CN113453253B - Full-user quantity evaluation method and device - Google Patents

Full-user quantity evaluation method and device Download PDF

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Publication number
CN113453253B
CN113453253B CN202110696742.2A CN202110696742A CN113453253B CN 113453253 B CN113453253 B CN 113453253B CN 202110696742 A CN202110696742 A CN 202110696742A CN 113453253 B CN113453253 B CN 113453253B
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target
sector
traffic
area
user
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CN113453253A (en
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黄亚洲
耿玉波
沙晶
张建忠
刘广红
鄢勤
廖畅
夏皛
孙怡婷
章玮洁
刘彦婷
李翼
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China United Network Communications Group Co Ltd
China Information Technology Designing and Consulting Institute Co Ltd
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China United Network Communications Group Co Ltd
China Information Technology Designing and Consulting Institute Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/02Arrangements for optimising operational condition

Abstract

The embodiment of the application provides a method and a device for estimating the total user quantity, relates to the field of communication, and can predict the total user quantity in a certain area, so that the prediction accuracy and the prediction simplicity are improved. The method comprises the following steps: dividing a target grid into a plurality of sub-areas by a full user quantity evaluation device according to a target sector level Thiessen diagram of a target area; the full-user-quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POI (point of interest) of the sub-area to the total number of POI of the target sector, and the traffic volume of the target sector; the full user quantity evaluation device determines the full user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators; the first user amount is the user amount of any mobile operator in the target grid. The method and the device are used for user quantity evaluation.

Description

Full-user quantity evaluation method and device
Technical Field
The present application relates to the field of communications, and in particular, to a method and an apparatus for estimating a total user amount.
Background
In the communication industry, analyzing the distribution of the total users in a certain area can provide guidance for network construction, network optimization, service mining and the like of mobile operators, for example, the direction of network construction can be guided according to the distribution of the total users, and a network in a densely populated area is preferentially constructed. Of course, the distribution situation of the full amount of users can also be used in other industry fields, such as corresponding catering industry, and the conditions of passenger flow and the like can be estimated according to the distribution situation of the full amount of users in a certain area so as to guide the commercial investment planning.
At present, when a certain area includes three mobile operators, if the ratio of the number of users of the three mobile operators in the area is 1:2:3, then one of the mobile operators may perform sampling according to the number of users owned by the one mobile operator in the area according to the ratio, determine the number of users of the other mobile operators in the area, and further determine the number of full-volume users in the area. Although a mobile operator can perform sample expansion according to the user number proportion of a certain area to determine the total user number of the certain area, the method defaults that the user number proportion of all areas is the same, and the service development differences of different mobile operators in different areas are not considered, so that the total user number determined by the analysis method cannot accurately analyze the total user number of other areas.
Disclosure of Invention
The embodiment of the application provides a method and a device for estimating the total user quantity, which can predict the total user quantity in a certain area and improve the accuracy and the simplicity of prediction.
In order to achieve the above purpose, the embodiments of the present application adopt the following technical solutions:
in a first aspect, a method for evaluating a total user amount is provided, where a target area includes multiple grids, the target area includes multiple base stations, and the multiple base stations belong to different mobile operators; the method comprises the following steps: dividing a target grid into a plurality of sub-areas by a full user quantity evaluation device according to a target sector level Thiessen diagram of a target area; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid in a plurality of grids; the full-user-quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POI (point of interest) of the sub-area to the total number of POI of the target sector, and the traffic volume of the target sector; the full user quantity evaluation device determines the full user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators; the first user amount is the user amount of any mobile operator in the target grid.
With reference to the first aspect, in some embodiments, before the full-user-quantity evaluation device divides the target grid into a plurality of sub-areas according to the target sector-level thiessen diagram of the target area, the method further includes:
determining the longitude and latitude of the target sector according to the working parameter data and the longitude and latitude correction formula of the target base station; the working parameters comprise the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in a target area, and the target sector is any sector of the target base station; the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector; and determining a target sector level Thiessen diagram corresponding to the target area according to the longitude and latitude of the target sector.
With reference to the first aspect, in some embodiments, the first formula is specifically:
B=[m*A+(1-m)*P]*S;
wherein, B is the traffic of the sub-region, m is the weight coefficient, a is the ratio of the area of the sub-region to the area of the target sector, P is the ratio of the number of POIs in the sub-region to the total number of POIs in the target sector, and S is the traffic of the target sector.
With reference to the first aspect, in some embodiments, the target traffic includes a first target traffic, a second target traffic, and a third target traffic, where the first target traffic is a traffic of the first mobile operator in the target grid, the second target traffic is a traffic of the second mobile operator in the target grid, and the third target traffic is a traffic of the third mobile operator in the target grid; the method for determining the full user quantity of the target grid by the full user quantity evaluation device according to the target service quantities corresponding to different mobile operators and the first user quantity comprises the following steps:
determining the ratio of the traffic of the first mobile operator, the second mobile operator and the third mobile operator in the target grid according to the first target traffic, the second target traffic and the third target traffic; and determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
With reference to the first aspect, in some embodiments, after determining a ratio of traffic volumes of the first mobile operator, the second mobile operator, and the third mobile operator in the target grid according to the first target traffic volume, the second target traffic volume, and the third target traffic volume, the method further includes:
determining the ratio of the user quantity of different mobile operators in the target grid according to the ratio of the service quantities and the average service quantity in the first month, the average service quantity in the second month and the average service quantity in the third month; the first monthly average traffic volume corresponds to a first mobile operator, the second monthly average traffic volume corresponds to a second mobile operator, and the third monthly average traffic volume corresponds to a third mobile operator; and determining the total user quantity of the target grid according to the ratio of the user quantities and the first user quantity.
With reference to the first aspect, in some embodiments, the method further includes:
and determining the target full-amount user quantity of the target grid according to the full-amount user quantity and the popularity rate of the mobile phone.
In a second aspect, a full-user quantity evaluation apparatus is provided for evaluating a full-user quantity of a target area, where the target area includes a plurality of grids, the target area includes a plurality of base stations, and the plurality of base stations belong to different mobile operators; the device includes: the region division module is used for dividing the target grid into a plurality of sub-regions according to the target sector level Thiessen diagram of the target region; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid in a plurality of grids; the traffic calculation module is used for determining the traffic corresponding to the sub-regions determined by the region segmentation module according to a first formula and determining the target traffic of the target grid according to the traffic corresponding to the sub-regions; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POI (point of interest) of the sub-area to the total number of POI of the target sector, and the traffic volume of the target sector; the full user quantity calculation module is used for determining the full user quantity of the target grid according to the target service quantities corresponding to different mobile operators and the first user quantity determined by the service quantity calculation module; the first number of users is the number of users of any mobile operator in the target grid.
