CN107809740A - Wi Fi focus disposition optimizations method, server and storage medium - Google Patents

Wi Fi focus disposition optimizations method, server and storage medium Download PDF

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Publication number
CN107809740A
CN107809740A CN201710883895.1A CN201710883895A CN107809740A CN 107809740 A CN107809740 A CN 107809740A CN 201710883895 A CN201710883895 A CN 201710883895A CN 107809740 A CN107809740 A CN 107809740A
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hotspot
commercial circle
user
mobile terminal
commercial
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CN107809740B (en
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金新
王建明
肖京
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Ping An Technology Shenzhen Co Ltd
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Ping An Technology Shenzhen Co Ltd
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Priority to CN201710883895.1A priority Critical patent/CN107809740B/en
Priority to PCT/CN2017/108771 priority patent/WO2019061663A1/en
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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W16/00—Network planning, e.g. coverage or traffic planning tools; Network deployment, e.g. resource partitioning or cells structures
    • H04W16/18—Network planning tools
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/02—Arrangements for optimising operational condition
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W48/00—Access restriction; Network selection; Access point selection
    • H04W48/16—Discovering, processing access restriction or access information

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Computer Security & Cryptography (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The present invention proposes a kind of Wi Fi focuses disposition optimization method, and this method includes：The Wi Fi hotspot lists for gathering the first position information of mobile terminal and scanning, location information include the longitude and latitude of the first mobile terminal；Wi Fi hotspot lists are aggregated in multiple commercial circles；Determine the concentrated area of Wi Fi focuses in multiple commercial circles；Calculate user satisfaction of first user to Wi Fi focuses in multiple commercial circles；And, respond the operation that second user selects the first commercial circle, filter out the second commercial circle, according to flow of the people aggregation zone in Wi Fi focuses in second commercial circle and the first number of users, the first commercial circle and Wi Fi focuses concentrated area, it is determined that improving quantity and the position for the Wi Fi focuses that the first commercial circle user satisfaction needs adjust.The present invention is provided the prioritization scheme that Wi Fi focuses are disposed in commercial circle, is lifted user's online experience using the distribution situation and user satisfaction of Wi Fi focuses in commercial circle.The present invention also proposes a kind of server and computer-readable recording medium.

Description

Wi-Fi Hotspot disposition optimization method, server and storage medium
Technical field
The present invention relates to field of computer technology, more particularly to a kind of Wi-Fi Hotspot disposition optimization method, server and meter Calculation machine readable storage medium storing program for executing.
Background technology
With the developing of science and technology, the progress of society, wireless Wi-Fi (Wireless Fidelity, Wireless-Fidelity) technology exists It is extremely important in the life of current people, but because the distribution of wireless signal focus has randomness, lack to hotspot location Rationally deploy to ensure effective monitoring and control of illegal activities and constrain, blindness and it is random the characteristics of show clearly.Mobile phone, game machine, portable computer etc. disappear Expense electronic product is increasingly popularized, end product is abundant make Wi-Fi popularity rate will more and more higher, reinforcement realizes Wi-Fi The all standing research of signal has substantive significance.
At present, those skilled in the art judge to whether there is position in current space to be laid by calculating the overlay area of focus In, if so, be then adjusted the position of focus toward the direction of the blind spot outside the overlay area of focus, or close to blind Focus is laid in the position of point in addition, until the whole position in space to be laid obtains the covering of at least one focus, so as to excellent Change the arrangement to Wi-Fi Hotspot.
However, it is necessary to consider the stream of people in the commercial circle for the commercial circle that a Wi-Fi Hotspot deployment needs to optimize Amount, user are to the user satisfaction of Wi-Fi Hotspot in commercial circle, so as to according to flow of the people aggregation zone in user satisfaction and commercial circle Determine which the deployment of existing Wi-Fi Hotspot has, therefore, how to make full use of Wi-Fi Hotspot, to existing Wi- The position of Fi focuses deployment is adjusted, and increases the signal covering crowd of Wi-Fi Hotspot, the online experience of user is lifted, is one Individual urgent problem to be solved.
The content of the invention
The present invention provides a kind of Wi-Fi Hotspot disposition optimization method, server and computer-readable recording medium, and its is main Purpose is, by understanding distribution situation of the user to Wi-Fi Hotspot in the satisfaction of commercial circle Wi-Fi Hotspot and commercial circle, provides The prioritization scheme that Wi-Fi Hotspot is disposed in commercial circle, to lift usage experience of the user to Wi-Fi Hotspot.
To achieve the above object, the present invention provides a kind of server, and the server includes：Memory, processor, it is described to deposit Wi-Fi Hotspot disposition optimization program is stored with reservoir, when the Wi-Fi Hotspot disposition optimization program is by the computing device Realize following steps：
Acquisition step：The first mobile terminal is gathered in the location information of current location and the first mobile terminal in current location The Wi-Fi Hotspot list scanned, the location information include the longitude and latitude of the first mobile terminal current location；
First calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first of hash values The result of pre-set level, first mobile terminal is scanned in current location according to the result of first pre-set level Wi-Fi Hotspot list is aggregated in multiple commercial circles；
Second calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second of hash values The result of pre-set level, according to the result of second pre-set level, determine the concentration zones of Wi-Fi Hotspot in the multiple commercial circle Domain；
3rd calculation procedure：Read history number of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time According to calculating the first user of the first mobile terminal to the user satisfaction of Wi-Fi Hotspot in the multiple commercial circle；And
Optimization Steps：Response second user selects first commercial circle in the second mobile terminal from the multiple commercial circle Clicking operation, second commercial circle is filtered out from the multiple commercial circle, second commercial circle, first use in the multiple commercial circle Amount amount is suitable with the first number of users of the first commercial circle and user satisfaction highest, according to Wi-Fi Hotspot in second commercial circle Incidence relation between quantity and the first number of users, it is determined that improving the Wi-Fi heat that the first commercial circle user satisfaction needs to adjust Point quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user expires Meaning degree needs the position of the Wi-Fi Hotspot adjusted.
In addition, to achieve the above object, the present invention also provides a kind of Wi-Fi Hotspot disposition optimization method, and this method includes：
Acquisition step：The first mobile terminal is gathered in the location information of current location and the first mobile terminal in current location The Wi-Fi Hotspot list scanned, the location information include the longitude and latitude of the first mobile terminal current location；
First calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first of hash values The result of pre-set level, first mobile terminal is scanned in current location according to the result of first pre-set level Wi-Fi Hotspot list is aggregated in multiple commercial circles；
Second calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second of hash values The result of pre-set level, according to the result of second pre-set level, determine the concentration zones of Wi-Fi Hotspot in the multiple commercial circle Domain；
3rd calculation procedure：Read history number of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time According to calculating the first user of the first mobile terminal to the user satisfaction of Wi-Fi Hotspot in the multiple commercial circle；And
Optimization Steps：Response second user selects first commercial circle in the second mobile terminal from the multiple commercial circle Clicking operation, second commercial circle is filtered out from the multiple commercial circle, second commercial circle, first use in the multiple commercial circle Amount amount is suitable with the first number of users of the first commercial circle and user satisfaction highest, according to Wi-Fi Hotspot in second commercial circle Incidence relation between quantity and the first number of users, it is determined that improving the Wi-Fi heat that the first commercial circle user satisfaction needs to adjust Point quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user expires Meaning degree needs the position of the Wi-Fi Hotspot adjusted.
