CN109961197A - A kind of regional complex electricity consumption evaluation method and system based on power consumer label - Google Patents

A kind of regional complex electricity consumption evaluation method and system based on power consumer label Download PDF

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CN109961197A
CN109961197A CN201711407877.2A CN201711407877A CN109961197A CN 109961197 A CN109961197 A CN 109961197A CN 201711407877 A CN201711407877 A CN 201711407877A CN 109961197 A CN109961197 A CN 109961197A
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grid region
user
users
electricity consumption
grid
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CN109961197B (en
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史梦洁
王庆娟
邓春宇
涂莹
王新迎
刘鹏
颜拥
沈然
丁麒
程清
张维
吕诗宁
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State Grid Corp of China SGCC
China Electric Power Research Institute Co Ltd CEPRI
Electric Power Research Institute of State Grid Zhejiang Electric Power Co Ltd
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State Grid Corp of China SGCC
China Electric Power Research Institute Co Ltd CEPRI
Electric Power Research Institute of State Grid Zhejiang Electric Power Co Ltd
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Abstract

The present invention relates to a kind of regional complex electricity consumption evaluation methods and system based on power consumer label, which comprises utilizes the synthesis electrical properties of attribute tags mark user；The synthesis electricity consumption evaluation of estimate of the grid region is determined according to the attribute tags of user each in grid region；The synthesis electricity consumption of the grid region is evaluated according to the synthesis electricity consumption evaluation of estimate of the grid region；Technical solution of the present invention is divided regional rasterizing to be evaluated using GIS-Geographic Information System, the synthesis electricity consumption of grid region is evaluated based on user property label and each attribute tags mark value corresponding calculating data, effectively power consumer attribute data is combined with geographic information system technology, combine the trade information in region to be evaluated, under the premise of reducing calculating cost, the period of the electric integrated evaluation in area is shortened, and improves the accuracy and practicability of evaluation.

Description

A kind of regional complex electricity consumption evaluation method and system based on power consumer label
Technical field
The present invention relates to power marketing fields, and in particular to a kind of regional complex electricity consumption evaluation based on power consumer label Method and system.
Background technique
With electric system reform and " internet+" epoch arrive, electric power enterprise system is except providing tradition high-quality confession Electricity service is outer, the value-added service explored；Market Site Selection is related to the planning and development in enterprise's future, is the management strategy of enterprise The most important thing；And the reliability of Market Site Selection needs to assess based on reasonable electricity consumption, traditional electricity consumption evaluation method is adopted mostly Manually scene examines on the spot the mode of investigation, can expend a large amount of man power and material during entire addressing investigation, manually Scene examines on the spot complex, and Consideration is more, and the data by manually reconnoitring are more subjective, accuracy and confidence level It is relatively low, thus can not the overall picture in intensive analysis area lead to the failure of Market Site Selection；Although proposing some bases in recent years In the Market Site Selection method of geography information and business data, but due to the limitation by data source and analysis method, not yet Form the solution of intelligent addressing；
Therefore, it is urgent to provide a kind of synthesis electricity consumption evaluation method and system with reasonability and practicability are selected for business Location provides reliable data.
Summary of the invention
The present invention provides a kind of regional complex electricity consumption evaluation method and system based on power consumer label, and the purpose is to will Electricity consumption data is combined with geography information, business data, is calculated according to user attribute data and is generated electric integrated evaluation index, together When region to be evaluated made into rasterizing processing according to geographical location, electricity is carried out based on electric integrated evaluation index and rasterizing region Power overall merit is matched with the demand of Market Site Selection, is provided data for power business Market Site Selection and is supported.
The purpose of the present invention is adopt the following technical solutions realization:
A kind of regional complex electricity consumption evaluation method based on power consumer label, it is improved in that the method packet It includes:
Utilize the synthesis electrical properties of attribute tags mark user；
The synthesis electricity consumption evaluation of estimate of the grid region is determined according to the attribute tags of user each in grid region；
The synthesis electricity consumption of the grid region is evaluated according to the synthesis electricity consumption evaluation of estimate of the grid region.
Preferably, the synthesis electrical properties using attribute tags mark user, comprising:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, blank state, the family age type of user And industry type；
If user opens an account, the date, the time span away from current date was less than 3 months, user in the attribute tags of user The state of opening an account is labeled as newly opening user, and otherwise, the state of opening an account of user is labeled as Fei Xinkai user in the attribute tags of user；
If user month electricity consumption is 0-240 kilowatt hour, electricity consumption grade is labeled as the first rank in the attribute tags of user Ladder；If user month electricity consumption is 241-400 kilowatt hour, electricity consumption grade is labeled as the second ladder in the attribute tags of user； If user month electricity consumption is more than or equal to 400 kilowatt hours, electricity consumption grade is labeled as third ladder in the attribute tags of user；
If the previous moon electricity consumption of user is less than 10 kilowatts, the idle state in the attribute tags of user is labeled as the spare time It sets；Otherwise, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；It is no Then, the blank state in user property label is labeled as non-vacant；
If family age of the date differences of open an account date and the current date of user less than 1 year, in the attribute tags of user Type was labeled as within 1 year；If the date differences of open an account date and the current date of user were more than or equal to 1 year and less than 3 years, Then the family age type in the attribute tags of user is labeled as a Nian Zhisan；If the date of open an account date and the current date of user Difference was more than or equal to 3 years and less than 5 year, then the family age type in the attribute tags of user is labeled as three Nian Zhiwu；If user The date differences of open an account date and current date be more than or equal to 5 years and less than 10 years, then family age in the attribute tags of user Type is labeled as five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, user Attribute tags in family age type be labeled as 10 years or more；
According to the industry type of user, by the industry type in the attribute tags of user be labeled as agriculture, forestry, animal husbandry and fishery, industry, Construction industry, transportation, information transmitting software industry, quotient live the commercial house property industry of catering trade, finance, public utilities or management group It knits.