With reference to the second aspect, in some embodiments, the apparatus further includes a latitude and longitude correction module and a drawing module.
The longitude and latitude correction module is used for determining the longitude and latitude of the target sector according to the working parameter data of the target base station and a longitude and latitude correction formula; the working parameters comprise the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in a target area, and the target sector is any sector of the target base station; the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector; and the drawing module is used for determining a target sector level Thiessen chart corresponding to the target area according to the longitude and latitude of the target sector determined by the longitude and latitude correction module.
With reference to the second aspect, in some embodiments, the first formula is specifically:
B=[m*A+(1-m)*P]*S;
wherein, B is the traffic of the sub-region, m is the weight coefficient, a is the ratio of the area of the sub-region to the area of the target sector, P is the ratio of the number of POIs in the sub-region to the total number of POIs in the target sector, and S is the traffic of the target sector.
In some embodiments, in combination with the second aspect, the target traffic includes a first target traffic, a second target traffic, and a third target traffic, the first target traffic is a traffic of the first mobile operator on the target grid, the second target traffic is a traffic of the second mobile operator on the target grid, and the third target traffic is a traffic of the third mobile operator on the target grid; the total user quantity calculation module is specifically used for:
determining the ratio of the traffic of the first mobile operator, the second mobile operator and the third mobile operator in the target grid according to the first target traffic, the second target traffic and the third target traffic; and determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
With reference to the second aspect, in some embodiments, the full user amount calculation module is further specifically configured to:
determining the ratio of the user quantity of different mobile operators in the target grid according to the ratio of the service quantities and the average service quantity in the first month, the average service quantity in the second month and the average service quantity in the third month; the first monthly average traffic corresponds to a first mobile operator, the second monthly average traffic corresponds to a second mobile operator, and the third monthly average traffic corresponds to a third mobile operator; and determining the total user quantity of the target grid according to the ratio of the user quantities and the first user quantity.
In combination with the second aspect, in some embodiments, the full user amount calculation module is further configured to:
and determining the target full-amount user quantity of the target grid according to the full-amount user quantity and the popularity rate of the mobile phone.
In a third aspect, a full-user-quantity evaluation device is provided, which comprises a memory, a processor, a bus and a communication interface; the memory is used for storing computer execution instructions, and the processor is connected with the memory through a bus; when the full-user quantity evaluation device is operated, the processor executes the computer-executable instructions stored in the memory to cause the full-user quantity evaluation device to execute the full-user quantity evaluation method as provided by the first aspect.
In a fourth aspect, a computer-readable storage medium is provided, the computer-readable storage medium comprising computer-executable instructions that, when executed on a computer, cause the computer to perform the full-user volume assessment method as provided in the first aspect.
The method for evaluating the total user quantity provided by the embodiment of the application comprises the following steps: dividing a target grid into a plurality of sub-areas by a full user quantity evaluation device according to a target sector level Thiessen diagram of a target area; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid in a plurality of grids; the full-user-quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POI (point of interest) of the sub-area to the total number of POI of the target sector, and the traffic volume of the target sector; the full user quantity evaluation device determines the full user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators; the first user amount is the user amount of any mobile operator in the target grid. In the embodiment of the application, the sector-level Thiessen diagram of the target area is combined with the grid division of the target area, the sector-level Thiessen diagram is used for dividing the grid in the target area into a plurality of sub-areas, and each grid can comprise a plurality of sub-areas; because the traffic of different mobile operators in the sub-areas is different, after the traffic of each sub-area is determined according to the first formula, the traffic of different mobile operators in the corresponding grids can be determined according to the traffic of the sub-areas, and the traffic ratio of the different mobile operators in the corresponding grids is taken as the user quantity ratio of the mobile operators in the corresponding grids, so that any mobile operator can determine the full user quantity of the grids according to the user quantity of the mobile operator in the corresponding grids; in the embodiment of the application, the ratio of the traffic of different mobile operators on the corresponding grids is taken as the ratio of the corresponding user amounts (the more the user amounts are, the larger the traffic is), and the traffic of the mobile operators on different grids can be determined according to the traffic of the sector covering the corresponding grids and the corresponding formula, so that the ratio of the traffic of different grids is different in the embodiment, and the total user amounts determined by different grids according to the traffic ratio are also different; therefore, the total user quantity calculated by the embodiment is more accurate when representing the total user quantity of the corresponding grid.
Drawings
In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings used in the embodiments or the prior art descriptions will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present application, and other drawings can be obtained by those skilled in the art without creative efforts.
Fig. 1 is a schematic flow chart of a full-user quantity evaluation method according to an embodiment of the present disclosure;
fig. 2 is a schematic diagram of grid division according to an embodiment of the present application;
fig. 3 is a distribution diagram of sectors corresponding to a base station according to an embodiment of the present disclosure;
fig. 4 is a target sector level thiessen diagram of a target area according to an embodiment of the present application;
FIG. 5 is a partial schematic view of a target sector level Thiessen diagram provided by an embodiment of the present application;
fig. 6 is a schematic diagram illustrating division of a sector-level thiessen diagram and a grid region according to an embodiment of the present disclosure;
fig. 7 is a second flowchart of a full-user quantity evaluation method according to an embodiment of the present application;
fig. 8 is a third schematic flowchart of a full-user quantity evaluation method according to an embodiment of the present application;
fig. 9 is a fourth schematic flowchart of a full-user quantity evaluation method according to an embodiment of the present application;
fig. 10 is a fifth flowchart illustrating a full-user-quantity evaluation method according to an embodiment of the present application;
fig. 11 is a schematic structural diagram of a full-user quantity evaluation apparatus according to an embodiment of the present application;
fig. 12 is a second schematic structural diagram of a full-scale user quantity evaluation apparatus according to an embodiment of the present application;
fig. 13 is a schematic structural diagram of another full-user quantity evaluation device according to an embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
It should be noted that in the embodiments of the present application, words such as "exemplary" or "for example" are used to indicate examples, illustrations or explanations. Any embodiment or design described herein as "exemplary" or "e.g.," is not necessarily to be construed as preferred or advantageous over other embodiments or designs. Rather, use of the word "exemplary" or "such as" is intended to present concepts related in a concrete fashion.
For the convenience of clearly describing the technical solutions of the embodiments of the present application, in the embodiments of the present application, the terms "first", "second", and the like are used for distinguishing the same items or similar items with basically the same functions and actions, and those skilled in the art can understand that the terms "first", "second", and the like are not limited in number or execution order.