In addition, to achieve the above object, the present invention also provides a kind of computer-readable recording medium, described computer-readable Wi-Fi Hotspot disposition optimization program is stored with storage medium, when the Wi-Fi Hotspot disposition optimization program is executed by processor The step of realizing Wi-Fi Hotspot disposition optimization method as described above.
Compared to prior art, method, server and computer-readable recording medium proposed by the present invention, moved by obtaining The historical data for all Wi-Fi Hotspots that dynamic terminal scanning arrives, calculate satisfaction of the user to each commercial circle Wi-Fi Hotspot, each business The aggregation zone of Wi-Fi Hotspot in circle, according to result of calculation, provide for Wi-Fi Hotspot in the relatively low commercial circle of user satisfaction The prioritization scheme of deployment, increase Wi-Fi Hotspot cover crowd, lift the online experience of user.
Brief description of the drawings
Fig. 1 is the schematic diagram of server preferred embodiment of the present invention；
Fig. 2 is the module diagram of Wi-Fi Hotspot disposition optimization program preferred embodiment in Fig. 1；
Fig. 3 is the flow chart of Wi-Fi Hotspot disposition optimization method preferred embodiment of the present invention.
The realization, functional characteristics and advantage of the object of the invention will be described further referring to the drawings in conjunction with the embodiments.
Embodiment
It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, it is not intended to limit the present invention.
The present invention provides a kind of server 1.It is the schematic diagram of the preferred embodiment of server 1 of the present invention shown in reference picture 1. In the present embodiment, the server 1 includes memory 11, processor 12, network interface 13 and communication bus 14.Wherein, communicate Bus 14 is used to realize the connection communication between these components.
Server 1 can be rack-mount server, blade server, tower server or Cabinet-type server etc..
Network interface 13 can include wireline interface, the wave point (such as WI-FI interfaces) of standard.It is generally used for connection to move Dynamic terminal.In the present embodiment, server 1 connects multiple first mobile terminals 21, the second mobile terminal by network interface 13 22.Wherein, first mobile terminal 21, the second mobile terminal 22 can be notebook, tablet personal computer, smart mobile phone, electronics Book reader etc. has the terminal device of WLAN configuration and display function.
Memory 11 includes the readable storage medium storing program for executing of at least one type.The readable storage medium storing program for executing of at least one type Can be such as flash memory, hard disk, multimedia card, the non-volatile memory medium of card-type memory.In certain embodiments, it is described can Read the internal storage unit that storage medium can be the server 1, such as the hard disk of the server 1.In other embodiments In, the readable storage medium storing program for executing can also be the External memory equipment of the server 1, such as be equipped with the server 1 Plug-in type hard disk, intelligent memory card (Smart Media Card, SMC), secure digital (Secure Digital, SD) card, dodge Deposit card (Flash Card) etc..
In the present embodiment, the readable storage medium storing program for executing of the memory 11 is generally used for storage and is installed on the server 1 Wi-Fi Hotspot disposition optimization program, the first mobile terminal 21 collect Wi-Fi Hotspot and user historical data, in advance really The model file of Logic Regression Models after set and renewal, the distribution situation from flow of the people in each commercial circle that third party obtains Deng.The memory 11 can be also used for temporarily storing the data that has exported or will export.
Processor 12 can be in certain embodiments a central processing unit (Central Processing Unit, CPU), microprocessor or other data processing chips, for the program code or processing data stored in run memory 11, example Such as perform Wi-Fi Hotspot disposition optimization program.
Fig. 1 illustrate only the server 1 with component 11-14 and Wi-Fi Hotspot disposition optimization program 10, but should manage Solution is, it is not required that implements all components shown, the more or less component of the implementation that can be substituted.
Optionally, the server 1 can also include user interface, and user interface can include input block such as keyboard (Keyboard), optional user interface can also include wireline interface, the wave point of standard.
Optionally, the server 1 can also include display, be referred to as display screen or display unit.In some realities Applying in example can be light-emitting diode display, liquid crystal display, touch-control liquid crystal display and OLED (Organic Light- Emitting Diode, Organic Light Emitting Diode) touch device etc..The display is used to show the letter handled in the server 1 Cease and for showing visual user interface.
Alternatively, the server 1 can also include camera, RF (Radio Frequency, radio frequency) circuit, sensor, Voicefrequency circuit etc., it will not be repeated here.
In the embodiment shown in fig. 1, Wi-Fi Hotspot disposition optimization program 10, processor 12 are stored with memory 11 Following steps are realized when performing the Wi-Fi Hotspot disposition optimization program 10 stored in memory 11：
Acquisition step：The first mobile terminal 21 is gathered in the location information of current location and the first mobile terminal 21 current The Wi-Fi Hotspot list that position is scanned, the location information include the longitude and latitude of the current location of the first mobile terminal 21；
First calculation procedure：The hash values of the longitude and latitude of the current location of the first mobile terminal 21 are calculated, take the of hash values The result of one pre-set level, according to the result of first pre-set level, by first mobile terminal 21, in current location, scanning is arrived Wi-Fi Hotspot list be aggregated in multiple commercial circles；
Second calculation procedure：The hash values of the longitude and latitude of the current location of the first mobile terminal 21 are calculated, take the of hash values The result of two pre-set levels, according to the result of second pre-set level, determine the concentration zones of Wi-Fi Hotspot in the multiple commercial circle Domain；
3rd calculation procedure：Read history number of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time According to calculating the first user of the first mobile terminal 21 to the user satisfaction of Wi-Fi Hotspot in the multiple commercial circle；And
Optimization Steps：Response second user selects first commercial circle in the second mobile terminal 22 from the multiple commercial circle Clicking operation, second commercial circle is filtered out from the multiple commercial circle, second commercial circle is first in the multiple commercial circle Number of users is suitable with the first number of users of the first commercial circle and user satisfaction highest, according to Wi-Fi heat in second commercial circle Incidence relation between point quantity and the first number of users, it is determined that improving the Wi-Fi that the first commercial circle user satisfaction needs to adjust Focus quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user Satisfaction needs the position of the Wi-Fi Hotspot adjusted.