Preferably, the attribute tags according to user each in grid region determine that the synthesis electricity consumption of the grid region is commented Value, comprising:
Number of users, every profession and trade class are corresponded to according to the family age type of the user of the attribute tags mark of user in grid region Type corresponds to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and blank state corresponds to user Quantity determines the density of population index of the grid region；
According to the corresponding number of users of electricity consumption grade, each row of the user of the attribute tags mark of user in grid region The corresponding electricity consumption of industry type and grid region per capita household electricity consumption determine the regional liveness of the grid region；
The synthesis electricity consumption of the grid region is determined according to the density of population index of the grid region and regional liveness Evaluation of estimate.
Further, the family age type according to the user of the attribute tags mark of user in grid region corresponds to user Quantity, every profession and trade type correspond to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and vacant State corresponds to the density of population index that number of users determines the grid region, comprising:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For RcustWeight, Rage,nThe use of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region The accounting of amount amount, enFor Rage,nWeight, Rind,mFor the corresponding number of users of m-th of industry type in single grid region with The accounting of the number of users of the single grid region, emFor Rind,mWeight, RnewFor state pair of respectively opening an account in single grid region The accounting of number of users, e in the number of users answered and the single grid region14For RnewWeight, RvacantFor single grid zone The accounting of the corresponding number of users of idle state and the number of users of the single grid region, e in domain15For RvacantWeight, RnullFor the accounting of the corresponding number of users of blank state in single grid region and the number of users of the single grid region, e16 For RnullWeight, whereinX takes positive integer.
Further, the number of users of single grid region and accounting for for the number of users of whole grid regions is calculated as follows Compare Rcust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, NgridFor the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor single grid region Number of users account for the accountings of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to number of users and the single grid region Number of users accounting Rage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid Number of users in lattice region, wherein a ∈ [1,5]；
The user of industry type corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
It is calculated as follows in single grid region in respectively the open an account corresponding number of users of state and the single grid region and uses The accounting R of amount amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The user of idle state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The user of blank state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantitynull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
Further, the electricity consumption grade according to the user of the attribute tags mark of user in grid region is corresponding Number of users, the corresponding electricity consumption of every profession and trade type and grid region per capita household electricity consumption determine that the area of the grid region is active Degree, comprising:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users is corresponded to for the level attributed label of s-th of electricity consumption in single grid region and this is single The accounting of the number of users of grid region, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole of single grid region The accounting of grid region user month electricity consumption, t4For RpWeight, Rindp,rFor r-th of industry attribute tags in single grid region It is worth the accounting of corresponding user power consumption and the user power consumption of the single grid region, trFor Rindp,rWeight, PmeanFor list The per capita household electricity consumption of the user of a grid region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallFor whole grid region numbers of users, whereinX takes positive integer.
Further, the level attributed label of user power utilization in single grid region is calculated as follows to correspond to number of users and be somebody's turn to do The accounting R of the number of users of single grid regionstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1,3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkFor k-th of grid zone of d The electricity consumption in domain user's i jth day；
The user month electricity consumption of single grid region and the accounting of whole grid region user month electricity consumptions is calculated as follows Rp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users Amount；
The corresponding user power consumption of industry property tag value and the single grid zone in single grid region is calculated as follows The accounting R of the user power consumption in domainindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiFor the single grid region The electricity consumption of the single user of c-th of industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
Further, the density of population index according to grid region and regional liveness determine the grid region Comprehensive electricity consumption evaluation of estimate, comprising:
The synthesis electricity consumption evaluation of estimate E of the grid region is determined as the following formula:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
Preferably, the synthesis electricity consumption evaluation of estimate according to grid region comments the synthesis electricity consumption of the grid region Valence, comprising:
It is ranked up the synthesis electricity consumption evaluation of estimate of the grid region is descending.
A kind of regional complex electricity consumption evaluation system based on power consumer label, it is improved in that the system packet It includes:
Label for labelling module, for the synthesis electrical properties using attribute tags mark user；
Determining module, for determining the synthesis electricity consumption of the grid region according to the attribute tags of user each in grid region Evaluation of estimate；
Evaluation module, the synthesis electricity consumption for the synthesis electricity consumption evaluation of estimate according to the grid region to the grid region It is evaluated.
Preferably, the label for labelling module, comprising:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, blank state, the family age type of user And industry type；
State of opening an account marks unit, and be used for: if user opens an account, the date, the time span away from current date was less than 3 months, The state of opening an account of user is labeled as newly opening user in the attribute tags of user, and otherwise, user's opens an account in the attribute tags of user State is labeled as Fei Xinkai user；
Electricity consumption grade marks unit, is used for: if user month electricity consumption is 0-240 kilowatt hour, the attribute tags of user Middle electricity consumption grade is labeled as the first ladder；If user month electricity consumption is 241-400 kilowatt hour, used in the attribute tags of user Charge level is labeled as the second ladder；If user month electricity consumption is more than or equal to 400 kilowatt hours, electricity consumption in the attribute tags of user Amount grade is labeled as third ladder；
Idle state mark unit, be used for: if the previous moon electricity consumption of user less than 10 kilowatts, the attribute tags of user In idle state be labeled as leaving unused；Otherwise, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；It is no Then, the blank state in user property label is labeled as non-vacant；
Family age type marks unit, is used for: if the date differences of open an account date and the current date of user less than 1 year, The family age type attribute label for labelling of user is within 1 year；If the date differences of open an account date and the current date of user are greater than Equal to 1 year and less than 3 years, then the family age category attribute label for labelling of user is a Nian Zhisan；If user open an account the date with The date differences of current date were more than or equal to 3 years and less than 5 years, then the family age category attribute label for labelling of user is three Nian Zhiwu Year；If the date differences of open an account date and the current date of user were more than or equal to 5 years and less than 10 years, the family age type of user Attribute tags are labeled as five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, The family age category attribute label for labelling of user is 10 years or more；
Industry type marks unit, is used for: according to the industry type of user, by the industry type in the attribute tags of user It is labeled as agriculture, forestry, animal husbandry and fishery, industry, construction industry, transportation, information transmitting software industry, quotient live the commercial room of catering trade, finance Industry, public utilities or management tissue.
