mathematical methods to calculate the relative importance weight of each index in each level. Finally, through the combination of the relative importance weights of each level in the hierarchical structure, the weights of the importance of all indicators relative to the decision-making objectives are obtained.

在有限目标的决策中,决策问题需要将定性因素分析与定量因素分析有机结合,避免二者脱节。层次分析法便能很好的实现定性分析与定量分析相结合,从而实现科学决策。In decision-making with limited objectives, the decision-making problem needs to combine qualitative factor analysis and quantitative factor analysis to avoid disconnection between the two. The AHP can well realize the combination of qualitative analysis and quantitative analysis, so as to realize scientific decision-making.

实际工程中,指标评分的函数类型有递减型、递增型和适中型三种。由于各地区经济发展、用电水平等方面存在差异性,因此在对各指标进行评分时,应考虑各地区的差异化。假设所诊断地区某指标的评价基准值Ref和最高值Rm(或Rn),计算方法如下:In actual engineering, there are three types of index scoring functions: decreasing type, increasing type and moderate type. Due to the differences in economic development and electricity consumption levels in various regions, the differences in various regions should be considered when scoring each indicator. Assuming the evaluation reference value R ef and the highest value R m (or R n ) of a certain indicator in the diagnosed area, the calculation method is as follows:

其中SA+为某地区A+类地区的面积,RA+为A+类地区某指标的基准值,RA+m为A+类地区某指标的最大值(或最小值),以此类推。Among them, S A+ is the area of an A+ area in a certain region, R A+ is the benchmark value of an indicator in an A+ area, R A+m is the maximum value (or minimum value) of an indicator in an A+ area, and so on.

当评分函数为递增型时(见图2),评分公式如下:When the scoring function is incremental (see Figure 2), the scoring formula is as follows:

其中,为该地区指标统计值为Ref时的评分值。in, It is the scoring value when the statistical value of the indicator in this area is R ef .

当评分函数为递减型时(见图2),评分公式如下:When the scoring function is decreasing (see Figure 2), the scoring formula is as follows:

当评分函数为适中型时(见图2),评分公式如下:When the scoring function is moderate (see Figure 2), the scoring formula is as follows:

配电网的综合得分计算公式为:The formula for calculating the comprehensive score of the distribution network is:

式中,n为一级对象个数,k1i表示一级对象权重;mi表示第i个一级对象下的二级对象个数,k2ij表示对应二级对象的权重;lj表示第j个二级对象下的三级指标数量,pk表示对应三级指标的权重;scorek表示第k个三级指标得分数。In the formula, n is the number of first-level objects, k 1i represents the weight of first-level objects; m i represents the number of second-level objects under the i-th first-level object, k 2ij represents the weight of the corresponding second-level object; l j represents the weight of the first-level object The number of third-level indicators under j second-level objects, p k represents the weight of the corresponding third-level indicators; score k represents the score of the kth third-level indicators.

根据以上内容,具体以河南省配电网为例来说明本一种考虑地区差异化的配电网健康度自诊断方法。将中国作为一个大区,中国范围内部分省级供电区域作为各区域,各区域按照行政级别和电力负荷密度划分为A+、A、B、C、D、E六类地区。河南省电力公司市辖区供电面积为12198km2,县级供电面积为123130km2,合计为135328km2。没有A+和E类地区,A类供电面积为258km2,B类供电面积为1349km2,C类供电面积为6489km2,D类供电面积为127255km2Based on the above content, the distribution network in Henan Province is taken as an example to illustrate this self-diagnosis method for distribution network health considering regional differences. Taking China as a large region, and some provincial power supply areas within China as regions, each region is divided into six types of regions: A+, A, B, C, D, and E according to administrative level and power load density. The power supply area of Henan Provincial Electric Power Company is 12198km 2 in municipal districts and 123130km 2 in counties, totaling 135328km 2 . There are no A+ and E areas, the A-type power supply area is 258km 2 , the B-type power supply area is 1349km 2 , the C-type power supply area is 6489km 2 , and the D-type power supply area is 127255km 2 .