In the present embodiment, there are multiple different commercial circles in each city, wherein, commercial circle refers to a range of area, the One user, which refers to, to be accessed by the first mobile terminal 21 and has used the user of Wi-Fi Hotspot in each commercial circle, and second user refers to Wi-Fi The staff of focus supplier, second user understand the distribution feelings of Wi-Fi Hotspot in each commercial circle by the second mobile terminal 22 Condition and the first user are provided with for connecting Wi- on the first mobile terminal 21 to the user satisfaction of Wi-Fi Hotspot in each commercial circle The APP of Fi focuses, the APP can obtain positional information (longitude and latitude) of first mobile terminal 21 in current location, and the second movement is eventually The client-side program of Wi-Fi Hotspot disposition optimization program 10 is installed on end 22.Focus supplier can pass through multiple channel The region of each user of commercial circle first aggregation in each city is solved, such as related data is obtained by third party.
When needing the deployment to Wi-Fi Hotspot in certain commercial circle to optimize, the APP is scanned by the first mobile terminal 21 In the available Wi-Fi Hotspot list in current location, and all Wi-Fi Hotspots are collected in Wi-Fi Hotspot list in preset time (one Week) interior historical data, including：Wi-Fi title, accessed time and duration, mode of operation (successful connection, connection failure, are stepped on Lu Chenggong, log in unsuccessfully etc.), the accessed frequency, whether operator provides etc., then above-mentioned historical data is sent to server 1.Server 1 passes through data warehouse technology (Extract-Transform-Load, abbreviation ETL) to the historical data, extracts Crucial historical data, such as Wi-Fi marks, time, position, attended operation, online duration, successful connection number, connection failure time Number, number of retries, log in number of success, log in frequency of failure etc., preserving into memory 11, user satisfaction is carried out for follow-up Calculate operation.
It is understood that when the first mobile terminal 21, in some position, available Wi-Fi Hotspot list is arrived in scanning, is said The emitter (hereinafter referred to as Wi-Fi Hotspot) of Wi-Fi Hotspot in the bright Wi-Fi Hotspot list also is located at the first mobile terminal Near 21 positions, therefore, the position of Wi-Fi Hotspot can be estimated according to the location information of the first mobile terminal 21.Need It is appreciated that, the hash values that longitude and latitude is calculated using geohash algorithms can use multilevel result, the hash values expression of different series Scope is different, such as：One to nine grades of results are can use, take six grades of results to represent that 1.2km*1.2km scope (substantially can be understood as The scope of one commercial circle), take seven grades of results to represent 152m*152m scope.
By taking first mobile terminal A, B, C, D, E as an example, Wi-Fi Hotspot that each first mobile terminal scans in current location List is respectively a, b, c, d, e, it is assumed that the first pre-set level is six grades, and server 1 reads the first movement eventually from memory 11 The longitude and latitude of A, B, C, D, E current location is held, carries out geohash computings respectively, calculates each current location of first mobile terminal 21 Longitude and latitude hash values, take six grades of results of hash values, if first mobile terminal A, B, C, D, E six grades of hash values are identical, First mobile terminal A, B, C, D, E is then judged with a commercial circle, accordingly, the Wi-Fi in Wi-Fi lists a, b, c, d, e Focus is also all located in the commercial circle.
Primarily determining that in commercial circle after Wi-Fi Hotspot, it is necessary to determine Wi-Fi in the commercial circle by the second calculation procedure The region that focus is concentrated, specifically, second calculation procedure includes：According to the result of second pre-set level, by each commercial circle Interior Wi-Fi Hotspot list is divided in the different zones block smaller than commercial circle；Wi-Fi Hotspot list in the different zones block In, the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is merged to form new Wi-Fi Hotspot list；Described will have identical Different zones merged block where the Wi-Fi Hotspot list of Wi-Fi Hotspot forms new region block, determines in different new region blocks The quantity of Wi-Fi Hotspot；And the quantity according to Wi-Fi Hotspot in the different new region block in the commercial circle, obtain in each commercial circle The region that Wi-Fi Hotspot is concentrated.
Assuming that the second pre-set level is seven grades, the longitude and latitude of above-mentioned first mobile terminal A, B, C, D, E current locations is entered Row geohash computings, seven grades of results of hash values are taken, wherein, first mobile terminal A, C seven grades of results are identical, the first movement Seven grades of results of terminal B, E are identical, and multiple Wi-Fi Hotspots in Wi-Fi Hotspot list a, c are divided in region unit P, will Multiple Wi-Fi Hotspots in Wi-Fi Hotspot list b, e are divided in region unit Q, multiple Wi-Fi in Wi-Fi Hotspot list d Focus is individually divided in region unit O.If the Wi-Fi Hotspot repeated in the Wi-Fi Hotspot list in same region unit be present, Deduplication operation is carried out to the Wi-Fi Hotspot in each two Wi-Fi Hotspot list, and by two Wi-Fi Hotspot lists after duplicate removal A Wi-Fi Hotspot list is merged into, until being not present what is repeated between each Wi-Fi Hotspot list in same region unit Wi-Fi Hotspot, that is to say, that if there is 20 Wi-Fi Hotspot lists in some region unit originally, after duplicate removal, Wi-Fi heat Point list quantity can be less than or equal to 20.
It is understood that assume the emitter of certain Wi-Fi Hotspot between 2 points, and this 2 points in the Wi- Within the coverage of Fi focuses, then the first mobile terminal of difference 21 between this 2 points, which can scan, arrives the Wi-Fi Focus, that is to say, that according to the longitude and latitude in the different location informations of first mobile terminal 21, same Wi-Fi Hotspot may The Wi-Fi Hotspot being divided near two adjacent different zones block medium lines, therefore, it is necessary to this kind of Wi-Fi Hotspot It is further processed.Assuming that region unit P, Q are adjacent, and all exist in the Wi-Fi Hotspot list being located in region unit P, Q same Individual Wi-Fi Hotspot, then, region unit P, Q are merged into a new region block, meanwhile, to all Wi-Fi in this new region block Wi-Fi Hotspot in hotspot list carries out duplicate removal, maximumlly determines the quantity of Wi-Fi Hotspot in the new region unit；So Afterwards, duplicate removal is merged to the Wi-Fi Hotspot in multiple new region units, until between all areas block in the commercial circle, region Untill the Wi-Fi Hotspot for not having repetition in block, can so there are a variety of situations, the quantity of new region block is fewer, each new district The scope of domain block is different, and the Wi-Fi Hotspot list quantity in each new region block is different, the Wi- in some new region blocks Fi focus quantity is a lot, and some Wi-Fi quantity is seldom.By the Wi-Fi in obtained each region unit distribution situation and each region unit Focus quantity is associated to the electronic map of the commercial circle, is so assured that the region that Wi-Fi Hotspot is concentrated in the commercial circle.