Preferably, the determining module, comprising:
First determination unit, it is corresponding for the family age type according to the user of the attribute tags mark of user in grid region Number of users, every profession and trade type correspond to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and Blank state corresponds to the density of population index that number of users determines the grid region；
Second determination unit, for the electricity consumption grade pair according to the user of the attribute tags mark of user in grid region Number of users, the corresponding electricity consumption of every profession and trade type and the grid region per capita household electricity consumption answered determine the area of the grid region Liveness；
Third determination unit, for determining the grid according to the density of population index and regional liveness of the grid region The synthesis electricity consumption evaluation of estimate in lattice region.
Further, first determination unit, is used for:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For RcustWeight, Rage,nThe use of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region The accounting of amount amount, enFor Rage,nWeight, Rind,mFor the corresponding number of users of m-th of industry type in single grid region with The accounting of the number of users of the single grid region, emFor Rind,mWeight, RnewFor state pair of respectively opening an account in single grid region The accounting of number of users, e in the number of users answered and the single grid region14For RnewWeight, RvacantFor single grid zone The accounting of the corresponding number of users of idle state and the number of users of the single grid region, e in domain15For RvacantWeight, RnullFor the accounting of the corresponding number of users of blank state in single grid region and the number of users of the single grid region, e16 For RnullWeight, whereinX takes positive integer.
Further, the number of users of single grid region and accounting for for the number of users of whole grid regions is calculated as follows Compare Rcust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, NgridFor the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor single grid region Number of users account for the accountings of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to number of users and the single grid region Number of users accounting Rage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid Number of users in lattice region, wherein a ∈ [1,5]；
The user of industry type corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
It is calculated as follows in single grid region in respectively the open an account corresponding number of users of state and the single grid region and uses The accounting R of amount amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The user of idle state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The user of blank state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantitynull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
Further, second determination unit, is used for:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users is corresponded to for the level attributed label of s-th of electricity consumption in single grid region and this is single The accounting of the number of users of grid region, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole of single grid region The accounting of grid region user month electricity consumption, t4For RpWeight, Rindp,rFor r-th of industry attribute tags in single grid region It is worth the accounting of corresponding user power consumption and the user power consumption of the single grid region, trFor Rindp,rWeight, PmeanFor list The per capita household electricity consumption of the user of a grid region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallFor whole grid region numbers of users, whereinX takes positive integer.
Further, the level attributed label of user power utilization in single grid region is calculated as follows to correspond to number of users and be somebody's turn to do The accounting R of the number of users of single grid regionstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1,3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkFor k-th of grid zone of d The electricity consumption in domain user's i jth day；
The user month electricity consumption of single grid region and the accounting of whole grid region user month electricity consumptions is calculated as follows Rp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users Amount；
The corresponding user power consumption of industry property tag value and the single grid zone in single grid region is calculated as follows The accounting R of the user power consumption in domainindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiFor the single grid region c The electricity consumption of the single user of a industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
Further, which is characterized in that third determination unit is used for:
Determine that the comprehensive of the grid region is used according to the density of population index of grid region and regional liveness as the following formula Electric evaluation of estimate E:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
Preferably, the evaluation module, for arranging the synthesis electricity consumption evaluation of estimate of the grid region is descending Sequence.
Compared with prior art, the present invention also has the following beneficial effects:
The technical solution adopted by the present invention marks the synthesis electrical properties of user using attribute tags；According in grid region The attribute tags of each user determine the synthesis electricity consumption evaluation of estimate of the grid region；It is commented according to the synthesis electricity consumption of the grid region Value evaluates the synthesis electricity consumption of the grid region；Program combination system user characteristic and GIS-Geographic Information System COMPREHENSIVE CALCULATING obtains electricity consumption evaluation index, reduces data scale, effectively reduces traditional electricity consumption pricer work cost and answers Miscellaneous difficulty shortens electricity consumption evaluation cycle duration, while improving the accuracy of data value density and evaluation result, to guarantee The reasonability of electric power Market Site Selection.
Detailed description of the invention
Fig. 1 is a kind of flow chart of the regional complex electricity consumption evaluation method based on power consumer label of the present invention；
Fig. 2 is a kind of structural schematic diagram of the regional complex electricity consumption evaluation system based on power consumer label of the present invention.
Specific embodiment
It elaborates with reference to the accompanying drawing to a specific embodiment of the invention.
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art All other embodiment obtained without making creative work, shall fall within the protection scope of the present invention.
The present invention provides a kind of regional complex electricity consumption evaluation methods and system based on power consumer label, carry out below Explanation.
Fig. 1 shows the flow chart of regional complex electricity consumption evaluation method in the embodiment of the present invention, as shown in Figure 1, the side Method may include:
101. utilizing the synthesis electrical properties of attribute tags mark user；
102. determining the synthesis electricity consumption evaluation of estimate of the grid region according to the attribute tags of user each in grid region；
103. being evaluated according to the synthesis electricity consumption evaluation of estimate of the grid region the synthesis electricity consumption of the grid region.
It needs to obtain power marketing data before the synthesis electrical properties using attribute tags mark user；The electric power Marketing data includes power marketing internal data and external data acquisition.
The acquisition of power marketing internal data: power marketing customer profile, metering are set using metadata acquisition tool KETTLE Standby archives, customer electricity data, measuring equipment geographic coordinate data carry out data acquisition and store with data.Data acquisition uses number It according to the design pattern in patch source, can both guarantee the consistency and accuracy with initial data in this way, data acquisition can also be reduced Difficulty.
External data acquisition: data grabber is carried out to network source data using data reptile instrument, by mass data It cleaned, extracted, extracted and have valuable data information progress data parsing, integrated according to different types of data feature It is stored with data, mainly may include every profession and trade degree of prosperity index, cell, food and drink, school, market, station, plant data.
