CN115345524B - A method and device for constructing a distribution transformer energy efficiency evaluation system - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及智能电网技术领域,具体涉及一种构建配电变压器能效评价体系的方法及装置。The invention relates to the technical field of smart grids, in particular to a method and device for constructing an energy efficiency evaluation system of distribution transformers.
背景技术Background technique
据统计,作为电网核心装备的配电变压器,损耗占到输配电电力损耗的40-50%,市场对高效变压器的需求量在不断的增加。电力行业,也在不断的推出关于《电力变压器能效限定值及能效等级》等国家标准,规范降低当前使用的配电变压器的空载及负载损耗。According to statistics, the loss of distribution transformers as the core equipment of the power grid accounts for 40-50% of the power loss in transmission and distribution, and the market demand for high-efficiency transformers is constantly increasing. The power industry is also continuously introducing national standards such as "Energy Efficiency Limits and Energy Efficiency Levels of Power Transformers" to regulate and reduce the no-load and load losses of the currently used distribution transformers.
在积极改进及引导节能型配电变压器入网的同时,需要对配电变压器能效的指标进行评估分析,力图摸清相关参数对配电变压器能效的影响,为后续配电变压器的产业升级提供参照。国内外已经就具有代表性的典型系统或者设备进行分析,建立分析模型,通过对模型软件的模拟给出系统或者设备能效提升的相关方案。While actively improving and guiding energy-saving distribution transformers into the network, it is necessary to evaluate and analyze the energy efficiency indicators of distribution transformers, trying to find out the impact of relevant parameters on the energy efficiency of distribution transformers, and provide reference for the subsequent industrial upgrading of distribution transformers. At home and abroad, representative typical systems or equipment have been analyzed, an analysis model has been established, and relevant schemes for improving the energy efficiency of the system or equipment have been given through the simulation of the model software.
如专利CN107122881A公开了基于配电台区的综合能效评价系统,该系统包括:综合能效指标模块,包括多个指标单元和一加法器;加法器分别实时对各指标单元的合格率按等差数列的排列模式进行多次顺序逻辑判断,每次的逻辑判断按次记数作加法,以获得每一指标单元的得分;指标权重计算模块,用于获取各指标单元的权重值;综合能效评价模块,用以根据每一指标单元的得分和与其对应的权重值计算配电台区的综合能效。该方案可以实现对配电台区的各项数据的并行采集,并进行实时处理,实现了对配电台区综合能效的全面评价,且评价步骤简单,成本低廉,结果直观、可靠。For example, the patent CN107122881A discloses a comprehensive energy efficiency evaluation system based on the distribution station area. The system includes: a comprehensive energy efficiency index module, including a plurality of index units and an adder; The permutation pattern is used to make multiple sequential logical judgments, and each logical judgment is counted and added to obtain the score of each index unit; the index weight calculation module is used to obtain the weight value of each index unit; the comprehensive energy efficiency evaluation module , which is used to calculate the comprehensive energy efficiency of the distribution station area according to the score of each index unit and its corresponding weight value. This scheme can realize the parallel collection of various data of the distribution station area, and perform real-time processing, and realize the comprehensive evaluation of the comprehensive energy efficiency of the distribution station area, and the evaluation steps are simple, the cost is low, and the results are intuitive and reliable.
如专利CN114943463A给出了一种配电网节能技措评估方法,构建包括目标层、准则层和指标层的评价指标体系,从电网网架结构、电网能效、电网经济性以及电网的环境效益4个维度构建三级指标评价体系,结合节能措施在电网的实际情况,得到不同节能技术措施在不同的维度对节能效益的影响。For example, the patent CN114943463A provides an evaluation method for energy-saving technical measures of distribution network, constructing an evaluation index system including target layer, criterion layer and index layer, from the perspective of grid structure, grid energy efficiency, grid economy and grid environmental benefits4 A three-level index evaluation system is constructed from each dimension, and combined with the actual situation of energy-saving measures in the power grid, the impact of different energy-saving technical measures on energy-saving benefits in different dimensions is obtained.
以上方案给出的评价方案虽然解决了以往技术中过程、步骤繁琐的问题,但是,构建的评价体系仍然不够完善,精细化、准确化的程度仍显不足。且以上方案是针对配电网区域的能效进行评估,并不适用配电变压器的能效评价。Although the evaluation scheme given by the above scheme has solved the problems of cumbersome processes and steps in the previous technology, the evaluation system constructed is still not perfect, and the degree of refinement and accuracy is still insufficient. Moreover, the above scheme is aimed at evaluating the energy efficiency of the distribution network area, and does not apply to the energy efficiency evaluation of distribution transformers.
因此,如何构建配电变压器能效评价体系,以实现对配电变压器能效的精准评估,助力配电变压器产业优化升级是本领域技术人员亟待解决的问题。Therefore, how to build an energy efficiency evaluation system for distribution transformers to achieve accurate evaluation of energy efficiency for distribution transformers and help optimize and upgrade the distribution transformer industry is an urgent problem to be solved by those skilled in the art.