The determination of the total user amount in a certain area can be determined not only by a mobile operator, but also by an internet enterprise and a geographic information company, the mobile operator can determine the total user amount in a certain area according to the method, and can acquire the user amount of other mobile operators in the area by a certain mobile operator, so as to determine the total user amount in the area by combining the user amount in the area. However, when the mobile operator obtains the subscriber number information of other mobile operators, not only the cost is high, but also the total subscriber number determined here is overlapped because of the existence of some multi-card subscribers, and the total subscriber number of the area cannot be accurately indicated.
The internet enterprise can obtain the space-time distribution condition of users in a certain area according to the positioning function of the developed application program, and further can determine the total amount of users in a larger area according to the space-time distribution condition. When the internet enterprise determines the total user amount of a certain area, because the mobile phone user in the area may have a situation that a corresponding application program is not installed, or the mobile phone does not start a positioning function, and the market occupancy rate of the application program is not considered, the internet enterprise cannot accurately indicate the total user amount of the certain area.
The method for determining the total user amount of a certain area by the geographic information company can refer to a method for determining the total user amount by an internet enterprise, and certainly, when determining the total user amount, the geographic information company also faces the same problem when determining the total user amount by the internet enterprise.
In view of the foregoing problems, an embodiment of the present application provides a method for evaluating a total user amount in a target area, where the target area includes multiple grids, the target area includes multiple base stations, and the multiple base stations belong to different mobile operators. As shown in fig. 1, the method includes:
s101, dividing a target grid into a plurality of sub-areas by a full user quantity evaluation device according to a target sector level Thiessen diagram of a target area.
The target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid of a plurality of grids.
Specifically, the target sector-level tison graph may be created by a Geographic Information System (GIS) according to sector information corresponding to a base station in the target area. When a plurality of mobile operators exist in the target area, the GIS can respectively make sector-level tay-son maps of the mobile operators for deploying the base stations in the target area.
For example, when the mobile operators providing services in the target area include a first mobile operator, a second mobile operator, and a third mobile operator, the target sector-level thieson graph herein may be any one of a sector-level thieson graph of the first mobile operator in the target area, a sector-level thieson graph of the second mobile operator in the target area, or a sector-level thieson graph of the third mobile operator in the target area.
In some embodiments, when planning network construction of a certain area, the mobile operator may perform rasterization on the area, for example, the mobile operator may perform 250m × 250m rasterization or 500m × 500m rasterization on the area. The method and the device for splitting the grid of the target sector-level Thiessen map into the plurality of sub-areas can split the target sector-level Thiessen map and the grid determined by the mobile operator. Of course, the grid division of the same area may be the same or different for different mobile operators, and is not limited herein.
For example, if the first mobile operator performs grid division on the target area according to the grid data of table 1 below, as shown in fig. 2, a schematic diagram of a partial grid area of the target area is shown. Here, the size of each grid may be 250m × 250m, so that the grid of the target area is determined according to the longitude of the center point and the latitude of the center point of each grid.
TABLE 1
Grid name Center point longitude Center point latitude
SG01 121.112 31.112
SG02 121.113 31.112
SG03 121.114 31.112
SG04 121.112 31.113
SG05 121.113 31.113
SG06 121.114 31.113
SG07 121.112 31.114
SG08 121.113 31.114
SG09 121.114 31.114
Further, when the mobile operator operates the network in the target area, the amount of users of the corresponding grid may be determined according to the communication data of the mobile operator, for example, the first mobile operator may determine that the amount of users of the grid SG01 is 100, the amount of users of the grid SG02 is 99, and so on, that is, the grid data corresponding to the target area of the first mobile operator may be as shown in table 2 below:
TABLE 2
Figure BDA0003128766330000081
Figure BDA0003128766330000091
Of course, other mobile operators may also determine the grid data of the grid corresponding to the target area, for example, the grid of the second mobile operator in the target area, the user amount of the corresponding grid, and the like, which are not described herein again.
In some embodiments, the target sector-level taisen map may be determined by sectors corresponding to all base stations deployed by a mobile operator in a target area, as shown in fig. 3, a certain area includes base stations S1, S2, S3, S4 and S5, where the base station S1 includes sectors S11, S12 and S13, a coverage area of the sector S11 is T11, a coverage area of the sector S12 is T12, and a coverage area of the sector S13 is T13; the base station S2 includes sectors S21, S22, and S23, with the coverage of sector S21 being T21, the coverage of sector S22 being T22, the coverage of sector S23 being T23, and so on. The GIS can determine the sector-level Thiessen diagram of the area according to the sectors corresponding to the base stations and the coverage area of the sectors. Fig. 3 only shows the corresponding labels of some base stations, and those skilled in the art can determine the corresponding base stations and sectors according to fig. 3.
Further, when the target area includes more base stations, the target sector-level thieson graph determined according to the corresponding sectors of the base stations in the target area can be as shown in fig. 4.
In some embodiments, the target sector-level thieson map is associated with a grid of divisions of the target area, and the extent of grid correspondence is determined from the target sector-level thieson map, i.e., the target sector-level thieson map may be combined with the grid to divide the grid. For example, fig. 5 shows a partial sector-level thieson diagram in the target sector-level thieson diagram, i.e., corresponding to the grid region shown in fig. 2. Here the partial sector level thieson map divides the grid area into a plurality of sub-areas as can be seen in fig. 6.
It should be noted that, in combination with the grid data of table 2 above, after the sector-level thiessen diagram divides the grid into a plurality of sub-areas, the user amount of the corresponding grid can be determined. The target grid in this embodiment may be any one of the grid regions shown in fig. 2, such as the fifth grid SG05 in fig. 2.
S102, the full-user quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas.
The first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POIs (points of interest) in the sub-area to the total number of POIs in the target sector, and the traffic volume of the target sector.
Specifically, the first formula is specifically:
B=[m*A+(1-m)*P]*S;
wherein, B is traffic of the sub-region, m is a weight coefficient, a is a ratio of the area of the sub-region to the area of the target sector, P is a ratio of the number of points of interest (POI) of the sub-region to the total number of POIs of the target sector, and S is traffic of the target sector. The target sector is the sector in which the sub-region is located.
It should be noted that, in the embodiment of the present application, the traffic volume of each sub-area is proportional to the coverage area corresponding to the sub-area, and the traffic volume of each sub-area is also proportional to the number of POIs corresponding to the sub-area.