The data of acquisition are carried out to carry out Data Integration after data load, data cleansing, data conversion；
It is described using attribute tags mark user synthesis electrical properties, may include:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, family age type and the industry class of user Type；
If user opens an account, the date, the time span away from current date was less than 3 months, user in the attribute tags of user The state of opening an account is labeled as newly opening user, and otherwise, the state of opening an account of user is labeled as Fei Xinkai user in the attribute tags of user；
If user month electricity consumption is 0-240 kilowatt hour, electricity consumption grade is labeled as the first rank in the attribute tags of user Ladder；If user month electricity consumption is 241-400 kilowatt hour, electricity consumption grade is labeled as the second ladder in the attribute tags of user； If user month electricity consumption is more than or equal to 400 kilowatt hours, electricity consumption grade is labeled as third ladder in the attribute tags of user；Rank Ladder, which divides power threshold, to carry out differentiation adjustment according to different regions locality policy；
If the previous moon electricity consumption of user is less than 10 kilowatts, the idle state in the attribute tags of user is labeled as the spare time It sets；Otherwise, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；It is no Then, the blank state in user property label is labeled as non-vacant；
If family age of the date differences of open an account date and the current date of user less than 1 year, in the attribute tags of user Type was labeled as within 1 year；If the date differences of open an account date and the current date of user were more than or equal to 1 year and less than 3 years, Then the family age type in the attribute tags of user is labeled as a Nian Zhisan；If the date of open an account date and the current date of user Difference was more than or equal to 3 years and less than 5 year, then the family age type in the attribute tags of user is labeled as three Nian Zhiwu；If user The date differences of open an account date and current date be more than or equal to 5 years and less than 10 years, then family age in the attribute tags of user Type is labeled as five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, user Attribute tags in family age type be labeled as 10 years or more；
According to the industry type of user, by the industry type in the attribute tags of user be labeled as agriculture, forestry, animal husbandry and fishery, industry, Construction industry, transportation, information transmitting software industry, quotient live the commercial house property industry of catering trade, finance, public utilities or management group It knits, user's trade classification is divided according to national eight big professional museums；
Specifically, the attribute tags according to user each in grid region determine that the synthesis electricity consumption of the grid region is commented It is worth, may include:
Number of users, every profession and trade class are corresponded to according to the family age type of the user of the attribute tags mark of user in grid region Type corresponds to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and blank state corresponds to user Quantity determines the density of population index of the grid region；
According to the corresponding number of users of electricity consumption grade, each row of the user of the attribute tags mark of user in grid region The corresponding electricity consumption of industry type and grid region per capita household electricity consumption determine the regional liveness of the grid region；
The synthesis electricity consumption of the grid region is determined according to the density of population index of the grid region and regional liveness Evaluation of estimate.
Target area is divided into side on the basis of the central point of target area by target area progress rasterizing processing Long equal multiple squares, wherein each square is a target subregion, and side length can be according to the demand of client voluntarily Definition, such as: 200 meters * 200 meters/500 meters * 500 meters/1000 meters * 1000 meters.Each grid four tops are obtained after rasterizing The latitude and longitude coordinates of point, the geography information such as client's coordinate, cell, food and drink, school, market are matched with grid positions, together When calculate the information of each grid and counted and analyzed, obtain the data information of each grid cell.Each single grid longitude and latitude Degree overlay area is the single grid region, and specific evaluation index is calculated according to statistics；
The family age type according to the user of the attribute tags mark of user in grid region corresponds to number of users, each row Industry type corresponds to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and blank state is corresponding Number of users determines the density of population index of the grid region, may include:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For RcustWeight, Rage,nThe use of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region The accounting of amount amount, enFor Rage,nWeight, Rind,mFor the corresponding number of users of m-th of industry type in single grid region with The accounting of the number of users of the single grid region, emFor Rind,mWeight, RnewFor state pair of respectively opening an account in single grid region The accounting of number of users, e in the number of users answered and the single grid region14For RnewWeight, RvacantFor single grid zone The accounting of the corresponding number of users of idle state and the number of users of the single grid region, e in domain15For RvacantWeight, RnullFor the accounting of the corresponding number of users of blank state in single grid region and the number of users of the single grid region, e16 For RnullWeight, whereinX takes positive integer.
Specifically, the accounting of the number of users of single grid region and the number of users of whole grid regions is calculated as follows Rcust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, NgridFor the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor single grid region Number of users account for the accountings of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to number of users and the single grid region Number of users accounting Rage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid Number of users in lattice region, wherein a ∈ [1,5]；
The user of industry type corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
It is calculated as follows in single grid region in respectively the open an account corresponding number of users of state and the single grid region and uses The accounting R of amount amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The user of idle state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The user of blank state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantitynull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
Wherein, the corresponding user of electricity consumption grade according to the user of the attribute tags mark of user in grid region Quantity, the corresponding electricity consumption of every profession and trade type and grid region per capita household electricity consumption determine the regional liveness of the grid region, May include:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users is corresponded to for the level attributed label of s-th of electricity consumption in single grid region and this is single The accounting of the number of users of grid region, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole of single grid region The accounting of grid region user month electricity consumption, t4For RpWeight, Rindp,rFor r-th of industry attribute tags in single grid region It is worth the accounting of corresponding user power consumption and the user power consumption of the single grid region, trFor Rindp,rWeight, PmeanFor list The per capita household electricity consumption of the user of a grid region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallFor whole grid region numbers of users, whereinX takes positive integer.
The level attributed label of user power utilization in single grid region is calculated as follows and corresponds to number of users and the single grid The accounting R of the number of users in regionstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1,3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkFor k-th of grid zone of d The electricity consumption in domain user's i jth day；
The user month electricity consumption of single grid region and the accounting of whole grid region user month electricity consumptions is calculated as follows Rp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users Amount；
The corresponding user power consumption of industry property tag value and the single grid zone in single grid region is calculated as follows The accounting R of the user power consumption in domainindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiFor the single grid region The electricity consumption of the single user of c-th of industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
The density of population index according to grid region and regional liveness determine the synthesis electricity consumption of the grid region Evaluation of estimate may include:
The synthesis electricity consumption evaluation of estimate E of the grid region is determined as the following formula:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
Wherein, the synthesis electricity consumption evaluation of estimate according to grid region comments the synthesis electricity consumption of the grid region Valence may include: to be ranked up the synthesis electricity consumption evaluation of estimate of the grid region is descending.
The electricity consumption prosperity degree in the region can be directly reacted according to the comprehensive electricity consumption evaluation of estimate, by comparing region Comprehensive electricity consumption evaluation of estimate can filter out qualified target subregion, and Market Site Selection can be with highest 5 mesh of recommendation score Subregion is marked, carries out Market Site Selection reference for client.