(1)指标统计(1) Index statistics

基于电网发展诊断分析报告、电网滚动规划报告和配网专业总结报告等相关技术资料,统计得到河南省电力公司2012年各项指标现值,如下所示。Based on relevant technical data such as power grid development diagnosis and analysis report, power grid rolling planning report, and distribution network professional summary report, the present value of various indicators of Henan Electric Power Company in 2012 is obtained through statistics, as shown below.

表1河南省电力公司2012年指标水平Table 1 Index level of Henan Electric Power Company in 2012

(2)指标评分公式(2) Index scoring formula

下面以供电可靠率(RS-3)、重载配变占比和配变负载率平均值三个指标来说明考虑地区差异化时的指标评分方法。The following three indicators, the reliability rate of power supply (RS-3), the proportion of heavy-duty distribution transformers and the average load rate of distribution transformers, are used to illustrate the index scoring method when regional differences are considered.

1)供电可靠率(RS-3)1) Power supply reliability rate (RS-3)

该指标设置依据于《供电系统用户供电可靠性评价规程》(DL/T836-2003),用于定量衡量供电网络向用户可靠供电的程度,该指标评分函数为递增型。根据2013国网各省公司配网统计数据,供电可靠率(RS-3)最低值为西藏自治区的98.93%,最高值为北京市的99.993%,国网平均值为99.797%。其中A+类地区平均值为99.993%,A类地区平均值为99.961%,B类地区平均值为99.904%,C类地区平均值为99.810%,D类地区平均值为99.481%,E类地区平均值为97.422%。以河南省为例,A类地区的供电可靠率为99.981%,B类地区为99.952%,C类地区为99.902%,D类地区为99.858%,合计为99.888%。The index setting is based on the "Regulations for Evaluation of Power Supply Reliability of Power Supply System Users" (DL/T836-2003), which is used to quantitatively measure the degree of reliable power supply from the power supply network to users. The scoring function of this index is incremental. According to the 2013 State Grid distribution network statistics of provincial companies, the lowest value of power supply reliability (RS-3) is 98.93% of Tibet Autonomous Region, the highest value is 99.993% of Beijing, and the average value of State Grid is 99.797%. Among them, the average value of class A+ areas is 99.993%, the average value of class A areas is 99.961%, the average value of class B areas is 99.904%, the average value of class C areas is 99.810%, the average value of class D areas is 99.481%, and the average value of class E areas The value is 97.422%. Taking Henan Province as an example, the reliability rate of power supply in Class A areas is 99.981%, that of Class B areas is 99.952%, that of Class C areas is 99.902%, and that of Class D areas is 99.858%, totaling 99.888%.

表2国网各公司电网供电可靠性(RS-3)分布表Table 2 Distribution table of power supply reliability (RS-3) of State Grid companies

依据以上数据,以全国各类地区指标平均值为该类地区指标基准值Ri,即RA+=99.993%,RA=99.962%,RB=99.904%,RC=99.810%,RD=99.481%,RE=97.422%;以全国各类地区指标最大值为该类地区的评分最高值,即RA+m=99.997%,RAm=99.998%,RBm=99.981%,RCm=99.968%,RDm=99.961%,REm=99.842%。由于河南省供电区没有A+和E类地区,故不考虑,则电网评价指标供电可靠率(RS-3)的评价基准值Ref和评评分最高值Rm为:Based on the above data, the average value of indicators in various regions of the country is taken as the benchmark value R i of indicators in this type of region, that is, R A + =99.993%, RA =99.962%, R B =99.904%, R C =99.810%, R D = 99.481%, RE = 97.422%; take the maximum value of indicators in various regions of the country as the highest scoring value of this type of region, that is, R A+m =99.997%, R Am =99.998%, R Bm =99.981%, R Cm = 99.968%, R Dm =99.961%, R Em =99.842%. Since there are no A+ and E areas in the power supply area of Henan Province, they are not considered. The evaluation reference value R ef and the highest evaluation value R m of the power grid evaluation index power supply reliability rate (RS-3) are:

