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CN104881739B - Data consistency verification method is matched somebody with somebody by a kind of battalion based on IEC61970/61968 CIM standards - Google Patents

Data consistency verification method is matched somebody with somebody by a kind of battalion based on IEC61970/61968 CIM standards Download PDF

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CN104881739B
CN104881739B CN201510259461.5A CN201510259461A CN104881739B CN 104881739 B CN104881739 B CN 104881739B CN 201510259461 A CN201510259461 A CN 201510259461A CN 104881739 B CN104881739 B CN 104881739B
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distribution
data
transformer
marketing
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CN104881739A (en
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漆铭钧
康泰峰
唐海国
钟华兵
朱吉然
龚汉阳
谢小平
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Beijing Sifang Automation Co Ltd
State Grid Corp of China SGCC
Electric Power Research Institute of State Grid Hunan Electric Power Co Ltd
State Grid Hunan Electric Power Co Ltd
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Beijing Sifang Automation Co Ltd
State Grid Corp of China SGCC
Electric Power Research Institute of State Grid Hunan Electric Power Co Ltd
State Grid Hunan Electric Power Co Ltd
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Abstract

The invention discloses a kind of battalion based on IEC61970/61968 CIM standards to match somebody with somebody data consistency verification method, and this method builds distribution side and Marketing-side device relationships model respectively based on IEC61970/61968 CIM standards;According to the model, consistency desired result is carried out to distribution side and Marketing-side basic data.It can be realized by the relational model and modeling management is standardized to the basic data of distribution side and production side, the unitized management and model data for being easy to data exchange;Pass through the data consistency verification method based on standardized model, data consistency can be verified, the redundancy lifting quality of data of distribution network data and the reliability of data are made full use of, to realize that various battalion provide basis and facility with the typical case under fusion scene.

Description

Consistency verification of data is matched somebody with somebody by a kind of battalion based on IEC61970/61968 CIM standards Method
Technical field
It is more particularly to a kind of based on IEC61970/61968CIM standards the invention belongs to distribution network engineering technical field Data consistency verification method is matched somebody with somebody by battalion.
Background technology
With intelligent power distribution network construction and development, the business department such as Utilities Electric Co.'s production, scheduling, marketing is according to each Business needs to establish multiple systems, and the operation system of production division mainly has:Production management system (PMS), GIS-Geographic Information System (GIS), electrical power distribution automatization system (DMS) etc.;The operation system of traffic department mainly has:EMS (EMS), scheduling fortune Row management system (OMS) etc.;The operation system of sales department mainly has:Marketing management system, power information acquisition system, 95598 etc..
At present, due to power distribution network distribution operation system (including production division and traffic department's operation system) and sales service System is individually managed by all departments, relatively independent, and the relevance and complementarity between the two data are underutilized, information Island phenomenon is serious, is unfavorable for integration power distribution network data resource and realizes lean management.Transformer station of production division, feeder line section, break Road device, distribution transformer and part Electricity customers information.Sales department independent maintenance transformer station, distribution transformer and electricity consumption The information such as client.These data are managed and safeguarded according to respective model, and there is missing and inconsistent situation.Production department Door and sales department carry out consistency desired result to distribution important foundation data, for promoting battalion can with information fusion, raising data It is significant by property.
At present, in power distribution network battalion with data integrated management, integrated and application, there are the following problems:
(1) power dispatching data and marketing data are distributed in different business systems, data Decentralization, may be deposited between data In inconsistent or mistake, the redundancy of data is underutilized;
(2) power dispatching data and marketing data carry out tissue and modeling according to respective system, lack the model of standardization, no Beneficial to the carry out data management and verification of systematization.
(3) in power distribution network information and data fusion process, the instrument verified to seeking the uniformity with data is lacked And method, influence the accuracy and reliability of data.
The content of the invention
The technical problem to be solved in the present invention is:Power dispatching data and marketing data are distributed in different business systems, data Decentralization, inconsistent or mistake is there may be between data, lack the instrument verified to seeking the uniformity with data And method, the accuracy and reliability of data check raising data can not be passed through.