Next, reading crucial historical data of the Wi-Fi Hotspot in preset time (for example, one week) in each commercial circle, count User satisfaction of first user to Wi-Fi Hotspot in each commercial circle is calculated, specifically, according to the historical data in nearest one week, meter Every user's index of Wi-Fi Hotspot in each commercial circle is calculated, weighting is aggregated into the user satisfaction of the first user, and calculation formula is：
S=C*L*T1/(T2 1/9)
Wherein, S is user satisfaction of first user to Wi-Fi Hotspot in each commercial circle, and C is Wi-Fi Hotspot in each commercial circle Be averaged and connect into power, L is that being averaged for Wi-Fi Hotspot logs in success rate in each commercial circle, T1For Wi-Fi Hotspot in each commercial circle Average online duration (unit min), T2(unit s) is taken for the average successful connection of Wi-Fi Hotspot in each commercial circle.In order to Make calculating more accurate, calculate C, L, T1、T2When need to remove exceptional value (such as maximum, minimum value), calculate T1When to actual online Duration rounds, and more than 10 minutes values are 20 minutes, less than 10 minutes values 10 minutes.
In other embodiments, the 3rd calculation procedure includes：According to Wi-Fi Hotspot in each commercial circle in preset time Historical data and predetermined Logic Regression Models, calculate the first user in each commercial circle Wi-Fi Hotspot user be satisfied with Degree.
Wi-Fi operators can collect the first user to Wi- in commercial circle by runing questionnaire or User Evaluation System The user satisfaction sample of Fi focuses, the predetermined Logic Regression Models are used to calculate the first user in each commercial circle The user satisfaction of Wi-Fi Hotspot, the model file of the Logic Regression Models are stored in memory 11, and it can pass through collection Crucial historical data off-line training in user satisfaction sample and the commercial circle in nearly three months of Wi-Fi Hotspot obtains.
It should be noted that the advantages of off-line training model is abundant using existing substantial amounts of historical data, sample.Online The advantages of training pattern is can to utilize newest data, and model adapts to the change of real time data, in data distribution and history In the case of gap is larger, on-time model is more accurate.In order that the user of Wi-Fi Hotspot expires in each commercial circle being subsequently calculated Meaning degree is more accurate, above-mentioned Logic Regression Models can be updated every three days.Then read from memory 11 in each commercial circle Crucial historical data of the Wi-Fi Hotspot at nearest one week, the Logic Regression Models after input renewal, is calculated the first user couple The user satisfaction of Wi-Fi Hotspot in the commercial circle.Make off-line training and on-line training two ways by combining, both can be taken Advantage, the degree of accuracy of lift scheme, while prevent under thread environment, data volume is very little or caused by network, system problem The problems such as real-time model renewal failure.On being trained renewal to the model and each commercial circle Wi-Fi Hotspot being calculated using it User satisfaction had maturation computational methods, will not be repeated here.
Further, electronic map is installed on the second mobile terminal 22, by electronic map, institute is shown to second user There is the map in city, and after second user selects certain city, also show that Wi- in the position and each commercial circle of all commercial circles in the city The user satisfaction of Fi focuses.When Wi-Fi Hotspot supplier needs the deployment to Wi-Fi Hotspot in certain commercial circle to optimize, carry In the high commercial circle during user satisfaction of Wi-Fi Hotspot, the commercial circle is selected, server 1 will respond the clicking operation, with commercial circle B Exemplified by, current first number of users is a, and server 1 is suitable from the first current number of users of the first number of users and commercial circle B In multiple commercial circles of (for example, a ± 50), commercial circle G with the greatest satisfiction by user is filtered out, according to Wi-Fi Hotspot quantity in the G of commercial circle With the relation of the first number of users, judge whether Wi-Fi Hotspot should be increased or decreased in the B of commercial circle, then according to the stream of people in the B of commercial circle Aggregation zone is measured compared with the concentrated area of Wi-Fi Hotspot in the B of commercial circle, judges to need to adjust Wi-Fi Hotspot in the B of commercial circle Position.
Specifically, if Wi-Fi Hotspot quantity (such as m) is significantly more than Wi-Fi Hotspot quantity in the B of commercial circle in the G of commercial circle (such as n), then need to increase the Wi-Fi Hotspot of respective numbers (m-n) newly in the B of commercial circle, until with Wi-Fi in the G of commercial circle Focus quantity is suitable；If less than B or suitable, illustrate the quantity of Wi-Fi Hotspot is not the quantity of Wi-Fi Hotspot in the G of commercial circle The main reason for causing commercial circle B, G user satisfaction difference, then need further to consider whether the position that Wi-Fi Hotspot is set closes Reason.
It is understood that for region of the flow of the people in commercial circle compared with concentration, the demand of Wi-Fi Hotspot is also compared it is more, So, in the commercial circle B that reading obtains from third party from memory 11 behind the distributed areas of flow of the people, the stream of people in the B of commercial circle is compared It is whether consistent with the concentrated area of Wi-Fi Hotspot in the commercial circle B obtained by the second calculation procedure to measure aggregation zone, if first uses The concentrated area of family aggregation zone and Wi-Fi Hotspot is inconsistent, and in commercial circle, B first user's aggregation zone Wi-Fi Hotspot is less, The less region Wi-Fi Hotspot of first user is more, then needs to adjust part Wi-Fi Hotspot from the less region of the first user To first user's aggregation zone, if first user's aggregation zone is consistent with the concentrated area of Wi-Fi Hotspot, illustrate to be probably business In circle B there are quality problems in Wi-Fi Hotspot, it is proposed that change Wi-Fi Hotspot.
Finally, server 1 shows Wi- in the commercial circle by the first viewing area of the second mobile terminal 22 to second user The distribution situation of Fi focuses, and displaying improves Wi-Fi Hotspot user in the B of commercial circle in the second viewing area of the second mobile terminal 22 The Adjusted Option of the Wi-Fi Hotspot of satisfaction.
It should be noted that commercial circle for different property is, it is necessary to treat with a certain discrimination, such as shopping center, school, write Block, suburb etc..The solution of the present invention is applied to shopping center, but is not necessarily suitable school or other areas, with remote suburb Exemplified by area, due to itself territorial restrictions, no matter increasing Wi-Fi quantity, or Wi-Fi is changed, the satisfaction to improving Wi-Fi Hotspot Degree scoring, which does not have, significantly contributes.
The server 1 that the present embodiment proposes, all Wi-Fi Hotspots scanned by obtaining the first mobile terminal 21 are gone through History data, aggregation zone of the user to Wi-Fi Hotspot in the satisfaction of each commercial circle Wi-Fi Hotspot, each commercial circle is calculated, according to calculating As a result, the prioritization scheme disposed for Wi-Fi Hotspot in the relatively low commercial circle of user satisfaction, increase Wi-Fi Hotspot covering are provided Crowd, lift the online experience of user.
Alternatively, in other examples, Wi-Fi Hotspot disposition optimization program 10 can also be divided into one or Multiple modules, one or more module are stored in memory 11, and as performed by one or more processors 12, with complete Into the present invention.Module alleged by the present invention is the series of computation machine programmed instruction section for referring to complete specific function.Reference picture 2 It is shown, it is the module diagram of the preferred embodiment of Wi-Fi Hotspot disposition optimization program 10 in Fig. 1.