发明内容Contents of the invention
针对上述现有技术中存在的缺陷,本发明提供了一种构建配电变压器能效评价体系的方法及装置,通过分析能耗与配电变压器材料及设计等基本属性参数和运行参数的关系,从根源上确定能效的评价指标,并对每个能效评价指标进行权重值的求取,关联评价指标及相应的权重值,构建得到精准的能效评价体系。通过考虑确定配电变压器能效溯源及评价指标间的相对关系,构建的能效评价体系,助力配电变压器的产业优化升级,能为关于配电变压器主要材质、工艺基础及运行控制的优化方法提供支撑。Aiming at the defects in the above-mentioned prior art, the present invention provides a method and device for constructing a distribution transformer energy efficiency evaluation system. By analyzing the relationship between energy consumption and distribution transformer materials and design and other basic attribute parameters and operating parameters, from Determine the evaluation index of energy efficiency at the root, and calculate the weight value of each energy efficiency evaluation index, associate the evaluation index with the corresponding weight value, and construct an accurate energy efficiency evaluation system. By considering the determination of the relative relationship between distribution transformer energy efficiency traceability and evaluation indicators, the energy efficiency evaluation system constructed can help the industry optimization and upgrading of distribution transformers, and can provide support for the optimization methods of distribution transformers' main materials, process basis and operation control .
第一方面,本发明提供一种构建配电变压器能效评价体系的方法,包括如下步骤:In the first aspect, the present invention provides a method for constructing a distribution transformer energy efficiency evaluation system, comprising the following steps:
基于对配电变压器的耗能分析,获取多个能效评价的评价指标;Based on the energy consumption analysis of distribution transformers, multiple evaluation indicators for energy efficiency evaluation are obtained;
将所有评价指标进行类别划分,划分为定性化指标和定量化指标,对定性化指标进行定量化的预处理,并赋予每个评价指标权重初值;Divide all evaluation indicators into categories, divide them into qualitative indicators and quantitative indicators, perform quantitative preprocessing on qualitative indicators, and give each evaluation indicator a weight initial value;
确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值;Determine the relative coefficient between each evaluation index, adjust the weight initial value of each evaluation index, and obtain the weight value of each evaluation index;
关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系。Correlating the evaluation indicators and corresponding weight values, the energy efficiency evaluation system of distribution transformers is constructed.
进一步的,基于对配电变压器的能耗分析,获取多个能效评价的评价指标,具体包括:Further, based on the energy consumption analysis of distribution transformers, multiple evaluation indicators for energy efficiency evaluation are obtained, including:
获取配电变压器电能损耗与影响参数的关系,具体表示为:Obtain the relationship between the power loss of the distribution transformer and the influencing parameters, specifically expressed as:
其中,W为配电变压器电能损耗,L1为配电变压器空载损耗,L2为配电变压器短路损 耗,I1%为配电变压器空载电流百分数,u2%为配电变压器额定短路阻抗电压百分数,KQ为无 功经济当量,E为配电变压器年输送总电量,为配电变压器的年平均功率系数,Se为配电 变压器额定容量,tmax为配电变压器年最大负载损耗时间,t为配电变压器全年投入运行时 间; Among them, W is the power loss of the distribution transformer, L 1 is the no-load loss of the distribution transformer, L 2 is the short-circuit loss of the distribution transformer, I 1 % is the percentage of the no-load current of the distribution transformer, and u 2 % is the rated short-circuit of the distribution transformer Impedance voltage percentage, K Q is the economic equivalent of reactive power, E is the total electricity delivered by the distribution transformer in a year, is the annual average power coefficient of the distribution transformer, Se is the rated capacity of the distribution transformer, t max is the annual maximum load loss time of the distribution transformer, and t is the annual operation time of the distribution transformer;
给出与影响参数相关的配电变压器基本属性参数和运行参数;The basic property parameters and operating parameters of the distribution transformer related to the influencing parameters are given;
分解配电变压器基本属性参数以及运行参数,获取多个能效评价的评价指标。Decompose the basic attribute parameters and operating parameters of distribution transformers to obtain multiple evaluation indicators for energy efficiency evaluation.
进一步的,对定性化指标进行定量化的预处理,具体包括:Further, perform quantitative preprocessing on qualitative indicators, including:
针对每个定性化指标进行赋值处理,获取各个定性化指标的第一数值;Perform value assignment processing for each qualitative index, and obtain the first value of each qualitative index;
基于定性化指标的第一数值和定性化指标的类型,对第一数值进行均值化处理,得到定性化指标预处理后的数据;Based on the first numerical value of the qualitative index and the type of the qualitative index, mean value processing is performed on the first numerical value to obtain the preprocessed data of the qualitative index;
其中,针对每个定性化指标进行赋值处理,具体包括:集合每个定性化指标的文字 评语,并给出赋值向量,结合文字评语和赋值向量,得到每个定性化指标的第一数值,第一 数值表示为,其中,Di为第i个定性化指标的第一数值, texti为第i个定性化指标的文字评语,j为定性化指标的文字评语的数量。 Among them, the assignment process is carried out for each qualitative index, which specifically includes: collecting the text comments of each qualitative index, and giving the assignment vector, combining the text comments and the assignment vector to obtain the first value of each qualitative index, and the second A value expressed as , where D i is the first numerical value of the i-th qualitative index, text i is the text comment of the i-th qualitative index, and j is the number of text comments of the i-th qualitative index.