A kind of regional complex electricity consumption evaluation system based on power consumer label, as shown in Fig. 2, the system can wrap It includes:
Label for labelling module, for the synthesis electrical properties using attribute tags mark user；
Determining module, for determining the synthesis electricity consumption of the grid region according to the attribute tags of user each in grid region Evaluation of estimate；
Evaluation module, the synthesis electricity consumption for the synthesis electricity consumption evaluation of estimate according to the grid region to the grid region It is evaluated.
Specifically, the label for labelling module may include:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, family age type and the industry class of user Type；
State of opening an account marks unit, and be used for: if user opens an account, the date, the time span away from current date was less than 3 months, The state of opening an account of user is labeled as newly opening user in the attribute tags of user, and otherwise, user's opens an account in the attribute tags of user State is labeled as Fei Xinkai user；
Electricity consumption grade marks unit, is used for: if user month electricity consumption is 0-240 kilowatt hour, the attribute tags of user Middle electricity consumption grade is labeled as the first ladder；If user month electricity consumption is 241-400 kilowatt hour, used in the attribute tags of user Charge level is labeled as the second ladder；If user month electricity consumption is more than or equal to 400 kilowatt hours, electricity consumption in the attribute tags of user Amount grade is labeled as third ladder；
Idle state mark unit, be used for: if the previous moon electricity consumption of user less than 10 kilowatts, the attribute tags of user In idle state be labeled as leaving unused；Otherwise, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；It is no Then, the blank state in user property label is labeled as non-vacant；
Family age type marks unit, is used for: if the date differences of open an account date and the current date of user less than 1 year, The family age type attribute label for labelling of user is within 1 year；If the date differences of open an account date and the current date of user are greater than Equal to 1 year and less than 3 years, then the family age category attribute label for labelling of user is a Nian Zhisan；If user open an account the date with The date differences of current date were more than or equal to 3 years and less than 5 years, then the family age category attribute label for labelling of user is three Nian Zhiwu Year；If the date differences of open an account date and the current date of user were more than or equal to 5 years and less than 10 years, the family age type of user Attribute tags are labeled as five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, The family age category attribute label for labelling of user is 10 years or more；
Industry type marks unit, is used for: according to the industry type of user, by the industry type in the attribute tags of user It is labeled as agriculture, forestry, animal husbandry and fishery, industry, construction industry, transportation, information transmitting software industry, quotient live the commercial room of catering trade, finance Industry, public utilities or management tissue.
Wherein, the determining module may include:
First determination unit, it is corresponding for the family age type according to the user of the attribute tags mark of user in grid region Number of users, every profession and trade type correspond to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and Blank state corresponds to the density of population index that number of users determines the grid region；
Second determination unit, for the electricity consumption grade pair according to the user of the attribute tags mark of user in grid region Number of users, the corresponding electricity consumption of every profession and trade type and the grid region per capita household electricity consumption answered determine the area of the grid region Liveness；
Third determination unit, for determining the grid according to the density of population index and regional liveness of the grid region The synthesis electricity consumption evaluation of estimate in lattice region.
Specifically, first determination unit, is used for:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For RcustWeight, Rage,nThe use of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region The accounting of amount amount, enFor Rage,nWeight, Rind,mFor the corresponding number of users of m-th of industry type in single grid region with The accounting of the number of users of the single grid region, emFor Rind,mWeight, RnewFor state pair of respectively opening an account in single grid region The accounting of number of users, e in the number of users answered and the single grid region14For RnewWeight, RvacantFor single grid zone The accounting of the corresponding number of users of idle state and the number of users of the single grid region, e in domain15For RvacantWeight, RnullFor the accounting of the corresponding number of users of blank state in single grid region and the number of users of the single grid region, e16 For RnullWeight, whereinX takes positive integer.
The accounting R of the number of users of single grid region and the number of users of whole grid regions is calculated as followscust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, NgridFor the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor single grid region Number of users account for the accountings of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to number of users and the single grid region Number of users accounting Rage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid Number of users in lattice region, wherein a ∈ [1,5]；
The user of industry type corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
It is calculated as follows in single grid region in respectively the open an account corresponding number of users of state and the single grid region and uses The accounting R of amount amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The user of idle state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantityvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The user of blank state corresponding number of users and the single grid region in single grid region is calculated as follows The accounting R of quantitynull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
Wherein, second determination unit, is used for:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users is corresponded to for the level attributed label of s-th of electricity consumption in single grid region and this is single The accounting of the number of users of grid region, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole of single grid region The accounting of grid region user month electricity consumption, t4For RpWeight, Rindp,rFor r-th of industry attribute tags in single grid region It is worth the accounting of corresponding user power consumption and the user power consumption of the single grid region, trFor Rindp,rWeight, PmeanFor list The per capita household electricity consumption of the user of a grid region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallFor whole grid region numbers of users, whereinX takes positive integer.
Specifically, the level attributed label of user power utilization in single grid region is calculated as follows and corresponds to number of users and the list The accounting R of the number of users of a grid regionstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1,3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkFor k-th of grid zone of d The electricity consumption in domain user's i jth day；
The user month electricity consumption of single grid region and the accounting of whole grid region user month electricity consumptions is calculated as follows Rp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users Amount；
The corresponding user power consumption of industry property tag value and the single grid zone in single grid region is calculated as follows The accounting R of the user power consumption in domainindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiFor the single grid region c The electricity consumption of the single user of a industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
Third determination unit, is used for:
Determine that the comprehensive of the grid region is used according to the density of population index of grid region and regional liveness as the following formula Electric evaluation of estimate E:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
The evaluation module, for being ranked up the synthesis electricity consumption evaluation of estimate of the grid region is descending.
It should be understood by those skilled in the art that, embodiments herein can provide as method, system or computer program Product.Therefore, complete hardware embodiment, complete software embodiment or reality combining software and hardware aspects can be used in the application Apply the form of example.Moreover, it wherein includes the computer of computer usable program code that the application, which can be used in one or more, The computer program implemented in usable storage medium (including but not limited to magnetic disk storage, CD-ROM, optical memory etc.) produces The form of product.