假设当统计值达到Ref时,评分为60分;当统计值达到Rm时,评分为100分。综上所述,河南省电网评价指标供电可靠率(RS-3)的评分公式为:Assume that when the statistical value reaches R ef , the score is 60 points; when the statistical value reaches R m , the score is 100 points. To sum up, the scoring formula for the power supply reliability rate (RS-3) of the power grid evaluation index in Henan Province is:

统计得到河南省供电可靠率(RS-3)的合计值为99.888%,根据以上的评分公式,河南省配网此指标的得分为91.82分。According to the statistics, the total value of the power supply reliability rate (RS-3) in Henan Province is 99.888%. According to the above scoring formula, the score of this indicator for the distribution network in Henan Province is 91.82 points.

2)重载配变占比2) Proportion of heavy-duty distribution transformer

该指标适用于10kV中压配电网,用来描述中压配变重载占比情况,该指标评分函数为递减型。根据2013国网各省配网统计数据,重载配变占比最低值为青海省的0.9581%,最高值为湖北省的14.5622%,平均值为7.211%。其中A+类地区平均值为6.0089%,A类地区平均值为3.9874%,B类地区平均值为6.5795%,C类地区平均值为8.3278%,D类地区平均值为7.9332%,E类地区平均值为5.2752%。以河南省为例,没有A+和E类地区,其中A类地区的重载配变占比为6.9192%,B类地区为8.8133%,C类地区为13.5712%,D类地区为14.7645%,合计为13.8184%。This index is applicable to 10kV medium voltage distribution network, and is used to describe the proportion of heavy load of medium voltage distribution transformer. The scoring function of this index is decreasing type. According to the 2013 State Grid provincial distribution network statistics, the lowest proportion of heavy-duty distribution transformers is 0.9581% in Qinghai Province, the highest value is 14.5622% in Hubei Province, and the average is 7.211%. Among them, the average value of class A+ areas is 6.0089%, the average value of class A areas is 3.9874%, the average value of class B areas is 6.5795%, the average value of class C areas is 8.3278%, the average value of class D areas is 7.9332%, and the average value of class E areas The value is 5.2752%. Taking Henan Province as an example, there are no A+ and E areas. The proportion of heavy-duty distribution transformers in A areas is 6.9192%, that of B areas is 8.8133%, that of C areas is 13.5712%, and that of D areas is 14.7645%. It is 13.8184%.

表3国网各公司配变重载率分布表Table 3 distribution table of distribution transformer overload rate of various companies of State Grid

依据以上数据,以全国各类地区指标平均值为该类地区指标基准值Ri,即RA+=6.0089%,RA=3.9874%,RB=6.5795%,RC=8.3278%,RD=7.9332%,RE=5.2752%;以全国各类地区指标最小值为该类地区的评分最高值,即RA+n=2.5272%,RAn=0%,RBn=0%,RCn=2.7528%,RDn=0.8694%,REn=0.0768%。由于河南省供电区没有A+和E类地区,故不考虑,则电网评价指标重载配变占比的评价基准值Ref和评分最高值Rn为:Based on the above data, the average value of indicators in various regions of the country is taken as the reference value R i of indicators in this type of region, that is, R A + =6.0089%, RA =3.9874%, R B =6.5795%, R C =8.3278%, R D = 7.9332%, R E =5.2752%; the minimum value of the indicators of various regions in the country is the highest score value of this type of region, that is, R A+n =2.5272%, R An =0%, R Bn =0%, R Cn = 2.7528%, R Dn =0.8694%, R En =0.0768%. Since there are no A+ and E-type areas in the power supply area of Henan Province, they are not considered. The evaluation reference value R ef and the highest score value R n of the heavy-duty distribution transformer ratio of the power grid evaluation index are:

假设当统计值小于Rn时,评分为100分;当统计值达到Ref时,评分为60分;当统计值高于Rm=14.5622%时,评分为0分。综上所述,河南省电网评价指标重载配变占比的评分公式为:Assume that when the statistical value is less than R n , the score is 100; when the statistical value reaches Ref, the score is 60; when the statistical value is higher than R m = 14.5622 %, the score is 0. To sum up, the scoring formula for the proportion of heavy-duty distribution transformers in Henan Province’s power grid evaluation index is:

统计得到河南省重载配变占比的合计值为13.8184%,根据以上的评分公式,河南省配网此指标的得分为6.73分。According to statistics, the total value of the proportion of heavy-duty distribution transformers in Henan Province is 13.8184%. According to the above scoring formula, the score of this indicator in Henan Province's distribution network is 6.73 points.