Data consistency verification method is matched somebody with somebody by a kind of battalion based on IEC61970/61968CIM standards, first, is based on IEC61970/61968CIM standards establish respectively distribution side apparatus correlation model and distribution marketing side apparatus correlation model, to Electric side apparatus correlation model is simplified and merged, and obtains the simplification data model consistent with marketing side apparatus correlation model; Based on data model is simplified, successively compare transformer station, distribution transformer, Electricity customers information, realize distribution side and Marketing-side number According to the verification of uniformity.
The construction step of the distribution side apparatus correlation model is as follows:
Step (1):Establish feeder line class Feeder, Feeder and represent the set of all feeder plants under transformer station;
Step (2):According to the equipment topological relation of distribution, establish by transformer station class Substation, feeder line class Feeder, Voltage class class VoltageLevel, feeder line section class AclineSegment, switch tool class Switch, distribution transformer class PowerTransformer, grid equipment base class Equipment, user access point class UsagePoint and Electricity customers class The distribution side basic data model of Customer compositions;
Step (3):According to distribution transformer class PowerTransformer, feeder line section class Feeder, switch tool class Switch is inherited in equipment base class Equipment relation, and equipment base class Equipment and user access point class Incidence relation between UsagePoint and customer class Customer, establish it is all kinds of between relation;
Step (4):According to the needs of data check, object will be verified as extended attribute to transformer station's class, feeder line class, electricity Power transformer's type and user class are extended, and obtain distribution side apparatus correlation model:
Transformer station's class includes substation equipment coding, power transformation station name, institutional affiliation encode;
Feeder line section container class includes feeder plant coding, feeder line title, feed line length, institutional affiliation encode;
Distribution transformer class includes transformer equipment coding, transformer name, transformer installation addresses, transformer capacity;
Customer class includes encoder client, customer name, electric address, class of subscriber, attribute coding.
One Substation object can have one or more Feeder objects.And a Feeder object can arrive Multiple PowerTransformer objects and one or more VoltageLevel objects.One VoltageLevel object can have The objects such as one or more AclineSegment, Switch.And all PowerTransformer, AclineSegment, Switch objects are all inherited in Equipment objects.Each Equipment objects associate one or more UsagePoint pairs As, and each UsagePoint objects can then associate one or more Customer objects;
The construction step of the distribution marketing side apparatus correlation model is as follows:
Step 1:Obtain transformer station's class, feeder line class, distribution transformer class and Electricity customers class data, structure distribution marketing Side base plinth data model;
Step 2:Foundation transformer station->Feeder line->Distribution transformer->The incidence relation of Electricity customers, structure it is all kinds of it Between relation.
One Substation object can have one or more Feeder objects.And a Feeder object can arrive Multiple PowerTransformer objects.One or more Customer pairs can be associated under each PowerTransformer objects As.
Described that distribution side apparatus correlation model is simplified and merged, referring to the examples of each Feeder classes, to eliminate its right The example of VoltageLevel classes, AclineSegment classes and the Switch classes answered only retains corresponding to it The example of PowerTransformer classes;
For the example of each PowerTransformer classes, sequentially find its corresponding Equipment class, The example of UsagePoint classes and Customer classes, and the example of Equipment classes and UsagePoint classes is eliminated, only retain Corresponding relation between the example of PowerTransformer classes and the example of Customer classes;
By simplify with merges after, obtain describe Feeder classes and PowerTransformer classes and The model of incidence relation between PowerTransformer classes and Customer classes.
It is described successively to compare transformer station, distribution transformer, Electricity customers information, realize that distribution side is consistent with marketing side data The verification of property comprises the following steps that:
Step A:For each object Substation, Feeder, PowerTransformer and Customer to be verified Setting judges whether to point to the determinant attribute of identical equipment;
Using equipment Unified coding as the determinant attribute for judging the same equipment of sensing;
Step B:Traversal is closed by the distribution side data file that distribution side apparatus correlation model obtains and distribution marketing side apparatus The distribution Marketing-side data file that gang mould type obtains verifies transformer station one by one according to the step A determinant attributes set, obtains only existing Distribution side data or the transformer station for side data of marketing and the two shared transformer station;
Step C:The shared transformer station obtained to step B, compares the determinant attribute of transformer station, and marks repugnancy;
Step D:The shared transformer station obtained to step C, it is more right than under the transformer station one by one according to the determinant attribute in step A The each feeder line answered, obtain only in distribution side data or the feeder line and the two shared feeder line of side data of marketing;
Step E:The shared feeder line obtained to step D, compares the determinant attribute of feeder line, and marks repugnancy;
Step F:The shared feeder line obtained to step E, verifies in each feeder line and matches somebody with somebody one by one according to the determinant attribute in step A Piezoelectric transformer, obtain only in distribution side data or the distribution transformer for side data of marketing and the two shared distribution transformer;
Step G:The shared distribution transformer obtained to step F, compare the determinant attribute of distribution transformer and mark inconsistent Part;
Step H:The shared distribution transformer obtained to step G, more each match somebody with somebody one by one according to the determinant attribute in step A Electricity customers corresponding to piezoelectric transformer, obtain only in distribution side data or the Electricity customers for side data of marketing and the two is shared Electricity customers;
Step I:The shared Electricity customers obtained to step H, compare the underlying attribute of Electricity customers and mark it is inconsistent it Place.