The application is referring to method, the process of equipment (system) and computer program product according to the embodiment of the present application Figure and/or block diagram describe.It should be understood that every one stream in flowchart and/or the block diagram can be realized by computer program instructions The combination of process and/or box in journey and/or box and flowchart and/or the block diagram.It can provide these computer programs Instruct the processor of general purpose computer, special purpose computer, Embedded Processor or other programmable data processing devices to produce A raw machine, so that being generated by the instruction that computer or the processor of other programmable data processing devices execute for real The device for the function of being specified in present one or more flows of the flowchart and/or one or more blocks of the block diagram.
These computer program instructions, which may also be stored in, is able to guide computer or other programmable data processing devices with spy Determine in the computer-readable memory that mode works, so that it includes referring to that instruction stored in the computer readable memory, which generates, Enable the manufacture of device, the command device realize in one box of one or more flows of the flowchart and/or block diagram or The function of being specified in multiple boxes.
These computer program instructions also can be loaded onto a computer or other programmable data processing device, so that counting Series of operation steps are executed on calculation machine or other programmable devices to generate computer implemented processing, thus in computer or The instruction executed on other programmable devices is provided for realizing in one or more flows of the flowchart and/or block diagram one The step of function of being specified in a box or multiple boxes.
Finally it should be noted that: the above embodiments are merely illustrative of the technical scheme of the present invention and are not intended to be limiting thereof, to the greatest extent Invention is explained in detail referring to above-described embodiment for pipe, it should be understood by those ordinary skilled in the art that: still It can be with modifications or equivalent substitutions are made to specific embodiments of the invention, and without departing from any of spirit and scope of the invention Modification or equivalent replacement, should all cover within the scope of the claims of the present invention.

Claims (18)

1. a kind of regional complex electricity consumption evaluation method based on power consumer label, which is characterized in that the described method includes:
Utilize the synthesis electrical properties of attribute tags mark user；
The synthesis electricity consumption evaluation of estimate of the grid region is determined according to the attribute tags of user each in grid region；
The synthesis electricity consumption of the grid region is evaluated according to the synthesis electricity consumption evaluation of estimate of the grid region.
2. the method as described in claim 1, which is characterized in that the synthesis electricity consumption category using attribute tags mark user Property, comprising:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, blank state, family age type and the row of user Industry type；
If user opens an account, the date, the time span away from current date was less than 3 months, and user's opens an account in the attribute tags of user State is labeled as newly opening user, and otherwise, the state of opening an account of user is labeled as Fei Xinkai user in the attribute tags of user；
If user month electricity consumption is 0-240 kilowatt hour, electricity consumption grade is labeled as the first ladder in the attribute tags of user；If User month electricity consumption is 241-400 kilowatt hour, then electricity consumption grade is labeled as the second ladder in the attribute tags of user；If user The moon, electricity consumption was more than or equal to 400 kilowatt hours, then electricity consumption grade is labeled as third ladder in the attribute tags of user；
If the previous moon electricity consumption of user is less than 10 kilowatts, the idle state in the attribute tags of user is labeled as leaving unused；It is no Then, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；Otherwise, Blank state in user property label is labeled as non-vacant；
If family age type of the date differences of open an account date and the current date of user less than 1 year, in the attribute tags of user It is labeled as within 1 year；If the date differences of open an account date and the current date of user were more than or equal to 1 year and less than 3 years, use Family age type in the attribute tags at family is labeled as a Nian Zhisan；If the date differences of open an account date and the current date of user More than or equal to 3 years and less than 5 years, then the family age type in the attribute tags of user is labeled as three Nian Zhiwu；If user's opens The date differences of family date and current date were more than or equal to 5 years and less than 10 years, then the family age type in the attribute tags of user It is labeled as five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, the category of user Family age type in property label is labeled as 10 years or more；
According to the industry type of user, the industry type in the attribute tags of user is labeled as agriculture, forestry, animal husbandry and fishery, industry, building Industry, transportation, information transmitting software industry, quotient live the commercial house property industry of catering trade, finance, public utilities or management tissue.
3. the method as described in claim 1, which is characterized in that described to be determined according to the attribute tags of user each in grid region The synthesis electricity consumption evaluation of estimate of the grid region, comprising:
Number of users, every profession and trade type pair are corresponded to according to the family age type of the user of the attribute tags mark of user in grid region Answer number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and blank state corresponds to number of users Determine the density of population index of the grid region；
According to the corresponding number of users of electricity consumption grade of the user of the attribute tags mark of user, every profession and trade class in grid region The corresponding electricity consumption of type and grid region per capita household electricity consumption determine the regional liveness of the grid region；
The synthesis electricity consumption evaluation of the grid region is determined according to the density of population index of the grid region and regional liveness Value.
4. method as claimed in claim 3, which is characterized in that described according to the attribute tags mark of user in grid region The family age type of user corresponds to number of users, every profession and trade type corresponds to number of users, respectively the state of opening an account corresponds to number of users, leaves unused State corresponds to number of users and blank state corresponds to the density of population index that number of users determines the grid region, comprising:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For Rcust's Weight, Rage,nThe number of users of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region Accounting, enFor Rage,nWeight, Rind,mIt is single with this for the corresponding number of users of m-th of industry type in single grid region The accounting of the number of users of grid region, emFor Rind,mWeight, RnewFor the corresponding use of state of respectively opening an account in single grid region The accounting of number of users, e in amount amount and the single grid region14For RnewWeight, RvacantIt is not busy in single grid region Set the accounting of the corresponding number of users of state and the number of users of the single grid region, e15For RvacantWeight, RnullFor list The accounting of the corresponding number of users of blank state and the number of users of the single grid region, e in a grid region16For Rnull's Weight, whereinX takes positive integer.