进一步的,基于定性化指标的第一数值和定性化指标的类型,对第一数值进行均值化处理,具体包括:Further, based on the first numerical value of the qualitative index and the type of the qualitative index, mean value processing is performed on the first numerical value, specifically including:
根据对能效影响的变化趋势,确定定性化指标的类型,分别定义为第一类型和第二类型,其中第一类型为与能效影响正相关,第二类型为与能效影响负相关;According to the change trend of the impact on energy efficiency, determine the types of qualitative indicators, which are respectively defined as the first type and the second type, where the first type is positively correlated with energy efficiency impact, and the second type is negatively correlated with energy efficiency impact;
对第一类型的第一数值处理公式为:; The formula for processing the first numerical value of the first type is: ;
对第二类型的第一数值处理公式为:; The formula for processing the first numerical value of the second type is: ;
其中,为经过均值化处理后的第i个定性化指标的第一数值,为第i个定性 化指标第一数值中的极限最大值,为第i个定性化指标第一数值中的极限最小值,为 第i个定性化指标第一数值的基准值。in, is the first value of the i-th qualitative index after mean value processing, is the limit maximum value in the first numerical value of the i-th qualitative index, is the extreme minimum value in the first numerical value of the i-th qualitative index, is the benchmark value of the first numerical value of the i-th qualitative indicator.
进一步的,赋予每个评价指标权重初值,具体包括:Further, assign initial weights to each evaluation index, including:
基于每个评价指标在所有评价指标中的特征比重,计算每个评价指标对应的熵值;Calculate the entropy value corresponding to each evaluation index based on the characteristic proportion of each evaluation index in all evaluation indexes;
根据每个评价指标的熵值,得到对应的差异性系数;According to the entropy value of each evaluation index, the corresponding difference coefficient is obtained;
通过差异性系数,计算得到每个评价指标的权重初值。Through the difference coefficient, calculate the weight initial value of each evaluation indicator.
进一步的,根据每个评价指标的熵值,得到对应的差异性系数,计算公式如下:Further, according to the entropy value of each evaluation index, the corresponding difference coefficient is obtained, and the calculation formula is as follows:
其中,为第i个评价指标的差异性系数,为经定量化预处理后的第i个评价指标 的数值; in, is the difference coefficient of the i-th evaluation index, is the value of the i-th evaluation index after quantitative preprocessing;
通过差异性系数,计算得到每个评价指标的权重初值,计算公式如下:Through the difference coefficient, the initial weight value of each evaluation indicator is calculated, and the calculation formula is as follows:
其中,为第i个评价指标的权重初值。 in, is the initial weight value of the i-th evaluation index.
进一步的,确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值,具体包括:Further, determine the relative coefficients between each evaluation index, adjust the initial weight value of each evaluation index, and obtain the weight value of each evaluation index, specifically including:
对所有评价指标依照重要程度进行排序,获得评价指标序列;Sort all evaluation indicators according to their importance to obtain the evaluation index sequence;
基于评价指标序列中相邻评价指标的权重比值,得到每个评价指标的权重相对值;Based on the weight ratio of adjacent evaluation indicators in the evaluation index sequence, the relative weight value of each evaluation index is obtained;
依据评价指标的权重初值和权重相对值,结合比例系数,给出各个评价指标的权重值。According to the weight initial value and weight relative value of the evaluation index, combined with the proportional coefficient, the weight value of each evaluation index is given.
进一步的,基于评价指标序列中相邻评价指标的权重比值,得到每个评价指标的权重相对值,具体公式为:Further, based on the weight ratio of adjacent evaluation indicators in the evaluation index sequence, the relative weight value of each evaluation index is obtained. The specific formula is:
其中,为第i个评价指标的权重相对值,k为评价指标的数量,为经定量化预处 理后的第i个评价指标的数值; in, is the relative weight value of the i-th evaluation indicator, k is the number of evaluation indicators, is the value of the i-th evaluation index after quantitative preprocessing;
依据评价指标的权重初值和权重相对值,结合比例系数,给出各个评价指标的权重值,计算公式如下:According to the initial weight value and relative weight value of the evaluation index, combined with the proportional coefficient, the weight value of each evaluation index is given. The calculation formula is as follows:
其中,为第i个评价指标的权重值,为第i个评价指标的比例系数,为第i个 评价指标的权重初值。 in, is the weight value of the i-th evaluation index, is the proportional coefficient of the i-th evaluation index, is the initial weight value of the i-th evaluation index.