In some embodiments, as shown in fig. 6, the grid area includes a plurality of grids, such as a first grid SG01, a second grid SG02, …, and a ninth grid SG09, and the grid area is deployed with a first base station M including sectors M1, M2, and M3, a second base station N including sectors N1, N2, and N3, and a third base station P including sectors P1, P2, and P3.
When the target grid is the ninth grid SG09, the target sector-level Tassen map divides the ninth grid SG09 into 5 sub-regions of M1-5, M2-5, N2-5, P3-5 and P2-5. The traffic volume of the sub-region M1-5 may be:
B M1-5 =[m*s M1-5 +(1-m)*p M1-5 ]。
wherein, B M1-5 I.e. the traffic of sub-region M1-5, s M1-5 Is the ratio of the area of sub-region M1-5 to the area of target sector M1, p M1-5 The ratio of the number of POIs for sub-region M1-5 to the total number of POIs for target sector M1.
s M1-5 =S M1-5 /S M1 ,p M1-5 =P M1-5 /P M1
Wherein S is M1-5 Is the area of sub-region M1-5, S M1 Is the area, P, of target sector M1 M1-5 Number of POIs, P, for sub-region M1-5 M1 The total number of POIs for target sector M1.
Further, referring to the above method for determining the traffic volume of the sub-region M1-5, those skilled in the art may also determine the traffic volumes corresponding to the sub-regions M2-5, N2-5, P3-5, and P2-5, and the target traffic volume of the target grid may be:
B5=B M1-5 +B M2-5 +B N2-5 +B P3-5 +B P2-5
wherein, B5 is the target traffic of the target grid SG05, B M2-5 Traffic for sub-region M2-5, B N2-5 Traffic for sub-region N2-5, B P3-5 Traffic for sub-area P3-5, B P2-5 Traffic for sub-region P2-5.
Accordingly, referring to the target traffic determination method of the target grid SG05, those skilled in the art may also determine the target traffic of the target grid SG01, the target grids SG02 and …, and the target grid SG09, respectively.
In some embodiments, referring to the above method for determining the target traffic volume corresponding to the target grid by the first mobile operator, a person skilled in the art may also determine the target traffic volumes corresponding to the target grids by the second mobile operator and the third mobile operator, respectively, and details are not repeated here. For example, the target traffic volume of the second mobile operator at the target grid SG05 may be B5', and the target traffic volume of the third mobile operator at the target grid SG05 may be B5 ".
Further, referring to the above embodiments, it may be determined that the target traffic of the first mobile operator on the target grid SG01 may be B1, the target traffic of the second mobile operator on the target grid SG01 may be B1', and the target traffic of the third mobile operator on the target grid SG01 may be B1 "; the target traffic of the first mobile operator at the target grid SG02 may be B2, the target traffic of the second mobile operator at the target grid SG02 may be B2', the target traffic of the third mobile operator at the target grid SG02 may be B2 ", and so on.
It should be noted that the number of POIs in this embodiment may be obtained by the mobile operator from the geographic information company, and as shown in table 3 below, a classification of POIs by the geographic information company is provided:
TABLE 3
Type (B) Large class Class III Subclass
050000 Catering service Catering related places Related to food and drink
050100 Catering service Middle dining room Middle dining room
050102 Catering service Middle dining room Comprehensive wine tower
050103 Catering service Middle dining room Sichuan vegetable (Sichuan vegetable)
050104 Catering service Middle dining room Guangdong dish (Yuejai)
050105 Catering service Middle dining room Shandong vegetable (Lucai)
050106 Catering service Middle dining room Jiangsu vegetable
050106 Catering service Middle dining room Zhejiang vegetable
The number of POIs provided in table 3 above is 8. Of course, the above table 3 provides only one POI category example for the geographic information company, and the mobile operator may obtain the number of POIs of the target grid and the total number of POIs of the corresponding sector from the geographic information company.
The weight coefficient m in the first formula may be 0.4, or may be other values, and the embodiment of the present application is not limited.
S103, the full-user quantity evaluation device determines the full-user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators.
The first user quantity is the user quantity of any mobile operator in the target grid.
Specifically, as shown in table 2 above, the first user quantity here is the user quantity in the corresponding grid, and if the target grid is grid SG01, the corresponding first user quantity is 100; when the target grid is grid SG02, the corresponding first user amount is 99.
Since the user quantity is in direct proportion to the traffic quantity, that is, the more the user quantity, the larger the traffic quantity generated by the user quantity, the embodiment of the present application may use the ratio of the traffic quantities of different mobile operators in the target grid as the ratio of the corresponding user quantities, and further determine the total user quantity of the target grid according to the first user quantity of a certain mobile operator in the target grid.
In some embodiments, the target traffic volume includes a first target traffic volume, a second target traffic volume, and a third target traffic volume, the first target traffic volume is a traffic volume of the first mobile operator in the target grid, the second target traffic volume is a traffic volume of the second mobile operator in the target grid, and the third target traffic volume is a traffic volume of the third mobile operator in the target grid. As shown in fig. 7, step S103 includes:
and S1031, determining the ratio of the traffic of the first mobile operator, the second mobile operator and the third mobile operator in the target grid according to the first target traffic, the second target traffic and the third target traffic.
Specifically, the traffic ratio here may be BQ: BQ': BQ ".
Wherein, BQ is a first target traffic volume of the first mobile operator in the target grid, BQ' is a second target traffic volume of the second mobile operator in the target grid, and BQ ″ is a third target traffic volume of the third mobile operator in the target grid. Q may be a serial number indicating a corresponding grid, such as a first grid, a second grid, etc.
Here, the ratio of the traffic of each mobile operator in different target grids may be further determined according to the target traffic of each mobile operator in the corresponding target grid determined in step S102.
Illustratively, if it is determined in step S102 that the first target traffic of the first mobile operator on the target grid SG01 is B1, the second target traffic of the second mobile operator on the target grid SG01 is B1 ', and the third target traffic of the third mobile operator on the target grid SG01 is B1 ″, then the ratio of the traffic of these mobile operators on the target grid SG01 is B1: B1': B1 ″.
Accordingly, it may also be determined that the ratio of the traffic of these mobile operators at the target grid SG02 is B2: B2': B2 ", etc.
S1032, determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
Specifically, if the user amount of a certain mobile operator in the target grid is the first user amount, the total user amount of the target grid may be determined according to the following formula:
Figure BDA0003128766330000131
whereinR is the total user quantity of the target grid, M p Is the first user amount.