5. method as claimed in claim 4, which is characterized in that the number of users and whole of single grid region is calculated as follows The accounting R of the number of users of grid regioncust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, Ngrid For the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor the use of single grid region Amount amount accounts for the accounting of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to the use of number of users Yu the single grid region The accounting R of amount amountage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid zone Number of users in domain, wherein a ∈ [1,5]；
The number of users of industry type corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
Number of users in respectively the open an account corresponding number of users of state and the single grid region is calculated as follows in single grid region The accounting R of amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The number of users of idle state corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The number of users of blank state corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rnull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
6. method as claimed in claim 3, which is characterized in that described according to the attribute tags mark of user in grid region The corresponding number of users of electricity consumption grade, the corresponding electricity consumption of every profession and trade type and the grid region per capita household electricity consumption of user determines The regional liveness of the grid region, comprising:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users and the single grid zone are corresponded to for the level attributed label of s-th of electricity consumption in single grid region The accounting of the number of users in domain, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole grid zones of single grid region The accounting of domain user month electricity consumption, t4For RpWeight, Rindp,rIt is corresponding for r-th of industry property tag value in single grid region User power consumption and the single grid region user power consumption accounting, trFor Rindp,rWeight, PmeanFor single grid The per capita household electricity consumption of the user in region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallIt is complete Portion's grid region number of users, whereinX takes positive integer.
7. method as claimed in claim 6, which is characterized in that user power utilization grade category in single grid region is calculated as follows Property label correspond to number of users and the single grid region number of users accounting Rstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1, 3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkIt is used for k-th of grid region of d The electricity consumption in family i jth day；
The user month electricity consumption of single grid region and the accounting R of whole grid region user month electricity consumptions is calculated as followsp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users；
The corresponding user power consumption of industry property tag value and the single grid region in single grid region is calculated as follows The accounting R of user power consumptionindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiIt is c-th of the single grid region The electricity consumption of the single user of industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
8. method as claimed in claim 3, which is characterized in that described living according to the density of population index of grid region and area Jerk determines the synthesis electricity consumption evaluation of estimate of the grid region, comprising:
The synthesis electricity consumption evaluation of estimate E of the grid region is determined as the following formula:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
9. the method as described in claim 1, which is characterized in that the synthesis electricity consumption evaluation of estimate according to grid region is to described The synthesis electricity consumption of grid region is evaluated, comprising:
It is ranked up the synthesis electricity consumption evaluation of estimate of the grid region is descending.
10. a kind of regional complex electricity consumption evaluation system based on power consumer label, which is characterized in that the system comprises:
Label for labelling module, for the synthesis electrical properties using attribute tags mark user；
Determining module, for determining that the synthesis electricity consumption of the grid region is evaluated according to the attribute tags of user each in grid region Value；
Evaluation module, for being carried out according to the synthesis electricity consumption evaluation of estimate of the grid region to the synthesis electricity consumption of the grid region Evaluation.
11. system as claimed in claim 10, which is characterized in that the label for labelling module, comprising:
Attribute tags are used to mark state of opening an account, electricity consumption grade, idle state, blank state, family age type and the row of user Industry type；
State of opening an account marks unit, and be used for: if user opens an account, the date, the time span away from current date was less than 3 months, user Attribute tags in the state of opening an account of user be labeled as newly opening user, otherwise, the state of opening an account of user in the attribute tags of user It is labeled as Fei Xinkai user；
Electricity consumption grade marks unit, is used for: if user month electricity consumption is 0-240 kilowatt hour, using in the attribute tags of user Charge level is labeled as the first ladder；If user month electricity consumption is 241-400 kilowatt hour, electricity consumption in the attribute tags of user Grade is labeled as the second ladder；If user month electricity consumption is more than or equal to 400 kilowatt hours, electricity consumption etc. in the attribute tags of user Grade is labeled as third ladder；
Idle state mark unit, be used for: if the previous moon electricity consumption of user less than 10 kilowatts, in the attribute tags of user Idle state is labeled as leaving unused；Otherwise, the idle state in user property label is labeled as non-idle；
If the previous moon electricity consumption of user is 0 kilowatt, the blank state in the attribute tags of user is labeled as vacant；Otherwise, Blank state in user property label is labeled as non-vacant；
Family age type marks unit, is used for: if the date differences of open an account date and the current date of user less than 1 year, user Family age type attribute label for labelling be 1 year within；If the date differences of open an account date and the current date of user are more than or equal to 1 year and less than 3 years, then the family age category attribute label for labelling of user is a Nian Zhisan；If the date and current of opening an account of user The date differences on date were more than or equal to 3 years and less than 5 years, then the family age category attribute label for labelling of user is three Nian Zhiwu； If the date differences of open an account date and the current date of user were more than or equal to 5 years and less than 10 years, the family age kind generic of user Property label for labelling be five Nian Zhishi；If the date differences of open an account date and the current date of user are more than or equal to 10 years, use The family age category attribute label for labelling at family is 10 years or more；
Industry type marks unit, is used for: according to the industry type of user, the industry type in the attribute tags of user being marked For agriculture, forestry, animal husbandry and fishery, industry, construction industry, transportation, information transmitting software industry, quotient live the commercial house property industry of catering trade, finance, Public utilities or management tissue.
12. system as claimed in claim 10, which is characterized in that the determining module, comprising:
First determination unit, for corresponding to user according to the family age type of the user of the attribute tags mark of user in grid region Quantity, every profession and trade type correspond to number of users, respectively the state of opening an account corresponds to number of users, idle state corresponds to number of users and vacant State corresponds to the density of population index that number of users determines the grid region；
Second determination unit, it is corresponding for the electricity consumption grade according to the user of the attribute tags mark of user in grid region Number of users, the corresponding electricity consumption of every profession and trade type and grid region per capita household electricity consumption determine that the area of the grid region is active Degree；
Third determination unit, for determining the grid zone according to the density of population index and regional liveness of the grid region The synthesis electricity consumption evaluation of estimate in domain.
13. system as claimed in claim 12, which is characterized in that first determination unit is used for:
The density of population index D of the grid region is determined as the following formula:
In formula, RcustFor the accounting of the number of users of the number of users and whole grid regions of single grid region, e1For Rcust's Weight, Rage,nThe number of users of number of users Yu the single grid region is corresponded to for n-th of family age type in single grid region Accounting, enFor Rage,nWeight, Rind,mIt is single with this for the corresponding number of users of m-th of industry type in single grid region The accounting of the number of users of grid region, emFor Rind,mWeight, RnewFor the corresponding use of state of respectively opening an account in single grid region The accounting of number of users, e in amount amount and the single grid region14For RnewWeight, RvacantIt is not busy in single grid region Set the accounting of the corresponding number of users of state and the number of users of the single grid region, e15For RvacantWeight, RnullFor list The accounting of the corresponding number of users of blank state and the number of users of the single grid region, e in a grid region16For Rnull's Weight, whereinX takes positive integer.