进一步的,关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系,具体包括:Further, the associated evaluation indicators and corresponding weight values are constructed to obtain the distribution transformer energy efficiency evaluation system, which specifically includes:
确定配电变压器的评价指标矩阵,表示为:,其中,pi为第 i个评价指标,k为评价指标的数量; Determine the evaluation index matrix of the distribution transformer, expressed as: , where p i is the i-th evaluation index, and k is the number of evaluation indexes;
获取包括每个评价指标权重值的权重矩阵,权重矩阵表示为:, 其中,为第i个评价指标的权重值,k为评价指标的数量;Obtain the weight matrix including the weight value of each evaluation index, and the weight matrix is expressed as: , in, is the weight value of the i-th evaluation indicator, k is the number of evaluation indicators;
集合评价指标矩阵和权重矩阵,构建得到配电变压器能效评价体系。The evaluation index matrix and weight matrix are combined to construct the distribution transformer energy efficiency evaluation system.
第二方面,本发明还提供一种构建配电变压器能效评价体系的装置,采用以上的构建配电变压器能效评价体系的方法,包括:In the second aspect, the present invention also provides a device for constructing a distribution transformer energy efficiency evaluation system, adopting the above method for constructing a distribution transformer energy efficiency evaluation system, including:
耗能分析模块,用于对配电变压器进行耗能分析,获取多个能效评价的评价指标,将所有评价指标进行类别划分,划分为定性化指标和定量化指标;The energy consumption analysis module is used to analyze the energy consumption of distribution transformers, obtain multiple evaluation indicators for energy efficiency evaluation, and classify all evaluation indicators into qualitative indicators and quantitative indicators;
数据处理模块,用于对定性化指标进行定量化的预处理,并赋予每个评价指标权重初值,确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值;The data processing module is used for quantitative preprocessing of the qualitative indicators, and assigns initial weights to each evaluation index, determines the relative coefficients between each evaluation index, adjusts the initial weight value of each evaluation index, and obtains The weight value of each evaluation index;
评价体系构建模块,用于关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系。The evaluation system construction module is used to correlate evaluation indicators and corresponding weight values to construct an energy efficiency evaluation system for distribution transformers.
本发明提供的一种构建配电变压器能效评价体系的方法及装置,至少包括如下有益效果:A method and device for constructing a distribution transformer energy efficiency evaluation system provided by the present invention at least include the following beneficial effects:
(1)通过分析能耗与配电变压器材料及设计等基本属性参数和运行参数的关系,能从根源上确定配电变压器能效的评价指标。提高针对配电变压器能效评价的准确度,同时也为后续配电变压器主要材质、工艺基础及运行控制的优化提供支撑,给出科学的依据。(1) By analyzing the relationship between energy consumption and distribution transformer materials and design and other basic attribute parameters and operating parameters, the evaluation index of distribution transformer energy efficiency can be determined from the root. Improve the accuracy of distribution transformer energy efficiency evaluation, and also provide support for the optimization of the main materials, process basis and operation control of subsequent distribution transformers, and give a scientific basis.
(2)对定性化的指标进行赋值处理及均值化处理,能有效的保证后续构建的指标评价体系的客观性和合理性。(2) Assigning and averaging the qualitative indicators can effectively ensure the objectivity and rationality of the subsequent index evaluation system.
(3)通过针对权重初值、相对系数及权重相对值等的处理,确定每个评价指标的权重,既考虑了指标评价体系的整体性,又考虑到各个评价指标之间的相互作用,可以更加准确、客观地实现对配电变压器能效的综合评估,提升了配电变压器入网决策的科学性。(3) The weight of each evaluation index is determined by processing the initial value of the weight, the relative coefficient, and the relative value of the weight, which not only considers the integrity of the index evaluation system, but also considers the interaction between each evaluation index. A more accurate and objective comprehensive evaluation of the energy efficiency of distribution transformers improves the scientificity of distribution transformer network decision-making.
附图说明Description of drawings
图1为本发明提供的一种构建配电变压器能效评价体系的方法流程示意图;Fig. 1 is a schematic flow chart of a method for constructing a distribution transformer energy efficiency evaluation system provided by the present invention;
图2为本发明提供的某一实施例的对定性化指标进行定量化的预处理的流程示意图;Fig. 2 is a schematic flow chart of the preprocessing for quantitatively quantifying qualitative indicators according to an embodiment of the present invention;
图3为本发明提供的某一实施例的赋予每个评价指标权重初值的流程示意图;Fig. 3 is a schematic flow chart of assigning the initial value of the weight of each evaluation index according to a certain embodiment provided by the present invention;
图4为本发明提供的一种构建配电变压器能效评价体系的装置示意图。Fig. 4 is a schematic diagram of a device for constructing a distribution transformer energy efficiency evaluation system provided by the present invention.
具体实施方式Detailed ways
为了更好的理解上述技术方案,下面将结合说明书附图以及具体的实施方式对上述技术方案做详细的说明。显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其它实施例,都属于本发明保护的范围。In order to better understand the above-mentioned technical solution, the above-mentioned technical solution will be described in detail below in conjunction with the accompanying drawings and specific implementation methods. Apparently, the described embodiments are only some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.
在本发明实施例中使用的术语是仅仅出于描述特定实施例的目的,而非旨在限制本发明。在本发明实施例和所附权利要求书中所使用的单数形式的“一种”、“所述”和“该”也旨在包括多数形式,除非上下文清楚地表示其他含义,“多种”一般包含至少两种。Terms used in the embodiments of the present invention are only for the purpose of describing specific embodiments, and are not intended to limit the present invention. The singular forms "a", "said" and "the" used in the embodiments of the present invention and the appended claims are also intended to include plural forms, unless the context clearly indicates otherwise, "multiple" Generally contain at least two.