3)配变负载率平均值3) Average load rate of distribution transformer

该指标适用于10kV中压配电网,用来描述中压配变年负载率情况,该指标评分函数为适中型。根据2013国网各省配网统计数据,配变负载率平均值最低值为西藏自治区的20.44%,最高值为河南省的58.32%,平均值为40.68%。其中A+类地区平均值为40.94%,A类地区平均值为43.15%,B类地区平均值为42.22%,C类地区平均值为42.92%,D类地区平均值为38.73%,E类地区平均值为32.74%。以河南省为例,没有A+和E类地区,其中A类地区的配变负载率平均值为68.91%,B类地区为60.22%,C类地区为56.18%,D类地区为53.58%,合计为58.32%。This indicator is applicable to 10kV medium voltage distribution network, and is used to describe the annual load rate of medium voltage distribution transformers. The scoring function of this indicator is moderate. According to the distribution network statistics of the provinces of the State Grid in 2013, the lowest average distribution transformer load rate is 20.44% of Tibet Autonomous Region, the highest value is 58.32% of Henan Province, and the average value is 40.68%. Among them, the average value of class A+ areas is 40.94%, the average value of class A areas is 43.15%, the average value of class B areas is 42.22%, the average value of class C areas is 42.92%, the average value of class D areas is 38.73%, and the average value of class E areas The value is 32.74%. Taking Henan Province as an example, there are no A+ and E areas. The average distribution transformer load rate in the A area is 68.91%, that in the B area is 60.22%, that in the C area is 56.18%, and that in the D area is 53.58%. It is 58.32%.

表4国网各公司配变负载率平均值分布表Table 4 The average distribution table of the distribution transformer load rate of each company of the State Grid

依据以上数据,以全国各类地区指标平均值为该类地区指标基准值Ri,即RA+=40.94%,RA=43.15%,RB=42.22%,RC=42.92%,RD=38.73%,RE=32.74%。由于河南省供电区没有A+和E类地区,故不考虑,则电网评价指标配变负载率平均值的评价基准值Ref和为:Based on the above data, the average value of indicators in various regions of the country is taken as the benchmark value R i of the indicators in this type of region, that is, R A+ =40.94%, R A =43.15%, R B =42.22%, R C =42.92%, R D = 38.73%, RE = 32.74%. Since there are no A+ and E-type areas in the power supply area of Henan Province, it is not considered. The evaluation reference value R ef of the average distribution transformer load rate of the power grid evaluation index is:

假设当统计值在40%-60%时,评分为100分;当统计值达到80%时,评分为0分。综上所述,河南省电网评价指标配变负载率平均值的评分公式为:Assume that when the statistical value is 40%-60%, the score is 100; when the statistical value reaches 80%, the score is 0. To sum up, the scoring formula for the average load rate of the power grid evaluation index distribution transformer in Henan Province is:

统计得到河南省配变负载率平均值的合计值为58.32%,根据以上的评分公式,河南省配网此指标的得分为100分。According to statistics, the total value of the average load rate of distribution transformers in Henan Province is 58.32%. According to the above scoring formula, the score of this indicator for Henan Province's distribution network is 100 points.

4)各指标评分公式4) Scoring formula for each index

按照上述流程和原则制定各指标评价方法,可得个指标评分公式,如下表所示。According to the above process and principles, the evaluation methods of each index can be formulated, and an index scoring formula can be obtained, as shown in the following table.

表5各指标评分公式Table 5 Scoring formulas for each indicator

(3)各级指标权重(3) Index weights at all levels

本体系依照层次分析法,确定各指标的权重,如下表所示。The system determines the weight of each index according to the AHP, as shown in the table below.