For example, if the first amount of users of the first mobile operator in the target grid SG01 is 100, and the ratio of the traffic of the first mobile operator, the second mobile operator and the third mobile operator in the target grid SG01 is 1:2:3, the total amount of users of the target grid SG01 is:
Figure BDA0003128766330000132
in some embodiments, after determining the total amount of users of the target grids according to the above embodiments, the total amount of users of the target area may be determined according to the total amount of users of the target grids. For example, the target region includes only 9 grids shown in fig. 2, and if the total amount of users of the target grid SG01 is R1, the total amount of users of the target grid SG02 is R2 and …, and the total amount of users of the target grid SG09 is R9, the total amount of users of the target region is R1+ R2+ … + R9.
It should be noted that the first mobile operator, the second mobile operator, and the third mobile operator are only exemplary, and in some embodiments, a person skilled in the art may determine the corresponding total user amount according to the number of mobile operators providing communication services for the target area. For example, the target area only includes the first mobile operator, and the total user amount of the target area is the user amount of the first mobile operator; and if the target area comprises the first mobile operator and the second mobile operator, the total user quantity of the target area is the sum of the user quantities of the first mobile operator and the second mobile operator.
In the embodiment of the application, a sector-level Thiessen diagram is used for dividing a grid in a target region into a plurality of sub-regions, and each grid can comprise a plurality of sub-regions; because the traffic of different mobile operators in the sub-areas is different, after the traffic of each sub-area is determined according to the first formula, the traffic of different mobile operators in the corresponding grids can be determined according to the traffic of the sub-areas, and the traffic ratio of the different mobile operators in the corresponding grids is taken as the user quantity ratio of the mobile operators in the corresponding grids, so that any mobile operator can determine the full user quantity of the grids according to the user quantity of the mobile operator in the corresponding grids; in the embodiment of the application, the ratio of the traffic of different mobile operators on the corresponding grids is taken as the ratio of the corresponding user amounts (the more the user amounts are, the larger the traffic is), and the traffic of the mobile operators on different grids can be determined according to the traffic of the sector covering the corresponding grids and the corresponding formula, so that the ratio of the traffic of different grids is different in the embodiment, and the total user amounts determined by different grids according to the traffic ratio are also different; therefore, the total user quantity calculated by the embodiment is more accurate when representing the total user quantity of the corresponding grid.
In some embodiments, as shown in fig. 8, after step S1031, the method further includes:
and S1033, determining the user quantity ratio of different mobile operators in the target grid according to the traffic quantity ratio and the average traffic quantity in the first month, the average traffic quantity in the second month and the average traffic quantity in the third month.
The first monthly average traffic corresponds to a first mobile operator, the second monthly average traffic corresponds to a second mobile operator, and the third monthly average traffic corresponds to a third mobile operator.
Specifically, since average traffic volumes of users corresponding to different mobile operators in the target area may be different, when the target traffic volumes of the mobile operators in the target area are taken as the ratio of the user volumes, the ratio of the user volumes may have a deviation. Therefore, in some embodiments, the above-mentioned traffic ratio can be combined with the traffic models of different mobile operators to further determine the ratio of the user amount of different mobile operators in the target grid. The service model herein refers to the monthly average traffic volume of the mobile operator corresponding to the user in the target grid, and therefore, further, the ratio of the user volume of the target grid in this implementation may be:
Figure BDA0003128766330000141
the EQ is the first monthly average traffic volume of the first mobile operator in the target grid, the EQ' is the second monthly average traffic volume of the second mobile operator in the target grid, and the EQ ″ is the third monthly average traffic volume of the third mobile operator in the target grid.
For example, if the ratio of the traffic of the mobile operators at the target grid SG01 is B1: B1 ': B1 ', and the average traffic of the first mobile operator at the target grid SG01 in the first month is E1, the average traffic of the second mobile operator at the target grid SG01 in the second month is E1 ', and the average traffic of the third mobile operator at the target grid SG01 in the third month is E1 ″, the ratio of the user amounts of the mobile operators at the target grid SG01 is:
Figure BDA0003128766330000151
accordingly, the ratio of the number of users of these mobile operators in other target grids may also be determined with reference to the above embodiments.
S1034, determining the total user quantity of the target grid according to the ratio of the user quantity and the first user quantity.
Specifically, referring to step S1032, when the user quantity of the target grid of a certain mobile operator is the first user quantity, the total user quantity of the target grid determined in this embodiment may be determined according to the following formula:
Figure BDA0003128766330000152
in some embodiments, referring to the above embodiments, the total user volumes of different target grids may also be determined according to steps S1033 to S1034, and then the total user volumes of the target areas are determined according to the total user volumes of the target grids, and a specific process may refer to the above embodiments, which is not described herein again.
In some embodiments, as shown in fig. 9, after step S1032 or step S1034, the method further includes:
and S104, determining the target full-amount user quantity of the target grid according to the full-amount user quantity and the popularity rate of the mobile phone.
Specifically, since the communication devices used by some communication users may be multi-card multi-standby devices, after determining the full amount of users of the target grid in step S1032 or S1034, the full amount of users may be further processed to reduce the number of multi-card multi-standby users therein.
The target full user amount may here be determined according to the following formula:
Figure BDA0003128766330000153
or
Figure BDA0003128766330000154
Where r is the mobile phone popularity.
In some embodiments, after determining the target full users for the target grids, the full users for the target regions may be determined according to the target full users for the target grids.
According to the embodiment of the application, the service volume ratio of the mobile operator in the target grid is not needed to be combined with the service model of the mobile operator in the target grid, so that the accuracy of the user volume ratio of different mobile operators in the target grid can be further provided, and the accuracy of the evaluation of the target grid corresponding to the full user volume is provided. Furthermore, the embodiment of the application also combines the total user quantity of the target grid with the popularity rate of the mobile phone in the target grid to reduce repeated users in the total user quantity corresponding to the target grid, determine the corresponding target total user quantity and improve the accuracy of the evaluation of the total user quantity corresponding to the target grid again.
In some embodiments, as shown in fig. 10, before step S101, the method further includes:
s100a, determining the longitude and latitude of the target sector according to the working parameter data and the longitude and latitude correction formula of the target base station.
The working parameter data comprises the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in a target area, and the target sector is any sector of the target base station; and the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector.
Specifically, the work parameters can be as shown in the following table 4:
TABLE 4
Figure BDA0003128766330000161
The traffic in table 4 above is the traffic of the corresponding time period when the full-user evaluation device evaluates the full-user of the target grid.
In practice, the longitude and latitude of the sector corresponding to the base station are the same as those of the base station, and a sector-level Thiessen diagram of a target area is established by the GIS according to the information of the sector corresponding to the base station, so that the longitude and latitude of the sector corresponding to each base station in the target area can be corrected according to a longitude and latitude correction formula, and each sector can have different longitude and latitude. The correction of the latitude and longitude of the sector in the embodiment of the application may be to deviate each sector to a certain distance from the corresponding direction angle.