还需要说明的是,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的商品或者装置不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种商品或者装置所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括所述要素的商品或者装置中还存在另外的相同要素。It should also be noted that the term "comprises", "comprises" or any other variation thereof is intended to cover a non-exclusive inclusion such that an article or arrangement comprising a list of elements includes not only those elements but also includes items not expressly listed. other elements of the product, or elements inherent in the product or device. Without further limitations, an element defined by the phrase "comprising a ..." does not exclude the presence of additional identical elements in an article or device comprising said element.
为完成高耗能配电变压器的升级改造,需要对新型的节能型配电变压器的设备质量进行提前评估,形成智慧化的结果信息,将优化设计的方法进行反馈,助力电网优化运行及变压器产业的优化升级。In order to complete the upgrading and transformation of high-energy-consuming distribution transformers, it is necessary to evaluate the equipment quality of new energy-saving distribution transformers in advance, form intelligent result information, and feedback the optimal design methods to help optimize the operation of the power grid and the transformer industry optimization upgrade.
配电变压器的能效是指电能在配电变压器中进行传输、转换和利用的效率,是电网运行考量的重要经济、技术和效益的因素。对配电变压器进行能效评价,首先必须搭建合理精确有效的能效评价指标体系。The energy efficiency of distribution transformers refers to the efficiency of transmission, conversion and utilization of electric energy in distribution transformers. It is an important economic, technical and benefit factor considered by power grid operation. To evaluate the energy efficiency of distribution transformers, a reasonable, accurate and effective energy efficiency evaluation index system must first be established.
如图1所示,本发明提供一种构建配电变压器能效评价体系的方法,包括如下步骤:As shown in Figure 1, the present invention provides a method for constructing a distribution transformer energy efficiency evaluation system, including the following steps:
基于对配电变压器的耗能分析,获取多个能效评价的评价指标;Based on the energy consumption analysis of distribution transformers, multiple evaluation indicators for energy efficiency evaluation are obtained;
将所有评价指标进行类别划分,划分为定性化指标和定量化指标,对定性化指标进行定量化的预处理,并赋予每个评价指标权重初值;Divide all evaluation indicators into categories, divide them into qualitative indicators and quantitative indicators, perform quantitative preprocessing on qualitative indicators, and give each evaluation indicator a weight initial value;
确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值;Determine the relative coefficient between each evaluation index, adjust the weight initial value of each evaluation index, and obtain the weight value of each evaluation index;
关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系。Correlating the evaluation indicators and corresponding weight values, the energy efficiency evaluation system of distribution transformers is constructed.
通过对配电变压器的耗能分析,从根源上得到能效评价的评价指标,由此构建配电变压器能效评价体系更加精准和明晰,能为配电变压器主要材质、工艺基础以及运行控制的优化方法提供支撑。Through the energy consumption analysis of distribution transformers, the evaluation index of energy efficiency evaluation is obtained from the source, so that the energy efficiency evaluation system of distribution transformers can be constructed more accurately and clearly, which can provide the optimization method for the main materials, process basis and operation control of distribution transformers Provide support.
其中,基于对配电变压器的能耗分析,获取多个能效评价的评价指标,具体包括:Among them, based on the energy consumption analysis of distribution transformers, multiple evaluation indicators for energy efficiency evaluation are obtained, including:
获取配电变压器电能损耗与影响参数的关系,具体表示为:Obtain the relationship between the power loss of the distribution transformer and the influencing parameters, specifically expressed as:
其中,W为配电变压器电能损耗,L1为配电变压器空载损耗,L2为配电变压器短路损 耗,I1%为配电变压器空载电流百分数,u2%为配电变压器额定短路阻抗电压百分数,KQ为无 功经济当量,E为配电变压器年输送总电量,为配电变压器的年平均功率系数,Se为配电 变压器额定容量,tmax为配电变压器年最大负载损耗时间,t为配电变压器全年投入运行时 间; Among them, W is the power loss of the distribution transformer, L 1 is the no-load loss of the distribution transformer, L 2 is the short-circuit loss of the distribution transformer, I 1 % is the percentage of the no-load current of the distribution transformer, and u 2 % is the rated short-circuit of the distribution transformer Impedance voltage percentage, K Q is the economic equivalent of reactive power, E is the total electricity delivered by the distribution transformer in a year, is the annual average power coefficient of the distribution transformer, Se is the rated capacity of the distribution transformer, t max is the annual maximum load loss time of the distribution transformer, and t is the annual operation time of the distribution transformer;
给出与影响参数相关的配电变压器基本属性参数和运行参数;The basic property parameters and operating parameters of the distribution transformer related to the influencing parameters are given;
分解配电变压器基本属性参数以及运行参数,获取多个能效评价的评价指标。Decompose the basic attribute parameters and operating parameters of distribution transformers to obtain multiple evaluation indicators for energy efficiency evaluation.