表6各级指标权重Table 6 Index weights at all levels

(4)综合评分(4) Comprehensive score

单项指标评分从不同侧面反映了电网的具体情况,然后利用层次分析法逐层向上计算,得到整个配电网的综合诊断得分。The single index score reflects the specific situation of the power grid from different aspects, and then uses the analytic hierarchy process to calculate layer by layer to obtain the comprehensive diagnostic score of the entire distribution network.

依据以上配电网诊断综合评分公式,得到河南省电力公司配电网健康度诊断的综合得分为59.21分。综合各层指标得分,根据二维追踪法以发现企业电网自身和业务流中存在的薄弱点。具体做法为:以指标加权得分率为标尺,先横向对第一级指标得分率进行比对,找出其中相对薄弱的大环节;然后,从这些环节入手,通过纵向层层追踪,依次找出第二级及其第三级指标中的薄弱点,再借助现场原始数据分析,可以切实从配网技术装备和生产全过程中挖掘出导致薄弱点的原因,并提出相应改善措施。According to the above distribution network diagnosis comprehensive scoring formula, the comprehensive score of distribution network health diagnosis of Henan Electric Power Company is 59.21 points. Combining the index scores of each layer, according to the two-dimensional tracking method, we can find the weak points in the enterprise power grid itself and business flow. The specific method is: use the index weighted score rate as a scale, first compare the score rate of the first-level indicators horizontally, and find out the relatively weak links; then, start from these links, and track them vertically to find out The weak points in the second-level and third-level indicators, with the help of on-site raw data analysis, can actually dig out the causes of weak points from the distribution network technology equipment and the whole production process, and propose corresponding improvement measures.

从一级对象来看,制约河南省公司配电网健康水平提升的最大的环节是电网安全性,其得分只有38.58分。向下追踪,其所有的二级对象得分都很低,特别是10kV部分,得分只有10.28分。继续向下追踪,10kV的配电变压器重载情况相当严重,远远高于国网各公司的平均水平。究其原因,一方面是中压配网投资能力受限,致使配变容量增速滞后于负荷增速,配变整体负载率较高;另一方面是配变布点不合理,配变局部过载问题突出。相应改进措施,一是本着“小容量、多布点”的原则,新增配变容量;二是通过负荷优化和电力切改,均衡配变负载;三是开展需求侧管理,通过有序用电,降低配变负载率。From the perspective of the first-level object, the biggest link that restricts the improvement of the health level of the distribution network of the company in Henan Province is the security of the power grid, and its score is only 38.58 points. Tracking down, all of its secondary objects scored very low, especially the 10kV part, which scored only 10.28 points. Continuing to track down, the heavy load of 10kV distribution transformers is quite serious, much higher than the average level of the State Grid companies. The reason is that, on the one hand, the investment capacity of the medium-voltage distribution network is limited, which causes the growth rate of the distribution transformer capacity to lag behind the load growth rate, and the overall load rate of the distribution transformer is relatively high; The problem is prominent. Corresponding improvement measures, one is to increase the distribution transformer capacity based on the principle of "small capacity, more distribution points"; the second is to balance the distribution transformer load through load optimization and power cut; the third is to carry out demand side management, through orderly use Electricity, reduce distribution transformer load rate.

Claims (4)