Further, the longitude and latitude correction formula includes a longitude correction formula and a latitude correction formula, which are specifically as follows:
LO’=LO-0.00005*cos[(90+AZ)*π/180];
LA’=LA-0.00005*sin[(90+AZ)*π/180]。
wherein, LO 'is the longitude of the target sector, LO is the longitude of the target base station, AZ is the direction angle of the target sector, LA' is the latitude of the target sector, and LA is the latitude of the target base station. Here, 0.00005 is the deviation distance of the sector to the corresponding direction angle, such as 0.00005 km. Of course, 0.00005 is only exemplary and can be set empirically by one skilled in the art.
S100b, determining a target sector level Thiessen diagram corresponding to the target area according to the longitude and latitude of the target sector.
Specifically, after determining the latitude and longitude of the sectors corresponding to each base station in the target area, the GIS may determine the target sector-level thiessen chart of the target sector by combining the coverage ranges corresponding to the sectors. The process of determining the target sector-level thiessen diagram by the GIS according to the longitude and latitude and the coverage range corresponding to all sectors in the target area may refer to technical means commonly used in the art, and details are not repeated here.
The method for evaluating the total user quantity provided by the embodiment of the application comprises the following steps: dividing a target grid into a plurality of sub-areas by a full user quantity evaluation device according to a target sector level Thiessen diagram of a target area; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid in a plurality of grids; the full-user-quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POI (point of interest) of the sub-area to the total number of POI of the target sector and the traffic of the target sector; the full user quantity evaluation device determines the full user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators; the first user amount is the user amount of any mobile operator in the target grid. In the embodiment of the application, the sector-level Thiessen diagram of the target area and the grid division of the target area are combined, the sector-level Thiessen diagram is used for dividing the grid in the target area into a plurality of sub-areas, and each grid can comprise a plurality of sub-areas; because the traffic of different mobile operators in the sub-areas is different, after the traffic of each sub-area is determined according to the first formula, the traffic of different mobile operators in the corresponding grids can be determined according to the traffic of the sub-areas, and the traffic ratio of the different mobile operators in the corresponding grids is taken as the user quantity ratio of the mobile operators in the corresponding grids, so that any mobile operator can determine the full user quantity of the grids according to the user quantity of the mobile operator in the corresponding grids; in the embodiment of the application, the ratio of the traffic of different mobile operators on the corresponding grids is taken as the ratio of the corresponding user amounts (the more the user amounts are, the larger the traffic is), and the traffic of the mobile operators on different grids can be determined according to the traffic of the sector covering the corresponding grids and the corresponding formula, so that the ratio of the traffic of different grids is different in the embodiment, and the total user amounts determined by different grids according to the traffic ratio are also different; therefore, the total user quantity calculated by the embodiment is more accurate when representing the total user quantity of the corresponding grid.
As shown in fig. 11, an apparatus 20 for estimating the total user amount in a target area is provided in the present embodiment, where the target area includes a plurality of grids, the target area includes a plurality of base stations, and the plurality of base stations belong to different mobile operators. The total user amount evaluation device 20 includes:
the region segmentation module 201 is configured to divide the target grid into a plurality of sub-regions according to the target sector-level thiessen map of the target region; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to a target area of any mobile operator, and the target grid is any grid of a plurality of grids.
A traffic calculation module 202, configured to determine, according to a first formula, traffic corresponding to the multiple sub-regions determined by the region segmentation module 201, and determine, according to the traffic corresponding to the multiple sub-regions, a target traffic of the target grid; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POIs (points of interest) in the sub-area to the total number of POIs in the target sector, and the traffic volume of the target sector.
A total user quantity calculating module 203, configured to determine a total user quantity of the target grid according to the target traffic quantities and the first user quantities corresponding to the different mobile operators determined by the traffic quantity calculating module 202; the first user amount is the user amount of any mobile operator in the target grid.
In some embodiments, the first formula is specifically:
B=[m*A+(1-m)*P]*S。
wherein, B is the traffic of the sub-region, m is the weight coefficient, a is the ratio of the area of the sub-region to the area of the target sector, P is the ratio of the number of POIs in the sub-region to the total number of POIs in the target sector, and S is the traffic of the target sector.
In some embodiments, as shown in fig. 12, the total user amount evaluation device 20 further includes a latitude and longitude correction module 204 and a drawing module 205.
The latitude and longitude correction module 204 is used for determining the latitude and longitude of the target sector according to the working parameter data and the latitude and longitude correction formula of the target base station; the working parameters comprise the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in a target area, and the target sector is any sector of the target base station; and the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector.
And the drawing module 205 is configured to determine a target sector-level thieson diagram corresponding to the target area according to the longitude and latitude of the target sector determined by the longitude and latitude correction module 204.
In some embodiments, the target traffic volume includes a first target traffic volume, a second target traffic volume, and a third target traffic volume, the first target traffic volume is a traffic volume of the first mobile operator in the target grid, the second target traffic volume is a traffic volume of the second mobile operator in the target grid, and the third target traffic volume is a traffic volume of the third mobile operator in the target grid.
The total user amount calculating module 203 is specifically configured to:
determining the ratio of the traffic of the first mobile operator, the second mobile operator and the third mobile operator in the target grid according to the first target traffic, the second target traffic and the third target traffic; and determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
In some embodiments, the total user amount calculating module 203 is further specifically configured to:
determining the ratio of the user quantity of different mobile operators in the target grid according to the ratio of the service quantity and the first-month average flow consumption amount service quantity, the second-month average flow consumption amount service quantity and the third-month average flow consumption amount service quantity; the first month average flow consumption amount service volume corresponds to a first mobile operator, the second month average flow consumption amount service volume corresponds to a second mobile operator, and the third month average flow consumption amount service volume corresponds to a third mobile operator; and determining the total user quantity of the target grid according to the ratio of the user quantity and the first user quantity.
In some embodiments, the total amount of users calculating module 203 is further configured to:
and determining the target full-amount user quantity of the target grid according to the full-amount user quantity and the popularity rate of the mobile phone.