配电变压器主要分立体卷铁心变压器和传统叠片式铁心变压器。当前的电力系统行业使用的主要还是传统叠片式铁心变压器,但是,立体卷铁心变压器与平面的铁心结构不同,在结构上进行了改造,空载损耗小,结构强度、抵抗短路能力均得到改善,更加符合理论中的高能效,也是电力行业发展的趋势。但是,产业的优化迭代需要从各个方面来考量配电变压器的损耗,由此可以归纳为配电变压器基本属性参数以及配电变压器运行参数两大类。Distribution transformers are mainly divided into three-dimensional wound core transformers and traditional laminated core transformers. The current power system industry mainly uses traditional laminated iron core transformers. However, the three-dimensional wound iron core transformer is different from the planar iron core structure. The structure has been modified, the no-load loss is small, and the structural strength and short-circuit resistance have been improved. , which is more in line with the high energy efficiency in theory, and is also the development trend of the power industry. However, the optimization iteration of the industry needs to consider the loss of distribution transformers from various aspects, which can be summarized into two categories: basic attribute parameters of distribution transformers and operating parameters of distribution transformers.
配电变压器基本属性参数包括配电变压器出厂能效、配电变压器空载损耗、配电变压器负载损耗以及配电变压器空载电流等。其中,配电变压器出厂能效又包括配电变压器的材质及材质比重,材质可选的为非晶合金、S11等。配电变压器空载损耗为固定损耗,涉及到铁心类型、铁心材质等。配电变压器负载损耗则为可变损耗,主要是铜损,涉及到线缆的材质。配电变压器空载电流,也涉及到铁心,包括铁心结构、与铁心相关的电源转换方式。The basic attribute parameters of the distribution transformer include the factory energy efficiency of the distribution transformer, the no-load loss of the distribution transformer, the load loss of the distribution transformer, and the no-load current of the distribution transformer. Among them, the factory energy efficiency of the distribution transformer also includes the material and material proportion of the distribution transformer. The optional material is amorphous alloy, S11, etc. The no-load loss of the distribution transformer is a fixed loss, which involves the core type, core material, etc. Distribution transformer load loss is a variable loss, mainly copper loss, related to the material of the cable. The no-load current of the distribution transformer also involves the iron core, including the iron core structure and the power conversion method related to the iron core.
配电变压器运行参数包括配电变压器的功率因数、三相的不平衡率、负载系数等等。The operating parameters of the distribution transformer include the power factor of the distribution transformer, the unbalance rate of the three phases, the load factor and so on.
当然,以上只是对配电变压器基本属性参数和运行参数进行的有限列举,不是穷举。每个应用场景或者不同型号的配电变压器在评估中涉及到的配电变压器基本属性参数和运行参数的具体类别以及数量会有不同,在此不做具体的限定。Of course, the above are only limited enumerations of the basic attribute parameters and operating parameters of distribution transformers, and are not exhaustive. The specific types and quantities of the basic attribute parameters and operating parameters of distribution transformers involved in the evaluation of each application scenario or different types of distribution transformers will be different, and no specific restrictions are made here.
如图2所示,其中,对定性化指标进行定量化的预处理,具体包括:As shown in Figure 2, the quantitative preprocessing of the qualitative indicators includes:
针对每个定性化指标进行赋值处理,获取各个定性化指标的第一数值;Perform value assignment processing for each qualitative index, and obtain the first value of each qualitative index;
基于定性化指标的第一数值和定性化指标的类型,对第一数值进行均值化处理,得到定性化指标预处理后的数据;Based on the first numerical value of the qualitative index and the type of the qualitative index, mean value processing is performed on the first numerical value to obtain the preprocessed data of the qualitative index;
其中,针对每个定性化指标进行赋值处理,具体包括:集合每个定性化指标的文字 评语,并给出赋值向量,结合文字评语和赋值向量,得到每个定性化指标的第一数值,第一 数值表示为,其中,Di为第i个定性化指标的第一数值, texti为第i个定性化指标的文字评语,j为定性化指标的文字评语的数量。 Among them, the assignment process is carried out for each qualitative index, which specifically includes: collecting the text comments of each qualitative index, and giving the assignment vector, combining the text comments and the assignment vector to obtain the first value of each qualitative index, and the second A value expressed as , where D i is the first numerical value of the i-th qualitative index, text i is the text comment of the i-th qualitative index, and j is the number of text comments of the i-th qualitative index.
其中,基于定性化指标的第一数值和定性化指标的类型,对第一数值进行均值化处理,具体包括:Among them, based on the first value of the qualitative index and the type of the qualitative index, the first value is averaged, specifically including:
根据对能效影响的变化趋势,确定定性化指标的类型,分别定义为第一类型和第二类型,其中第一类型为与能效影响正相关,第二类型为与能效影响负相关;According to the change trend of the impact on energy efficiency, determine the types of qualitative indicators, which are respectively defined as the first type and the second type, where the first type is positively correlated with energy efficiency impact, and the second type is negatively correlated with energy efficiency impact;
对第一类型的第一数值处理公式为:; The formula for processing the first numerical value of the first type is: ;
对第二类型的第一数值处理公式为:; The formula for processing the first numerical value of the second type is: ;
其中,为经过均值化处理后的第i个定性化指标的第一数值,为第i个定性 化指标第一数值中的极限最大值,为第i个定性化指标第一数值中的极限最小值,为 第i个定性化指标第一数值的基准值。 in, is the first value of the i-th qualitative index after mean value processing, is the limit maximum value in the first numerical value of the i-th qualitative index, is the extreme minimum value in the first numerical value of the i-th qualitative index, is the benchmark value of the first numerical value of the i-th qualitative indicator.