1. A distribution network health degree self-diagnosis method considering region differentiation is characterized by comprising the following steps:
(1) Acquiring objects influencing the operation condition of the power distribution network as primary objects, wherein the primary objects comprise a grid structure, power supply quality, power grid safety, equipment level, power supply efficiency and benefit, power grid development coordination and operation maintenance level;
(2) Acquiring secondary objects subordinate to the primary objects and tertiary indexes subordinate to the secondary objects according to the primary objects obtained in the step (1), and establishing a tree-shaped power distribution network operation condition system;
(3) Determining each level of object and index weight value according to an analytic hierarchy process;
(4) Dividing areas which are located at the same position in a large area into N types of areas according to administrative levels and power load density, obtaining the average value of the same type of area indexes of all the areas as the reference value of the indexes according to the distribution of the three types of indexes in all the areas, and combining the reference value and the maximum/small value of the indexes in the same type of areas with the areas of all the areas to obtain an evaluation reference value and an evaluation maximum/small value; determining the scoring function type of each three-level index, and giving a scoring formula of each three-level index according to the evaluation reference value and the maximum/small value;
(5) Obtaining the comprehensive score of the power distribution network according to the scoring formula of each index, each level of object and the index weight value;
(6) Weak links in the power distribution network are searched according to the comprehensive scores of the power distribution network, and corresponding improvement measures are taken;
in the step (4), the area is divided into six areas of A +, A, B, C, D and E, and then the reference value R is evaluated ef And maximum value R m The calculation formula of (c) is as follows:
wherein S A+ Is the area of a certain region of class A +, R A+ Is a reference value of some index in A + type area, R A+m The maximum value of a certain index in the A + type area is obtained by analogy;
the scoring function types of the three-level indexes in the step (4) are an increasing type, a decreasing type and a moderate type;
when the scoring function is incremental, the scoring formula is as follows:
wherein,the statistical value of the index for the region is R ef A time scale value;
when the scoring function is decreasing, the scoring formula is as follows:
when the scoring function is moderate, the scoring formula is as follows:
the comprehensive score calculation formula of the power distribution network in the step (5) is as follows:
wherein n is the number of primary objects, k 1i Representing a primary object weight; m is a unit of i Number of secondary objects under ith primary object, k 2ij Representing a weight of the corresponding secondary object; l. the j Represents the number of three-level indexes under the jth secondary object, p k Representing the weight of the corresponding three-level index; score k Representing the kth tertiary index score;
wherein R is n R1, R2, R3, R4 are set statistical values participating in scoring, and R1 is the minimum index value<R2<R3<R4。
2. The self-diagnosis method for health degree of distribution network according to claim 1, considering regional differentiation, wherein the method comprises the following steps: in the step (3), the sum of the weight values of all the primary objects is equal to 1, the sum of the weight values of all the secondary objects subordinate to each primary object is equal to 1, and the sum of the weight values of all the tertiary indexes subordinate to each secondary object is equal to 1.
3. The self-diagnosis method for health degree of distribution network according to claim 1, considering regional differentiation, wherein the method comprises the following steps: the sequence of the step (3) and the step (4) can be intermodulation.
4. The self-diagnosis method for health degree of distribution network according to claim 1, considering regional differentiation, wherein the method comprises the following steps: the weak link in the power distribution network is searched in the step (6), a two-dimensional tracking method is adopted, the object and index weighted score ratios are used as scales, the first-level object score ratios are transversely compared, and a relatively weak big link is found out; then starting from the relatively weak large link, sequentially finding out weak points in the second-level index and the third-level index through longitudinal layer-by-layer tracking, and excavating reasons for the weak points in the whole distribution network technical equipment and production process by means of field original data analysis.
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Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20090067485A (en) * 2007-12-21 2009-06-25 재단법인 포항산업과학연구원 Fuel cell evaluation system and method for power generation
CN102063657A (en) * 2010-12-23 2011-05-18 中国电力科学研究院 Operating level and power supplying capability evaluation method for urban electric distribution network
CN102509240A (en) * 2011-11-22 2012-06-20 天津市电力公司 Grid investment benefit evaluation method based on multiple indexes and multiple levels
CN102930482A (en) * 2012-11-30 2013-02-13 河北省电力公司电力科学研究院 Investment effect evaluation method for county power distribution networks

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20090067485A (en) * 2007-12-21 2009-06-25 재단법인 포항산업과학연구원 Fuel cell evaluation system and method for power generation
CN102063657A (en) * 2010-12-23 2011-05-18 中国电力科学研究院 Operating level and power supplying capability evaluation method for urban electric distribution network
CN102509240A (en) * 2011-11-22 2012-06-20 天津市电力公司 Grid investment benefit evaluation method based on multiple indexes and multiple levels
CN102930482A (en) * 2012-11-30 2013-02-13 河北省电力公司电力科学研究院 Investment effect evaluation method for county power distribution networks

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