In the embodiment of the application, the sector-level Thiessen diagram of the target area and the grid division of the target area are combined, the sector-level Thiessen diagram is used for dividing the grid in the target area into a plurality of sub-areas, and each grid can comprise a plurality of sub-areas; because the traffic of different mobile operators in the sub-areas is different, after the traffic of each sub-area is determined according to the first formula, the traffic of different mobile operators in the corresponding grids can be determined according to the traffic of the sub-areas, and the traffic ratio of the different mobile operators in the corresponding grids is taken as the user quantity ratio of the mobile operators in the corresponding grids, so that any mobile operator can determine the full user quantity of the grids according to the user quantity of the mobile operator in the corresponding grids; in the embodiment of the application, the ratio of the traffic of different mobile operators on the corresponding grids is taken as the ratio of the corresponding user amounts (the more the user amounts are, the larger the traffic is), and the traffic of the mobile operators on different grids can be determined according to the traffic of the sectors covering the corresponding grids and the corresponding formulas, so that the ratio of the traffic of different grids is different in the embodiment, and the total user amounts determined by different grids according to the traffic ratio are also different; therefore, the total user quantity calculated by the embodiment is more accurate when representing the total user quantity of the corresponding grid.
As shown in fig. 13, the embodiment of the present application further provides another full-user quantity evaluation apparatus, which includes a memory 31, a processor 32, a bus 33, and a communication interface 34; the memory 31 is used for storing computer execution instructions, and the processor 32 is connected with the memory 31 through a bus 33; when the full user quantity evaluation device is operating, the processor 32 executes computer-executable instructions stored in the memory 31 to cause the full user quantity evaluation device to perform the full user quantity evaluation method provided in the above-described embodiment.
In particular implementations, processor 32(32-1 and 32-2) may include one or more CPUs, such as CPU0 and CPU1 shown in FIG. 13, as one embodiment. And as an example, the full-user quantity evaluation means may comprise a plurality of processors 32, such as the processor 32-1 and the processor 32-2 shown in fig. 13. Each of these processors 32 may be a single-Core Processor (CPU) or a multi-Core Processor (CPU). Processor 32 may refer herein to one or more devices, circuits, and/or processing cores for processing data (e.g., computer program instructions).
The memory 31 may be a read-only memory (ROM) or other type of static storage device that can store static information and instructions, a Random Access Memory (RAM) or other type of dynamic storage device that can store information and instructions, an electrically erasable programmable read-only memory (EEPROM), a compact disc read-only memory (CD-ROM) or other optical disk storage, optical disk storage (including compact disc, laser disc, optical disc, digital versatile disc, blu-ray disc, etc.), magnetic disk storage or other magnetic storage devices, or any other medium that can be used to carry or store desired program code in the form of instructions or data structures and that can be accessed by a computer, but is not limited to these. The memory 31 may be self-contained and coupled to the processor 32 via a bus 33. The memory 31 may also be integrated with the processor 32.
In a specific implementation, the memory 31 is used for storing data in the present application and computer-executable instructions corresponding to software programs for executing the present application. The processor 32 may evaluate various functions of the apparatus by running or executing software programs stored in the memory 31 and invoking data stored in the memory 31.
The communication interface 34, which may be any transceiver or other communication device, is used for communicating with other devices or communication networks, such as a control system, a Radio Access Network (RAN), a Wireless Local Area Network (WLAN), and the like. The communication interface 34 may include a receiving unit implementing a receiving function and a transmitting unit implementing a transmitting function.
The bus 33 may be an Industry Standard Architecture (ISA) bus, a Peripheral Component Interconnect (PCI) bus, an extended ISA (enhanced industry standard architecture) bus, or the like. The bus 33 may be divided into an address bus, a data bus, a control bus, etc. For ease of illustration, only one thick line is shown in FIG. 13, but this is not intended to represent only one bus or type of bus.
The embodiment of the present application further provides a computer-readable storage medium, where the computer-readable storage medium includes computer execution instructions, and when the computer execution instructions are executed on a computer, the computer is enabled to execute the full-user-volume assessment method provided in the foregoing embodiment.
The embodiment of the present application further provides a computer program, where the computer program may be directly loaded into a memory and contains a software code, and the computer program is loaded and executed by a computer, so as to implement the full-volume user volume assessment method provided in the foregoing embodiment.
Those skilled in the art will recognize that in one or more of the examples described above, the functions described herein may be implemented in hardware, software, firmware, or any combination thereof. When implemented in software, the functions may be stored on or transmitted over as one or more instructions or code on a computer-readable medium. Computer-readable media includes both computer storage media and communication media including any medium that facilitates transfer of a computer program from one place to another. A storage media may be any available media that can be accessed by a general purpose or special purpose computer.
Through the description of the foregoing embodiments, it will be clear to those skilled in the art that, for convenience and simplicity of description, only the division of the functional modules is illustrated, and in practical applications, the above function distribution may be completed by different functional modules as needed, that is, the internal structure of the apparatus may be divided into different functional modules to complete all or part of the above described functions.
In the several embodiments provided in the present application, it should be understood that the disclosed apparatus and method may be implemented in other manners. For example, the above-described apparatus embodiments are merely illustrative, and for example, the division of the modules or units is only one logical function division, and there may be other division ways in actual implementation. For example, various elements or components may be combined or may be integrated into another device, or some features may be omitted, or not implemented. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form. Units described as separate parts may or may not be physically separate, and parts displayed as units may be one physical unit or a plurality of physical units, may be located in one place, or may be distributed to a plurality of different places. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit. The integrated unit, if implemented in the form of a software functional unit and sold or used as a stand-alone product, may be stored in a readable storage medium. Based on such understanding, the technical solutions of the embodiments of the present application, or portions of the technical solutions that substantially contribute to the prior art, or all or portions of the technical solutions may be embodied in the form of a software product, where the software product is stored in a storage medium and includes several instructions to enable a device (which may be a single chip, a chip, or the like) or a processor (processor) to execute all or part of the steps of the methods described in the embodiments of the present application. And the aforementioned storage medium includes: various media capable of storing program codes, such as a U disk, a removable hard disk, a ROM, a RAM, a magnetic disk, or an optical disk.
The above description is only for the specific embodiments of the present application, but the scope of the present application is not limited thereto, and any changes or substitutions that can be easily conceived by those skilled in the art within the technical scope of the present application should be covered within the scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.