Beneficial effect
The invention provides a kind of battalion based on IEC61970/61968CIM standards to match somebody with somebody data consistency verification method, should Method builds distribution side and Marketing-side device relationships model respectively based on IEC61970/61968CIM standards;It is right according to the model Distribution side and Marketing-side basic data carry out consistency desired result.It can be realized to distribution side by the relational model and produce side Basic data is standardized modeling management, and the unitized management and model data for being easy to data exchange;By based on standardization The data consistency verification method of model, data consistency can be verified, make full use of the redundancy of distribution network data The reliability of the lifting quality of data and data, to realize that various battalion provide basis and facility with the typical case under fusion scene.
Brief description of the drawings
Fig. 1 is the distribution side device relationships model established based on IEC61970/61968CIM standards;
Fig. 2 is the Marketing-side device relationships model established based on IEC61970/61968CIM standards;
Fig. 3 is the flow chart for being entered based on equipment association relation model and matching somebody with somebody data consistency verification method in field headquarters.
Embodiment
Technical scheme is described in further detail with reference to Figure of description and specific embodiment.
The present invention operation principle be:Extended model is established based on IEC61970/61968CIM standards respectively, to distribution side Model is simplified and merged, and obtains the simplification data model consistent with Marketing-side;On the basis of the simplification data model, Successively compare transformer station, distribution transformer, Electricity customers information, realize the verification of distribution side and Marketing-side data consistency.
As accompanying drawing 1, accompanying drawing 2 show the distribution side disclosed by the invention established based on IEC61970/61968CIM standards With marketing side apparatus association relation model, accompanying drawing 3 matches somebody with somebody consistency verification of data to enter field headquarters based on the equipment association relation model The flow chart of method.
1. establish distribution side apparatus association relation model:
(1) distribution side apparatus incidence relation and topological relation are clearer, to meet the need of power distribution network operational management and analysis Ask, when establishing distribution side apparatus association relation model, contain the therefore equipment association relation model and include equipment room topology Annexation, including transformer station's class, feeder line class, and voltage class class, feeder line section class, switch tool class, distribution transformer class, Grid equipment base class, user access point class and Electricity customers class;
(2) at present in IEC61970/61968CIM models, the equipment class of feeder line is not described, but transport in actual distribution In row and management, feeder line is one of main object of distribution net equipment operation and management, foundation and dimension for equipment topological relation Protector has significant application value;To meet practical situations, the present invention establishes feeder line class (Feeder), passes through feeder line class and electricity Press the incidence relation expression equipment topological relation between grade class, distribution transformer class, feeder line section class, switch tool class;
(3) all device types are all inherited in equipment base class including distribution transformer class, feeder line section class, switch tool class (Equipment) it is, and associated with user access point class (UsagePoint) and client (Customer) class by the base class, retouch Incidence relation between Shu Liao transformer stations class, feeder line class, power transformer class and user class:
One Substation object can have one or more Feeder objects.And a Feeder object can arrive Multiple PowerTransformer objects and one or more VoltageLevel objects.One VoltageLevel object can be with There are the objects such as one or more AclineSegment, Switch.And all PowerTransformer, AclineSegment, Switch objects are all inherited in Equipment objects.Each Equipment objects associate one or more UsagePoint pairs As, and each UsagePoint objects can then associate one or more Customer objects;
(4) according to the needs of data check, transformer station's class, feeder line class, electric power are become using verification object as extended attribute Depressor class and user class are extended:
Transformer station's class includes substation equipment coding (SUBS_CODE), power transformation station name (SUBS_NAME), institutional affiliation Encode (ORG_NO);Feeder line section container class includes feeder plant coding (LINE_CODE), feeder line title (LINE_NAME), feeder line Length (LINE_LEN), institutional affiliation coding (ORG_NO);Distribution transformer class includes transformer equipment coding (TRAN_ CODE), transformer name (TRAN_NAME), transformer installation addresses (INST_ADDR), transformer capacity (TRAN_CAP);Visitor Family class (CONS_CODE) containing encoder client, customer name (CONS_NAME), electric address (ELEC_ADDR), class of subscriber (ELEC_TYPE_CODE), attribute coding (LODE_ATTR_CODE);
(5) distribution side apparatus association relation model is based on, distribution side data is exported to the data file of XML format expression In, so that verification uses.