The Wi-Fi Hotspot disposition optimization program 10 can be divided into：Acquisition module 110, the first computing module 120, Second computing module 130, the 3rd computing module 140 and optimization module 150, the function or behaviour that the module 110-150 is realized It is similar as above to make step, is no longer described in detail herein, exemplarily, such as wherein：
Acquisition module 110, for gathering location information and first mobile terminal of first mobile terminal 21 in current location The 21 Wi-Fi Hotspot lists scanned in current location, the location information include the warp of the current location of the first mobile terminal 21 Latitude；
First computing module 120, the hash values of the longitude and latitude for calculating the current location of the first mobile terminal 21, takes hash The result of first pre-set level of value, according to the result of first pre-set level by first mobile terminal 21 in current location The Wi-Fi Hotspot list scanned is aggregated in multiple commercial circles；
Second computing module 130, the hash values of the longitude and latitude for calculating the current location of the first mobile terminal 21, takes hash The result of second pre-set level of value, according to the result of second pre-set level, determines Wi-Fi Hotspot in the multiple commercial circle Concentrated area；
3rd computing module 140, for reading the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time Historical data, calculate user satisfaction of first user to Wi-Fi Hotspot in the multiple commercial circle of the first mobile terminal 21；And
Optimization module 150, one is selected from the multiple commercial circle in the second mobile terminal 22 for responding second user The clicking operation of first commercial circle, second commercial circle is filtered out from the multiple commercial circle, second commercial circle is in the multiple business The first number of users is suitable with the first number of users of the first commercial circle in circle and user satisfaction highest, according in second commercial circle Incidence relation between Wi-Fi Hotspot quantity and the first number of users, it is determined that improving the first commercial circle user satisfaction needs to adjust Wi-Fi Hotspot quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving first Commercial circle user satisfaction needs the position of the Wi-Fi Hotspot adjusted.
In addition, the present invention also provides a kind of Wi-Fi Hotspot disposition optimization method.It is Wi-Fi of the present invention shown in reference picture 3 The flow chart of focus disposition optimization method preferred embodiment.This method can be performed by a server, and the device can be by soft Part and/or hardware are realized.
In the present embodiment, Wi-Fi Hotspot disposition optimization method includes：Step S10~step S60.
Step S10, the first mobile terminal of collection is in the location information of current location and the first mobile terminal in current location The Wi-Fi Hotspot list scanned, the location information include the longitude and latitude of the first mobile terminal current location；
Step S20, the hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first default level of hash values Other result, the Wi-Fi heat for being scanned first mobile terminal in current location according to the result of first pre-set level Point list is aggregated in multiple commercial circles；
Step S30, the hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second default level of hash values Other result, according to the result of second pre-set level, determine the concentrated area of Wi-Fi Hotspot in the multiple commercial circle；
Step S40, historical data of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time is read, calculated User satisfaction of first user of the first mobile terminal to Wi-Fi Hotspot in the multiple commercial circle；And
Step S50, response second user select first commercial circle in the second mobile terminal from the multiple commercial circle Clicking operation, second commercial circle is filtered out from the multiple commercial circle, second commercial circle, first use in the multiple commercial circle Amount amount is suitable with the first number of users of the first commercial circle and user satisfaction highest, according to Wi-Fi Hotspot in second commercial circle Incidence relation between quantity and the first number of users, it is determined that improving the Wi-Fi heat that the first commercial circle user satisfaction needs to adjust Point quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user expires Meaning degree needs the position of the Wi-Fi Hotspot adjusted.
In the present embodiment, there are multiple different commercial circles in each city, wherein, commercial circle refers to a range of area, the One user refers to by the first mobile terminal accessing and has used the user of Wi-Fi Hotspot in each commercial circle, and second user refers to Wi-Fi heat The staff of point supplier, second user by the second mobile terminal understand in each commercial circle the distribution situation of Wi-Fi Hotspot and First user is provided with for connecting Wi-Fi Hotspot on the first mobile terminal to the user satisfaction of Wi-Fi Hotspot in each commercial circle APP, the APP can obtain positional information (longitude and latitude) of first mobile terminal in current location, be installed on the second mobile terminal There is the client-side program of Wi-Fi Hotspot disposition optimization program.Focus supplier can understand each business in each city by multiple channel The region of the first user aggregation is enclosed, such as related data is obtained by third party.
When needing the deployment to Wi-Fi Hotspot in certain commercial circle to optimize, the APP is existed by the first mobile scanning terminal The available Wi-Fi Hotspot list in current location, and all Wi-Fi Hotspots are collected in Wi-Fi Hotspot list in preset time (one Week) interior historical data, including：Wi-Fi title, accessed time and duration, mode of operation (successful connection, connection failure, are stepped on Lu Chenggong, log in unsuccessfully etc.), the accessed frequency, whether operator provides etc., then above-mentioned historical data is sent to service Device.Server passes through data warehouse technology (Extract-Transform-Load, abbreviation ETL) to the historical data, extracts Crucial historical data, such as Wi-Fi marks, time, position, attended operation, online duration, successful connection number, connection failure time Number, number of retries, log in number of success, log in frequency of failure etc., preserving into memory, user satisfaction meter is carried out for follow-up Calculate operation.
It is understood that when the first mobile terminal, in some position, available Wi-Fi Hotspot list, explanation are arrived in scanning The emitter (hereinafter referred to as Wi-Fi Hotspot) of Wi-Fi Hotspot in the Wi-Fi Hotspot list also is located at the first mobile terminal institute Near position, therefore, the position of Wi-Fi Hotspot can be estimated according to the location information of the first mobile terminal.It should be understood that It is that the hash values that longitude and latitude is calculated using geohash algorithms can use multilevel result, and the scope of the hash values expression of different series is not Together, such as：One to nine grades of results are can use, take six grades of results to represent that 1.2km*1.2km scope (substantially can be understood as a business The scope of circle), take seven grades of results to represent 152m*152m scope.
By taking first mobile terminal A, B, C, D, E as an example, Wi-Fi Hotspot that each first mobile terminal scans in current location List is respectively a, b, c, d, e, it is assumed that the first pre-set level be six grades, server read from memory the first mobile terminal A, B, the longitude and latitude of C, D, E current location, geohash computings are carried out respectively, calculate the longitude and latitude of each first mobile terminal current location The hash values of degree, six grades of results of hash values are taken, if first mobile terminal A, B, C, D, E six grades of hash values are identical, judged First mobile terminal A, B, C, D, E is with a commercial circle, accordingly, the Wi-Fi Hotspot in Wi-Fi lists a, b, c, d, e It is all located in the commercial circle.