定性化指标的类型可以大致的分为两类,第一类型与能效影响正相关,也就是说第一类型定性化指标的第一数值越大表示越有益;相反的,第二类型与能效影响负相关,也就是说第二类型定性化指标的第一数值越小表示越有益。The types of qualitative indicators can be roughly divided into two categories. The first type is positively related to the impact of energy efficiency, that is to say, the larger the first value of the first type of qualitative indicators, the more beneficial it is; on the contrary, the second type is related to the impact of energy efficiency. Negative correlation, that is to say, the smaller the first numerical value of the second type of qualitative index, the more beneficial it is.
如图3所示,其中,赋予每个评价指标权重初值,具体包括:As shown in Figure 3, among them, the initial value of the weight of each evaluation index is given, specifically including:
基于每个评价指标在所有评价指标中的特征比重,计算每个评价指标对应的熵值;Calculate the entropy value corresponding to each evaluation index based on the characteristic proportion of each evaluation index in all evaluation indexes;
根据每个评价指标的熵值,得到对应的差异性系数;According to the entropy value of each evaluation index, the corresponding difference coefficient is obtained;
通过差异性系数,计算得到每个评价指标的权重初值。Through the difference coefficient, calculate the weight initial value of each evaluation indicator.
进一步的,根据每个评价指标的熵值,得到对应的差异性系数,计算公式如下:Further, according to the entropy value of each evaluation index, the corresponding difference coefficient is obtained, and the calculation formula is as follows:
其中,为第i个评价指标的差异性系数,为经定量化预处理后的第i个评价指标 的数值,代表第i个评价指标在所有评价指标中的特征比重,代表第i个 评价指标对应的熵值。 in, is the difference coefficient of the i-th evaluation index, is the value of the i-th evaluation index after quantitative preprocessing, Represents the characteristic proportion of the i-th evaluation index in all evaluation indexes, Represents the entropy value corresponding to the i-th evaluation index.
通过差异性系数,计算得到每个评价指标的权重初值,计算公式如下:Through the difference coefficient, the initial weight value of each evaluation indicator is calculated, and the calculation formula is as follows:
其中,为第i个评价指标的权重初值。 in, is the initial weight value of the i-th evaluation index.
进一步的,确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值,具体包括:Further, determine the relative coefficients between each evaluation index, adjust the initial weight value of each evaluation index, and obtain the weight value of each evaluation index, specifically including:
对所有评价指标依照重要程度进行排序,获得评价指标序列;Sort all evaluation indicators according to their importance to obtain the evaluation index sequence;
基于评价指标序列中相邻评价指标的权重比值,得到每个评价指标的权重相对值;Based on the weight ratio of adjacent evaluation indicators in the evaluation index sequence, the relative weight value of each evaluation index is obtained;
依据评价指标的权重初值和权重相对值,结合比例系数,给出各个评价指标的权重值。According to the weight initial value and weight relative value of the evaluation index, combined with the proportional coefficient, the weight value of each evaluation index is given.
进一步的,基于评价指标序列中相邻评价指标的权重比值,得到每个评价指标的权重相对值,具体公式为:Further, based on the weight ratio of adjacent evaluation indicators in the evaluation index sequence, the relative weight value of each evaluation index is obtained. The specific formula is:
其中,为第i个评价指标的权重相对值,k为评价指标的数量,为经定量化预处 理后的第i个评价指标的数值; in, is the relative weight value of the i-th evaluation indicator, k is the number of evaluation indicators, is the value of the i-th evaluation index after quantitative preprocessing;
依据评价指标的权重初值和权重相对值,结合比例系数,给出各个评价指标的权重值,计算公式如下:According to the initial weight value and relative weight value of the evaluation index, combined with the proportional coefficient, the weight value of each evaluation index is given. The calculation formula is as follows:
其中,为第i个评价指标的权重值,为第i个评价指标的比例系数,为第i个 评价指标的权重初值。 in, is the weight value of the i-th evaluation index, is the proportional coefficient of the i-th evaluation index, is the initial weight value of the i-th evaluation index.
评价指标的权重既考虑权重初值(评价指标第一数值的客观情况),还需要考虑权重的相对值(评价指标相关之间的相对关系),并且由此设置相应的比例系数,以此给出了最终权重值更加准确。当然,比例系数可以根据不同的应用场景或者不同类型配电变压器进行调整,在此不对具体确定的数值进行限定。The weight of the evaluation index not only considers the initial value of the weight (the objective situation of the first value of the evaluation index), but also needs to consider the relative value of the weight (the relative relationship between the evaluation indexes), and thus set the corresponding proportional coefficient, so as to give The final weight value is more accurate. Of course, the proportionality coefficient can be adjusted according to different application scenarios or different types of distribution transformers, and the specifically determined value is not limited here.