2. according to IEC61970/61968CIM structure distribution marketing side apparatus association relation models:
(1) because sales department is managed not based on topological relation to power distribution network, and Main Basiss " stand (transformer station)- >Line (feeder line)->Change (distribution transformer)->The incidence relation at family (Electricity customers) " realizes management and the model data of distribution Maintenance, therefore distribution marketing side apparatus association relation model mainly include transformer station's class, feeder line class, distribution transformer class electricity consumption Customer class:
One Substation object can have one or more Feeder objects.And a Feeder object can arrive Multiple PowerTransformer objects.One or more Customer pairs can be associated under each PowerTransformer objects As;
(2) transformer station's class, feeder line class, power transformer class and user class include and distribution side apparatus association relation model Object of the consistent extended attribute as data check;
(3) marketing side apparatus association relation model is based on, side data of marketing is exported to the data file of XML format expression In.
3. consistency verification of data is matched somebody with somebody by battalion
(1) according to distribution side apparatus association relation model and marketing side apparatus association relation model by distribution side and Marketing-side Data export to the data file XML_1 and XML_2 of XML format;The two data file is compared, you can complete data one The verification of cause property;
(2) because distribution side apparatus association relation model is complex compared to Marketing-side model, can not directly be compared, Distribution side data file is simplified and merged in patent of the present invention, the example of each Feeder classes is eliminated corresponding to it The example of VoltageLevel classes, AclineSegment classes and Switch classes only retains corresponding to it The example of PowerTransformer classes;For the example of each PowerTransformer classes, sequentially find corresponding to it The example of Equipment classes, UsagePoint classes and Customer classes, and eliminate Equipment classes and UsagePoint classes Example, only retain PowerTransformer classes example and Customer classes example between corresponding relation.Obtain by According to " stand (transformer station)->Line (feeder line)->Change (distribution transformer)->The feeder line of the incidence relation description at family (Electricity customers) " The data file of incidence relation between class and distribution transformer class and distribution transformer class and Electricity customers class, primary data text Part XML_1 is converted to XML_1 ';
The complex model of distribution side, which is simplified, turns into the model of Marketing-side, cancellation VoltageLevel classes, AclineSegment classes and Switch classes, UsagePoint;
Distribution side data file XML_1 ' and Marketing-side data file XML_2 uses identical model and equipment incidence relation Stated, be easy to be compared by the way of traversal;
(3) distribution side and Marketing-side difference storage and maintenance device model and data, identical equipment is in distribution side and marketing Side may have different attributes, need specified a certain determinant attribute to be used as when relatively and judge transformer station, feeder line, distribution transformer Whether device and Electricity customers point to the foundation of Compatible object, when actually implementing, device coding can be used to belong to as the key Property is used for data check;
Distribution side and Marketing-side respectively have a device model and data message, but the level of detail of information is different, accurately Degree is also different, it is therefore desirable to carries out consistency desired result.
Specify the content of verification, i.e., the primary attribute of each class.A record for judging distribution side and Marketing-side is needed simultaneously Whether the foundation of same equipment, i.e. determinant attribute are pointed to, and the attribute is usually the Unified coding of equipment.