Primarily determining that in commercial circle after Wi-Fi Hotspot, it is necessary to determine Wi-Fi in the commercial circle by the second calculation procedure The region that focus is concentrated, specifically, second calculation procedure includes：According to the result of second pre-set level, by each commercial circle Interior Wi-Fi Hotspot list is divided in the different zones block smaller than commercial circle；Wi-Fi Hotspot list in the different zones block In, the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is merged to form new Wi-Fi Hotspot list；Described will have identical Different zones merged block where the Wi-Fi Hotspot list of Wi-Fi Hotspot forms new region block, determines in different new region blocks The quantity of Wi-Fi Hotspot；And the quantity according to Wi-Fi Hotspot in the different new region block in the commercial circle, obtain in each commercial circle The region that Wi-Fi Hotspot is concentrated.
Assuming that the second pre-set level is seven grades, the longitude and latitude of above-mentioned first mobile terminal A, B, C, D, E current locations is entered Row geohash computings, seven grades of results of hash values are taken, wherein, first mobile terminal A, C seven grades of results are identical, the first movement Seven grades of results of terminal B, E are identical, and multiple Wi-Fi Hotspots in Wi-Fi Hotspot list a, c are divided in region unit P, will Multiple Wi-Fi Hotspots in Wi-Fi Hotspot list b, e are divided in region unit Q, multiple Wi-Fi in Wi-Fi Hotspot list d Focus is individually divided in region unit O.If the Wi-Fi Hotspot repeated in the Wi-Fi Hotspot list in same region unit be present, Deduplication operation is carried out to the Wi-Fi Hotspot in each two Wi-Fi Hotspot list, and by two Wi-Fi Hotspot lists after duplicate removal A Wi-Fi Hotspot list is merged into, until being not present what is repeated between each Wi-Fi Hotspot list in same region unit Wi-Fi Hotspot, that is to say, that if there is 20 Wi-Fi Hotspot lists in some region unit originally, after duplicate removal, Wi-Fi heat Point list quantity can be less than or equal to 20.
It is understood that assume the emitter of certain Wi-Fi Hotspot between 2 points, and this 2 points in the Wi- Within the coverage of Fi focuses, then the mobile terminal of difference first between this 2 points can be scanned to Wi-Fi heat Point, that is to say, that according to the longitude and latitude in different first position information of mobile terminal, same Wi-Fi Hotspot, may be drawn The Wi-Fi Hotspot near two adjacent different zones block medium lines is assigned to, therefore, it is necessary to this kind of Wi-Fi Hotspot is carried out Further processing.Assuming that region unit P, Q are adjacent, and all exist in the Wi-Fi Hotspot list being located in region unit P, Q same Wi-Fi Hotspot, then, region unit P, Q are merged into a new region block, meanwhile, to all Wi-Fi heat in this new region block Wi-Fi Hotspot in point list carries out duplicate removal, maximumlly determines the quantity of Wi-Fi Hotspot in the new region unit；Then, Duplicate removal is merged to the Wi-Fi Hotspot in multiple new region units, until between all areas block in the commercial circle, in region unit Untill the Wi-Fi Hotspot not repeated, can so there are a variety of situations, the quantity of new region block is fewer, each new region block Scope it is different, the Wi-Fi Hotspot list quantity in each new region block is different, Wi-Fi in some new region blocks heat Point quantity is a lot, and some Wi-Fi quantity is seldom.By the Wi-Fi Hotspot in obtained each region unit distribution situation and each region unit Quantity is associated to the electronic map of the commercial circle, is so assured that the region that Wi-Fi Hotspot is concentrated in the commercial circle.
Next, reading crucial historical data of the Wi-Fi Hotspot in preset time (for example, one week) in each commercial circle, count User satisfaction of first user to Wi-Fi Hotspot in each commercial circle is calculated, specifically, according to the historical data in nearest one week, meter Every user's index of Wi-Fi Hotspot in each commercial circle is calculated, weighting is aggregated into the user satisfaction of the first user, and calculation formula is：
S=C*L*T1/(T2 1/9)
Wherein, S is user satisfaction of first user to Wi-Fi Hotspot in each commercial circle, and C is Wi-Fi Hotspot in each commercial circle Be averaged and connect into power, L is that being averaged for Wi-Fi Hotspot logs in success rate in each commercial circle, T1For Wi-Fi Hotspot in each commercial circle Average online duration (unit min), T2(unit s) is taken for the average successful connection of Wi-Fi Hotspot in each commercial circle.In order to Make calculating more accurate, calculate C, L, T1、T2When need to remove exceptional value (such as maximum, minimum value), calculate T1When to actual online Duration rounds, and more than 10 minutes values are 20 minutes, less than 10 minutes values 10 minutes.
In other embodiments, the 3rd calculation procedure includes：According to Wi-Fi Hotspot in each commercial circle in preset time Historical data and predetermined Logic Regression Models, calculate the first user in each commercial circle Wi-Fi Hotspot user be satisfied with Degree.
Wi-Fi operators can collect the first user to Wi- in commercial circle by runing questionnaire or User Evaluation System The user satisfaction sample of Fi focuses, the predetermined Logic Regression Models are used to calculate the first user in each commercial circle The user satisfaction of Wi-Fi Hotspot, the model file of the Logic Regression Models are stored in memory, and it can pass through the use of collection Crucial historical data off-line training in family satisfaction sample and the commercial circle in nearly three months of Wi-Fi Hotspot obtains.
It should be noted that the advantages of off-line training model is abundant using existing substantial amounts of historical data, sample.Online The advantages of training pattern is can to utilize newest data, and model adapts to the change of real time data, in data distribution and history In the case of gap is larger, on-time model is more accurate.In order that the user of Wi-Fi Hotspot expires in each commercial circle being subsequently calculated Meaning degree is more accurate, above-mentioned Logic Regression Models can be updated every three days.Then Wi- in each commercial circle is read from memory Crucial historical data of the Fi focuses at nearest one week, the Logic Regression Models after input renewal, is calculated the first user to this The user satisfaction of Wi-Fi Hotspot in commercial circle.Make off-line training and on-line training two ways by combining, both can be taken excellent Point, the degree of accuracy of lift scheme, while prevent under thread environment, data volume are real very little or caused by network, system problem When model modification fail the problems such as.On being trained renewal to the model and each commercial circle Wi-Fi Hotspot being calculated using it User satisfaction has had the computational methods of maturation, will not be repeated here.
Further, electronic map is installed on the second mobile terminal, by electronic map, shown to second user all The map in city, and after second user selects certain city, also show that Wi-Fi in the position and each commercial circle of all commercial circles in the city The user satisfaction of focus.When Wi-Fi Hotspot supplier needs the deployment to Wi-Fi Hotspot in certain commercial circle to optimize, improve In the commercial circle during user satisfaction of Wi-Fi Hotspot, select the commercial circle, server will respond the clicking operation, using commercial circle B as Example, current first number of users be a, and server is from the suitable (example of the first current number of users of the first number of users and commercial circle B Such as, a ± 50) multiple commercial circles in, filter out commercial circle G with the greatest satisfiction by user, according to Wi-Fi Hotspot quantity in the G of commercial circle and The relation of first number of users, judge whether Wi-Fi Hotspot should be increased or decreased in the B of commercial circle, then according to flow of the people in the B of commercial circle Aggregation zone judges to need the position for adjusting Wi-Fi Hotspot in the B of commercial circle compared with the concentrated area of Wi-Fi Hotspot in the B of commercial circle Put.