Claims (10)

1. A full user quantity evaluation method is characterized in that the method is used for evaluating the full user quantity of a target area, the target area comprises a plurality of grids, the target area comprises a plurality of base stations, and the base stations belong to different mobile operators; the method comprises the following steps:
the total user quantity evaluation device divides a target grid into a plurality of sub-areas according to the target sector level Thiessen diagram of the target area; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to the target area of any mobile operator, and the target grid is any grid in the multiple grids;
the full-user quantity evaluation device determines the traffic corresponding to the plurality of sub-areas according to a first formula, and determines the target traffic of the target grid according to the traffic corresponding to the plurality of sub-areas; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POIs (point of interest) in the sub-area to the total number of POIs in the target sector, and the traffic volume of the target sector;
the full user quantity evaluation device determines the full user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators; the first user quantity is the user quantity of any mobile operator in the target grid;
the first formula is specifically:
B=[m*A+(1-m)*P]*S;
wherein, B is the traffic volume of the sub-region, m is a weight coefficient, a is the ratio of the area of the sub-region to the area of the target sector, P is the ratio of the number of POIs of the sub-region to the total number of POIs of the target sector, and S is the traffic volume of the target sector;
the target traffic volume comprises a first target traffic volume, a second target traffic volume and a third target traffic volume, wherein the first target traffic volume is the traffic volume of a first mobile operator in the target grid, the second target traffic volume is the traffic volume of a second mobile operator in the target grid, and the third target traffic volume is the traffic volume of a third mobile operator in the target grid; the determining, by the full-user-volume evaluation device, the full-user volume of the target grid according to the target traffic volume and the first user volume corresponding to different mobile operators includes:
determining a ratio of traffic volumes of the first mobile operator, the second mobile operator, and the third mobile operator within the target grid according to the first target traffic volume, the second target traffic volume, and the third target traffic volume;
and determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
2. The method of claim 1, wherein before the device for evaluating the total amount of users divides the target grid into a plurality of sub-areas according to the target sector-level Thiessen diagram of the target area, the method further comprises:
determining the longitude and latitude of the target sector according to the working parameter data and the longitude and latitude correction formula of the target base station; the working parameters comprise the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in the target area, and the target sector is any sector of the target base station; the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector;
and determining the target sector level Thiessen chart corresponding to the target area according to the longitude and latitude of the target sector.
3. The full subscriber volume assessment method according to claim 1, wherein said determining a ratio of traffic volumes of said first mobile operator, said second mobile operator and said third mobile operator in said target grid according to said first target traffic volume, said second target traffic volume and said third target traffic volume, further comprises:
determining the ratio of the user quantity of different mobile operators in the target grid according to the ratio of the service quantities and the average service quantity in the first month, the average service quantity in the second month and the average service quantity in the third month; the first monthly average traffic volume corresponds to the first mobile operator, the second monthly average traffic volume corresponds to the second mobile operator, and the third monthly average traffic volume corresponds to the third mobile operator;
and determining the total user quantity of the target grid according to the ratio of the user quantities and the first user quantity.
4. The full-user-quantity evaluation method according to claim 3, further comprising:
and determining the target full amount of users of the target grid according to the full amount of users and the popularity rate of the mobile phone.
5. A full-user quantity evaluation device is used for evaluating the full-user quantity of a target area, wherein the target area comprises a plurality of grids, the target area comprises a plurality of base stations, and the base stations belong to different mobile operators; the device comprises:
the region segmentation module is used for dividing the target grid into a plurality of sub-regions according to the target sector level Thiessen diagram of the target region; the target sector-level Thiessen diagram is a sector-level Thiessen diagram of a base station corresponding to the target area of any mobile operator, and the target grid is any grid in the multiple grids;
the traffic calculation module is used for determining the traffic corresponding to the sub-regions determined by the region segmentation module according to a first formula and determining the target traffic of the target grid according to the traffic corresponding to the sub-regions; the first formula is related to the ratio of the area of the sub-area to the area of the target sector, the ratio of the number of POIs (point of interest) of the sub-area to the total number of POIs of the target sector, and the traffic volume of the target sector; the first formula is specifically:
B=[m*A+(1-m)*P]*S;
wherein, B is the traffic of the sub-area, m is a weight coefficient, a is the ratio of the area of the sub-area to the area of the target sector, P is the ratio of the number of POIs of the sub-area to the total number of POIs of the target sector, and S is the traffic of the target sector;
a total user quantity calculation module, configured to determine a total user quantity of the target grid according to the target service quantity and the first user quantity corresponding to different mobile operators determined by the service quantity calculation module; the first user quantity is the user quantity of any mobile operator in the target grid;
the target traffic volume comprises a first target traffic volume, a second target traffic volume and a third target traffic volume, wherein the first target traffic volume is the traffic volume of a first mobile operator in the target grid, the second target traffic volume is the traffic volume of a second mobile operator in the target grid, and the third target traffic volume is the traffic volume of a third mobile operator in the target grid; the total user amount calculation module is specifically configured to:
determining a ratio of traffic volumes of the first mobile operator, the second mobile operator, and the third mobile operator within the target grid according to the first target traffic volume, the second target traffic volume, and the third target traffic volume;
and determining the total user quantity of the target grid according to the traffic ratio and the first user quantity.
6. The full-user-volume assessment device according to claim 5, wherein said device further comprises a latitude and longitude correction module and a mapping module;
the longitude and latitude correction module is used for determining the longitude and latitude of the target sector according to the working parameter data and the longitude and latitude correction formula of the target base station; the working parameters comprise the name of a sector corresponding to the target base station, the direction angle of the corresponding sector and the longitude and latitude of the target base station; the target base station is a base station corresponding to any mobile operator in the target area, and the target sector is any sector of the target base station; the longitude and latitude correction formula is related to the longitude and latitude of the target base station and the direction angle of the corresponding sector;
the drawing module is used for determining the target sector level Thiessen chart corresponding to the target area according to the longitude and latitude of the target sector determined by the longitude and latitude correction module.
7. The full-user assessment device according to claim 5, wherein the full-user computation module is further specifically configured to:
determining the ratio of the user quantity of different mobile operators in the target grid according to the ratio of the service quantities and the first month average service quantity, the second month average service quantity and the third month average service quantity; the first monthly average traffic volume corresponds to the first mobile operator, the second monthly average traffic volume corresponds to the second mobile operator, and the third monthly average traffic volume corresponds to the third mobile operator;
and determining the total user quantity of the target grid according to the ratio of the user quantities and the first user quantity.
8. The full user quantity evaluation device according to claim 7, wherein the full user quantity calculation module is further configured to:
and determining the target full amount of users of the target grid according to the full amount of users and the popularity rate of the mobile phone.
9. A full-user quantity evaluation device is characterized by comprising a memory, a processor, a bus and a communication interface; the memory is used for storing computer execution instructions, and the processor is connected with the memory through the bus; when the full user quantity evaluation device is running, the processor executes the computer-executable instructions stored by the memory to cause the full user quantity evaluation device to perform the full user quantity evaluation method of any one of claims 1-4.
10. A computer-readable storage medium comprising computer-executable instructions that, when executed on a computer, cause the computer to perform the full-user volume assessment method according to any one of claims 1-4.
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