(4) substation equipment in XML_1 ' and XML_2 files, optional transformer station record ST_1 and ST_2, ST_1 are traveled through XML_2 is come from from XML_1 ', ST_2, whether the substation equipment coding (SUBS_CODE) for comparing ST_1 and ST_2 is identical;If SUBS_CODE is identical, then the transformer station that ST_1 and ST_2 is pointed to is the two shared transformer station, and otherwise ST_1 is only in distribution side number Transformer station in, ST_2 are the transformer station only in side data of marketing;
After this step, three transformer station's set of records ends can be obtained, including only in transformer station's collection of distribution side record Close, only in transformer station's set of Marketing-side record and the two shared transformer station's set;
(5) the shared transformer station obtained to step (4), comparing transformer station ST_1 and ST_2 underlying attribute includes transformer station Title, institutional affiliation coding etc., and mark repugnancy;
(6) the shared transformer station obtained to step (5), feedback corresponding to feeder line record LN_1 and ST_2 corresponding to optional ST_1 Line records LN_2, and whether the feeder plant coding (LINE_CODE) for comparing the two is identical;If identical, LN_1 and LN_2 are pointed to Feeder line be the two shared feeder line, otherwise for only in distribution side data or the feeder line for side data of marketing;
After this step, the feeder line set only recorded in distribution side included in shared transformer station's set can be obtained, Only in the feeder line set of Marketing-side record and the two shared feeder line set;
(7) the shared feeder line obtained to step (6), comparing the underlying attribute of feeder line includes feeder line title, feed line length, institute Belong to mechanism coding etc., and mark repugnancy;
(8) the shared feeder line obtained to step (7), transformer corresponding to optional LN_1 record TRANS_1 and TRANS_2, Whether the transformer equipment coding (TRANS_CODE) for comparing the two is identical;If identical, what TRANS_1 and TRANS_2 were pointed to Distribution transformer is the two shared distribution transformer, otherwise for only in distribution side data or the distribution transformer for side data of marketing Device;
After this step, it can obtain in shared transformer station and shared feeder line set only in the transformation of distribution side record Device set, only in the transformer set of Marketing-side record and the two shared transformer set;
(9) the shared distribution transformer obtained to step (8), comparing the determinant attribute of distribution transformer includes transformer name Title, transformer installation addresses, transformer capacity etc., and mark repugnancy;
(10) the shared distribution transformer obtained to step (9), Electricity customers corresponding to optional TRANS_1 record CONS_1 And whether CONS_2, the encoder client (CONS_CODE) for comparing the two are identical;If identical, what CONS_1 and CONS_2 were pointed to Electricity customers are the two shared Electricity customers, otherwise for only in distribution side data or the Electricity customers for side data of marketing;
After this step, it can obtain in shared transformer station, shared feeder line set and shared distribution transformer set Only in the Electricity customers set of distribution side record, the Electricity customers set only recorded in Marketing-side and the two shared Electricity customers Set;
(11) the shared Electricity customers obtained to step (10), compare Electricity customers determinant attribute include customer name, Electric address, class of subscriber, attribute coding etc. simultaneously mark repugnancy.
After this step, shared transformer station, shared feeder line, shared distribution transformer and shared Electricity customers four are obtained The data record of individual level and to transformer, feeder line, distribution transformer, Electricity customers determinant attribute check results.As One of advanced embodiment of the present invention, transformer station, feeder line, distribution transformer and use for being not belonging to shared transformer station's set Then it is consistent to carry out data, it is necessary to the Unified coding of the artificial correction equipment again according to method proposed by the present invention by electric client Property verification, step up battalion with data uniformity.
It is worth noting that, the core element of the present invention is to establish distribution side and production side apparatus association relation model, and Distribution side apparatus association relation model is carried out simplifying merging according to production side apparatus association relation model.It the foregoing is only this The preferred embodiment of invention, is merely illustrative for the purpose of the present invention, and nonrestrictive.Those skilled in the art understanding, Many changes can be carried out to it in the spirit and scope that the claims in the present invention are limited, are changed, in addition it is equivalent, but will all fall Enter in protection scope of the present invention.