14. system as claimed in claim 13, which is characterized in that the number of users of single grid region and complete is calculated as follows The accounting R of the number of users of portion's grid regioncust:
Rcust=Ngrid/Nall× 100%
In formula,For the total number of users amount of the single grid region location whole grid region, Ngrid For the number of users of the single grid region, NnumFor the grid quantity for participating in zoning, RcustFor the use of single grid region Amount amount accounts for the accounting of whole grid regions, NgridFor the number of users of grid region；
The family age type that each user in single grid region is calculated as follows corresponds to the use of number of users Yu the single grid region The accounting R of amount amountage:
Rage=Na/Ngrid× 100%
In formula, NaFor the corresponding number of users of a-th of family age category attribute label, N in grid regiongridFor the single grid zone Number of users in domain, wherein a ∈ [1,5]；
The number of users of industry type corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rind:
Rind=Nc/Ngrid× 100%
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region；Wherein, [1,8] c ∈；
Number of users in respectively the open an account corresponding number of users of state and the single grid region is calculated as follows in single grid region The accounting R of amountnew:
Rnew=Nnew/Ngrid× 100%
In formula, NnewIt is labeled as newly opening the number of users of user for the single grid region state of opening an account；
The number of users of idle state corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rvacant:
Rvacant=Nvacant/Ngrid× 100%
In formula, NvacantIdle number of users is labeled as idle state attribute tags in the single grid region；
The number of users of blank state corresponding number of users and the single grid region in single grid region is calculated as follows Accounting Rnull:
Rnull=Nnull/Ngrid× 100%
In formula, NnullVacant number of users is labeled as blank state attribute tags in the single grid region.
15. system as claimed in claim 12, which is characterized in that second determination unit is used for:
Grid region density of population L is determined as the following formula:
In formula, Rstair,sNumber of users and the single grid zone are corresponded to for the level attributed label of s-th of electricity consumption in single grid region The accounting of the number of users in domain, tsFor Rstair,sWeight, RpFor the user month electricity consumption and whole grid zones of single grid region The accounting of domain user month electricity consumption, t4For RpWeight, Rindp,rIt is corresponding for r-th of industry property tag value in single grid region User power consumption and the single grid region user power consumption accounting, trFor Rindp,rWeight, PmeanFor single grid The per capita household electricity consumption of the user in region, t13For PmeanWeight, pallFor the moon electricity consumption of whole grid region users, NallIt is complete Portion's grid region number of users, whereinX takes positive integer.
16. system as claimed in claim 15, which is characterized in that user power utilization grade in single grid region is calculated as follows Attribute tags correspond to the accounting R of number of users and the number of users of the single grid regionstair:
Rstair=Nb/Ngrid× 100%
In formula, NbFor the corresponding number of users of b-th of electricity consumption ladder property tag value of the single grid region, wherein b ∈ [1, 3]；
The moon electricity consumption P of whole grid region users is calculated as followsall:
In formula, NnumFor the grid quantity of whole grid regions, Nm by the calculating moon number of days, PijkIt is used for k-th of grid region of d The electricity consumption in family i jth day；
The user month electricity consumption of single grid region and the accounting R of whole grid region user month electricity consumptions is calculated as followsp:
Rp=Pgrid/Pall× 100%
In formula, PgridFor the moon electricity consumption of the single grid region user；PallFor the moon electricity consumption of whole grid region users；
The corresponding user power consumption of industry property tag value and the single grid region in single grid region is calculated as follows The accounting R of user power consumptionindp:
In formula, NcFor the corresponding number of users of c-th of industry type of single grid region, PiFor c-th of row of single grid region The electricity consumption of the single user of industry type；
The per capita household electricity consumption P of the user of single grid region is calculated as followsmean:
Pmean=Pgrid/Ngrid
In formula, NgridFor the number of users of the single grid region.
17. system as claimed in claim 12, which is characterized in that third determination unit is used for:
Determine that the synthesis electricity consumption of the grid region is commented according to the density of population index of grid region and regional liveness as the following formula It is worth E:
In formula, D is the density of population index of grid region, and L is grid region area liveness.
18. system as claimed in claim 10, which is characterized in that the evaluation module, for by the comprehensive of the grid region Share that electric evaluation of estimate is descending to be ranked up.
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110472852A (en) * 2019-08-02 2019-11-19 上海云扩信息科技有限公司 A kind of experience assessment implementation management method of electrical power services application

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105809350A (en) * 2016-03-10 2016-07-27 广东省城乡规划设计研究院 Natural village hollowing degree and type recognition method for construction land renovation
CN106373026A (en) * 2016-08-24 2017-02-01 国网冀北电力有限公司电力科学研究院 User portrait construction method for power industry
CN106651392A (en) * 2016-12-07 2017-05-10 中国联合网络通信集团有限公司 Intelligent business location selection method, apparatus and system
CN107248086A (en) * 2017-02-21 2017-10-13 国网江苏省电力公司南通供电公司 Advertisement putting aided analysis method based on user power utilization behavioural analysis

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105809350A (en) * 2016-03-10 2016-07-27 广东省城乡规划设计研究院 Natural village hollowing degree and type recognition method for construction land renovation
CN106373026A (en) * 2016-08-24 2017-02-01 国网冀北电力有限公司电力科学研究院 User portrait construction method for power industry
CN106651392A (en) * 2016-12-07 2017-05-10 中国联合网络通信集团有限公司 Intelligent business location selection method, apparatus and system
CN107248086A (en) * 2017-02-21 2017-10-13 国网江苏省电力公司南通供电公司 Advertisement putting aided analysis method based on user power utilization behavioural analysis

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
周小明等: ""基于K-Means聚类算法的行业用电行为分析"", 《电器应用》 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110472852A (en) * 2019-08-02 2019-11-19 上海云扩信息科技有限公司 A kind of experience assessment implementation management method of electrical power services application
CN110472852B (en) * 2019-08-02 2023-03-03 上海云扩信息科技有限公司 Experience evaluation implementation management method for power service application

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