通过针对权重初值、相对系数及权重相对值等的处理,确定每个评价指标的权重,既考虑了指标评价体系的整体性,又考虑到各个评价指标之间的相互作用,可以更加准确、客观地实现对配电变压器能效的综合评估。By processing the initial value of the weight, the relative coefficient and the relative value of the weight, etc., the weight of each evaluation index is determined, which not only considers the integrity of the index evaluation system, but also considers the interaction between each evaluation index, which can be more accurate and accurate. Objectively realize the comprehensive evaluation of the energy efficiency of distribution transformers.
进一步的,关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系,具体包括:Further, the associated evaluation indicators and corresponding weight values are constructed to obtain the distribution transformer energy efficiency evaluation system, which specifically includes:
确定配电变压器的评价指标矩阵,表示为:,其中,pi为第 i个评价指标,k为评价指标的数量; Determine the evaluation index matrix of the distribution transformer, expressed as: , where p i is the i-th evaluation index, and k is the number of evaluation indexes;
获取包括每个评价指标权重值的权重矩阵,权重矩阵表示为:, 其中,为第i个评价指标的权重值,k为评价指标的数量;Obtain the weight matrix including the weight value of each evaluation index, and the weight matrix is expressed as: , in, is the weight value of the i-th evaluation indicator, k is the number of evaluation indicators;
集合评价指标矩阵和权重矩阵,构建得到配电变压器能效评价体系。The evaluation index matrix and weight matrix are combined to construct the distribution transformer energy efficiency evaluation system.
每个评价指标对应的权重值不同,通过对评价指标矩阵和权重矩阵的集合,从而搭建起配电变压器的能效评价体系。The weight value corresponding to each evaluation index is different. Through the collection of evaluation index matrix and weight matrix, the energy efficiency evaluation system of distribution transformers is built.
以上实施例给出的构建配电变压器能效评价体系的方法,通过分析能耗与配电变压器材料及设计等基本属性参数和运行参数的关系,能从根源上确定配电变压器能效的评价指标。提高能效评价的准确度,同时也为后续配电变压器主要材质、工艺基础及运行控制的优化提供支撑。The method for constructing the distribution transformer energy efficiency evaluation system given in the above examples can determine the evaluation index of distribution transformer energy efficiency from the source by analyzing the relationship between energy consumption, distribution transformer materials and design and other basic attribute parameters and operating parameters. Improve the accuracy of energy efficiency evaluation, and also provide support for the optimization of the main materials, process basis and operation control of subsequent distribution transformers.
如图4所示,本发明还提供一种构建配电变压器能效评价体系的装置,采用以上的构建配电变压器能效评价体系的方法,包括:As shown in Figure 4, the present invention also provides a device for constructing a distribution transformer energy efficiency evaluation system, adopting the above method for constructing a distribution transformer energy efficiency evaluation system, including:
耗能分析模块,用于对配电变压器进行耗能分析,获取多个能效评价的评价指标,将所有评价指标进行类别划分,划分为定性化指标和定量化指标;The energy consumption analysis module is used to analyze the energy consumption of distribution transformers, obtain multiple evaluation indicators for energy efficiency evaluation, and classify all evaluation indicators into qualitative indicators and quantitative indicators;
数据处理模块,用于对定性化指标进行定量化的预处理,并赋予每个评价指标权重初值,确定各个评价指标之间的相对系数,对每个评价指标的权重初值进行调整,得到各个评价指标的权重值;The data processing module is used for quantitative preprocessing of the qualitative indicators, and assigns initial weights to each evaluation index, determines the relative coefficients between each evaluation index, adjusts the initial weight value of each evaluation index, and obtains The weight value of each evaluation index;
评价体系构建模块,用于关联评价指标及相对应的权重值,构建得到配电变压器能效评价体系。The evaluation system construction module is used to correlate evaluation indicators and corresponding weight values to construct an energy efficiency evaluation system for distribution transformers.
尽管已描述了本发明的优选实施例,但本领域内的技术人员一旦得知了基本创造性概念,则可对这些实施例作出另外的变更和修改。所以,所附权利要求意欲解释为包括优选实施例以及落入本发明范围的所有变更和修改。显然,本领域的技术人员可以对本发明进行各种改动和变型而不脱离本发明的精神和范围。这样,倘若本发明的这些修改和变型属于本发明权利要求及其等同技术的范围之内,则本发明也意图包含这些改动和变型在内。While preferred embodiments of the invention have been described, additional changes and modifications to these embodiments can be made by those skilled in the art once the basic inventive concept is appreciated. Therefore, it is intended that the appended claims be construed to cover the preferred embodiment as well as all changes and modifications which fall within the scope of the invention. Obviously, those skilled in the art can make various changes and modifications to the present invention without departing from the spirit and scope of the present invention. Thus, if these modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalent technologies, the present invention also intends to include these modifications and variations.
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