Specifically, if Wi-Fi Hotspot quantity (such as m) is significantly more than Wi-Fi Hotspot quantity in the B of commercial circle in the G of commercial circle (such as n), then need to increase the Wi-Fi Hotspot of respective numbers (m-n) newly in the B of commercial circle, until with Wi-Fi in the G of commercial circle Focus quantity is suitable；If less than B or suitable, illustrate the quantity of Wi-Fi Hotspot is not the quantity of Wi-Fi Hotspot in the G of commercial circle The main reason for causing commercial circle B, G user satisfaction difference, then need further to consider whether the position that Wi-Fi Hotspot is set closes Reason.
It is understood that for region of the flow of the people in commercial circle compared with concentration, the demand of Wi-Fi Hotspot is also compared it is more, So, in the commercial circle B that reading obtains from third party from memory 11 behind the distributed areas of flow of the people, the stream of people in the B of commercial circle is compared It is whether consistent with the concentrated area of Wi-Fi Hotspot in the commercial circle B obtained by the second calculation procedure to measure aggregation zone, if first uses The concentrated area of family aggregation zone and Wi-Fi Hotspot is inconsistent, and in commercial circle, B first user's aggregation zone Wi-Fi Hotspot is less, The less region Wi-Fi Hotspot of first user is more, then needs to adjust part Wi-Fi Hotspot from the less region of the first user To first user's aggregation zone, if first user's aggregation zone is consistent with the concentrated area of Wi-Fi Hotspot, illustrate to be probably business In circle B there are quality problems in Wi-Fi Hotspot, it is proposed that change Wi-Fi Hotspot.
It should be noted that the parameter that the needs such as described preset time are pre-set, can need to be adjusted according to user.
In other embodiments, this method also includes：Shown on the electronic map of the second mobile terminal in the first commercial circle The concentrated area of Wi-Fi Hotspot, and show and improve Wi-Fi Hotspot quantity and Wi- that the first commercial circle user satisfaction needs to adjust The position of Fi focuses.
Server 1 shows Wi-Fi Hotspot in the commercial circle by the first viewing area of the second mobile terminal to second user Distribution situation, and displaying improves Wi-Fi Hotspot user satisfaction in the B of commercial circle in the second viewing area of the second mobile terminal The Adjusted Option of Wi-Fi Hotspot.Wherein, first viewing area and the second viewing area are only for two viewing areas of expression It is different.
The Wi-Fi Hotspot disposition optimization method that the present embodiment proposes, arrived by the first mobile scanning terminal of acquisition all The historical data of Wi-Fi Hotspot, calculate aggregation of the user to Wi-Fi Hotspot in the satisfaction of each commercial circle Wi-Fi Hotspot, each commercial circle Region, according to result of calculation, provide the prioritization scheme disposed for Wi-Fi Hotspot in the relatively low commercial circle of user satisfaction, increase Wi-Fi Hotspot covers crowd, lifts the online experience of user.
In addition, the embodiment of the present invention also proposes a kind of computer-readable recording medium, the computer-readable recording medium On be stored with Wi-Fi Hotspot disposition optimization program, when the Wi-Fi Hotspot disposition optimization program is executed by processor realize it is as follows Operation：
Acquisition step：The first mobile terminal is gathered in the location information of current location and the first mobile terminal in current location The Wi-Fi Hotspot list scanned, the location information include the longitude and latitude of the first mobile terminal current location；
First calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first of hash values The result of pre-set level, first mobile terminal is scanned in current location according to the result of first pre-set level Wi-Fi Hotspot list is aggregated in multiple commercial circles；
Second calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second of hash values The result of pre-set level, according to the result of second pre-set level, determine the concentration zones of Wi-Fi Hotspot in the multiple commercial circle Domain；
3rd calculation procedure：Read history number of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time According to calculating the first user of the first mobile terminal to the user satisfaction of Wi-Fi Hotspot in the multiple commercial circle；And
Optimization Steps：Response second user selects first commercial circle in the second mobile terminal from the multiple commercial circle Clicking operation, second commercial circle is filtered out from the multiple commercial circle, second commercial circle, first use in the multiple commercial circle Amount amount is suitable with the first number of users of the first commercial circle and user satisfaction highest, according to Wi-Fi Hotspot in second commercial circle Incidence relation between quantity and the first number of users, it is determined that improving the Wi-Fi heat that the first commercial circle user satisfaction needs to adjust Point quantity, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user expires Meaning degree needs the position of the Wi-Fi Hotspot adjusted.
The embodiment of the computer-readable recording medium of the present invention and above-mentioned Wi-Fi Hotspot disposition optimization method Embodiment is roughly the same, will not be repeated here.
It should be noted that herein, term " comprising ", "comprising" or its any other variant are intended to non-row His property includes, so that process, device, article or method including a series of elements not only include those key elements, and And also include the other element being not expressly set out, or also include for this process, device, article or method institute inherently Key element.In the absence of more restrictions, the key element limited by sentence "including a ...", it is not excluded that including this Other identical element also be present in the process of key element, device, article or method.
The embodiments of the present invention are for illustration only, do not represent the quality of embodiment.Embodiment party more than The description of formula, it is required general that those skilled in the art can be understood that above-described embodiment method can add by software The mode of hardware platform is realized, naturally it is also possible to which by hardware, but the former is more preferably embodiment in many cases.It is based on Such understanding, the part that technical scheme substantially contributes to prior art in other words can be with software products Form embody, the computer software product is stored in a storage medium (such as ROM/RAM, magnetic disc, light as described above Disk) in, including some instructions are make it that a station terminal equipment (can be mobile phone, computer, server, or the network equipment Deng) perform method described in each embodiment of the present invention.
The preferred embodiments of the present invention are these are only, are not intended to limit the scope of the invention, it is every to utilize this hair The equivalent structure or equivalent flow conversion that bright specification and accompanying drawing content are made, or directly or indirectly it is used in other related skills Art field, is included within the scope of the present invention.