Claims (2)

1. data consistency verification method is matched somebody with somebody by a kind of battalion based on IEC61970/61968CIM standards, it is characterised in that first, Distribution side apparatus correlation model and distribution marketing side apparatus correlation model are established based on IEC61970/61968CIM standards respectively, Distribution side apparatus correlation model is simplified and merged, obtains the simplification data mould consistent with marketing side apparatus correlation model Type;Based on data model is simplified, successively compare transformer station, distribution transformer, Electricity customers information, realize distribution side and Marketing-side The verification of data consistency;
The construction step of the distribution side apparatus correlation model is as follows:
Step (1):Establish feeder line class Feeder, Feeder and represent the set of all feeder plants under transformer station;
Step (2):According to the equipment topological relation of distribution, establish by transformer station class Substation, feeder line class Feeder, voltage Grade class VoltageLevel, feeder line section class AclineSegment, switch tool class Switch, distribution transformer class PowerTransformer, grid equipment base class Equipment, user access point class UsagePoint and Electricity customers class The distribution side basic data model of Customer compositions;
Step (3):According to distribution transformer class PowerTransformer, feeder line section class Feeder, switch tool class Switch Inherit in equipment base class Equipment relation, and equipment base class Equipment and user access point class UsagePoint Incidence relation between customer class Customer, establish it is all kinds of between relation;
Step (4):According to the needs of data check, transformer station's class, feeder line class, electric power are become using verification object as extended attribute Depressor class and user class are extended, and obtain distribution side apparatus correlation model:
Transformer station's class includes substation equipment coding, power transformation station name, institutional affiliation encode;
Feeder line section container class includes feeder plant coding, feeder line title, feed line length, institutional affiliation encode;
Distribution transformer class includes transformer equipment coding, transformer name, transformer installation addresses, transformer capacity;
Customer class includes encoder client, customer name, electric address, class of subscriber, attribute coding;
The construction step of the distribution marketing side apparatus correlation model is as follows:
Step 1:Obtain transformer station's class, feeder line class, distribution transformer class and Electricity customers class data, structure distribution marketing side base Plinth data model;
Step 2:Foundation transformer station->Feeder line->Distribution transformer->The incidence relation of Electricity customers, between structure is all kinds of Relation;
It is described that distribution side apparatus correlation model is simplified and merged, refer to that the example of each Feeder classes is eliminated corresponding to it The example of VoltageLevel classes, AclineSegment classes and Switch classes only retains corresponding to it The example of PowerTransformer classes;
For the example of each PowerTransformer classes, its corresponding Equipment classes, UsagePoint class is sequentially found And the example of Customer classes, and the example of Equipment classes and UsagePoint classes is eliminated, only retain Corresponding relation between the example of PowerTransformer classes and the example of Customer classes;
By simplify with merges after, obtain and describe Feeder classes and PowerTransformer classes and PowerTransformer The model of incidence relation between class and Customer classes.
2. consistency verification of data side is matched somebody with somebody by a kind of battalion based on IEC61970/61968CIM standards according to claim 1 Method, it is characterised in that it is described successively to compare transformer station, distribution transformer, Electricity customers information, realize distribution side and Marketing-side number Comprised the following steps that according to the verification of uniformity:
Step A:Set for each object Substation, Feeder, PowerTransformer and Customer to be verified Judge whether to point to the determinant attribute of identical equipment;
Step B:Traversal associates mould by the distribution side data file that distribution side apparatus correlation model obtains with distribution marketing side apparatus The distribution Marketing-side data file that type obtains verifies transformer station one by one according to the step A determinant attributes set, obtains only in distribution Side data or the transformer station for side data of marketing and the two shared transformer station;
Step C:The shared transformer station obtained to step B, compares the determinant attribute of transformer station, and marks repugnancy;
Step D:The shared transformer station obtained to step C, it is more corresponding than under the transformer station one by one according to the determinant attribute in step A Each feeder line, obtain only in distribution side data or the feeder line and the two shared feeder line of side data of marketing;
Step E:The shared feeder line obtained to step D, compares the determinant attribute of feeder line, and marks repugnancy;
Step F:The shared feeder line obtained to step E, distribution in each feeder line is verified one by one according to the determinant attribute in step A and is become Depressor, obtain only in distribution side data or the distribution transformer for side data of marketing and the two shared distribution transformer;
Step G:The shared distribution transformer obtained to step F, compare the determinant attribute of distribution transformer and mark repugnancy;
Step H:The shared distribution transformer obtained to step G, according to the determinant attribute in step A, more each distribution becomes one by one Electricity customers corresponding to depressor, obtain only in distribution side data or the Electricity customers for side data of marketing and the two shared electricity consumption Client;
Step I:The shared Electricity customers obtained to step H, compare the underlying attribute of Electricity customers and mark repugnancy.
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