Claims (10)

  1. A kind of 1. a kind of Wi-Fi Hotspot disposition optimization method, applied to server, it is characterised in that this method includes：
    Acquisition step：The first mobile terminal is gathered to scan in current location in the location information of current location and the first mobile terminal The Wi-Fi Hotspot list arrived, the location information include the longitude and latitude of the first mobile terminal current location；
    First calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first of hash values to preset The result of rank, the Wi-Fi for being scanned first mobile terminal in current location according to the result of first pre-set level Hotspot list is aggregated in multiple commercial circles；
    Second calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second of hash values to preset The result of rank, according to the result of second pre-set level, determine the concentrated area of Wi-Fi Hotspot in the multiple commercial circle；
    3rd calculation procedure：Historical data of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time is read, is counted Calculate user satisfaction of first user to Wi-Fi Hotspot in the multiple commercial circle of the first mobile terminal；And
    Optimization Steps：Response second user selects the click of first commercial circle in the second mobile terminal from the multiple commercial circle Operation, filters out second commercial circle, second commercial circle, first number of users in the multiple commercial circle from the multiple commercial circle And user satisfaction highest suitable with the first number of users of the first commercial circle is measured, according to Wi-Fi Hotspot quantity in second commercial circle With the incidence relation between the first number of users, it is determined that improving the Wi-Fi Hotspot number that the first commercial circle user satisfaction needs to adjust Amount, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user satisfaction Need the position of Wi-Fi Hotspot adjusted.
  2. 2. Wi-Fi Hotspot disposition optimization method as claimed in claim 1, it is characterised in that this method also includes
    Show step：The concentrated area of Wi-Fi Hotspot in the first commercial circle is shown on the electronic map of the second mobile terminal, and is opened up Show the position for improving the Wi-Fi Hotspot quantity that adjusts of the first commercial circle user satisfaction needs and Wi-Fi Hotspot.
  3. 3. Wi-Fi Hotspot disposition optimization method as claimed in claim 1, it is characterised in that second calculation procedure includes：
    According to the result of second pre-set level, Wi-Fi Hotspot list in each commercial circle is divided to the different zones smaller than commercial circle In block；
    In Wi-Fi Hotspot list in the different zones block, the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is closed And form new Wi-Fi Hotspot list；
    Different zones merged block where the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is formed into new region block, really The quantity of Wi-Fi Hotspot in fixed different new region block；And
    According to the quantity of Wi-Fi Hotspot in the different new region block in the commercial circle, the area that Wi-Fi Hotspot is concentrated in each commercial circle is obtained Domain.
  4. 4. Wi-Fi Hotspot disposition optimization method as claimed in claim 1, it is characterised in that the 3rd calculation procedure includes：
    According to the historical data in preset time, every user's index of Wi-Fi Hotspot in each commercial circle is calculated, weighting is aggregated into the The user satisfaction of one user, calculation formula are：
    S=C*L*T1/(T2 1/9)
    Wherein, S is user satisfaction of first user to Wi-Fi Hotspot in each commercial circle, and C is the flat of Wi-Fi Hotspot in each commercial circle Success rate is all connected with, L is that being averaged for Wi-Fi Hotspot logs in success rate in each commercial circle, T1It is averaged for Wi-Fi Hotspot in each commercial circle Online duration, T2Average successful connection for Wi-Fi Hotspot in each commercial circle takes.
  5. 5. Wi-Fi Hotspot disposition optimization method as claimed in claim 4, it is characterised in that the 3rd calculation procedure can be with Replace with：
    According to historical data of the Wi-Fi Hotspot in each commercial circle in preset time and predetermined Logic Regression Models, calculate User satisfaction of first user to Wi-Fi Hotspot in each commercial circle.
  6. 6. Wi-Fi Hotspot disposition optimization method as claimed in claim 1, it is characterised in that the Optimization Steps include：
    When Wi-Fi Hotspot quantity is less than Wi-Fi Hotspot quantity in the second commercial circle in the first commercial circle, increase Wi- in the first commercial circle Fi focus quantity；And
    The flow of the people distribution situation of the first commercial circle is obtained, when flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentration zones When domain is inconsistent, newly-increased Wi-Fi Hotspot is arranged on flow of the people aggregation zone in the first commercial circle.
  7. 7. a kind of server, it is characterised in that the server includes：Memory, processor, it is stored with the memory Wi-Fi Hotspot disposition optimization program, the Wi-Fi Hotspot disposition optimization program are realized following step during the computing device Suddenly：
    Acquisition step：The first mobile terminal is gathered to scan in current location in the location information of current location and the first mobile terminal The Wi-Fi Hotspot list arrived, the location information include the longitude and latitude of the first mobile terminal current location；
    First calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the first of hash values to preset The result of rank, the Wi-Fi for being scanned first mobile terminal in current location according to the result of first pre-set level Hotspot list is aggregated in multiple commercial circles；
    Second calculation procedure：The hash values of the longitude and latitude of the first mobile terminal current location are calculated, take the second of hash values to preset The result of rank, according to the result of second pre-set level, determine the concentrated area of Wi-Fi Hotspot in the multiple commercial circle；
    3rd calculation procedure：Historical data of the Wi-Fi Hotspot in the Wi-Fi Hotspot list in preset time is read, is counted Calculate user satisfaction of first user to Wi-Fi Hotspot in the multiple commercial circle of the first mobile terminal；And
    Optimization Steps：Response second user selects the click of first commercial circle in the second mobile terminal from the multiple commercial circle Operation, filters out second commercial circle, second commercial circle, first number of users in the multiple commercial circle from the multiple commercial circle And user satisfaction highest suitable with the first number of users of the first commercial circle is measured, according to Wi-Fi Hotspot quantity in second commercial circle With the incidence relation between the first number of users, it is determined that improving the Wi-Fi Hotspot number that the first commercial circle user satisfaction needs to adjust Amount, according to flow of the people aggregation zone in the first commercial circle and Wi-Fi Hotspot concentrated area, it is determined that improving the first commercial circle user satisfaction Need the position of Wi-Fi Hotspot adjusted.
  8. 8. server according to claim 7, it is characterised in that second calculation procedure includes：
    According to the result of second pre-set level, Wi-Fi Hotspot list in each commercial circle is divided to the different zones smaller than commercial circle In block；
    In Wi-Fi Hotspot list in the different zones block, the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is closed And form new Wi-Fi Hotspot list；
    Different zones merged block where the Wi-Fi Hotspot list with identical Wi-Fi Hotspot is formed into new region unit, Determine the quantity of Wi-Fi Hotspot in different new region units；And
    According to the quantity of Wi-Fi Hotspot in the different new region unit in the commercial circle, obtain what Wi-Fi Hotspot in each commercial circle was concentrated Region.
  9. 9. server according to claim 7, it is characterised in that the 3rd calculation procedure includes：
    According to the historical data in preset time, every user's index of Wi-Fi Hotspot in each commercial circle of the first user is calculated, is weighted The user satisfaction of the first user is aggregated into, calculation formula is：
    S=C*L*T1/(T2 1/9)
    Wherein, S is user satisfaction of first user to Wi-Fi Hotspot in each commercial circle, and C is the flat of Wi-Fi Hotspot in each commercial circle Success rate is all connected with, L is that being averaged for Wi-Fi Hotspot logs in success rate in each commercial circle, T1It is averaged for Wi-Fi Hotspot in each commercial circle Online duration, T2Average successful connection for Wi-Fi Hotspot in each commercial circle takes.
  10. 10. a kind of computer-readable recording medium, it is characterised in that be stored with Wi-Fi on the computer-readable recording medium Focus disposition optimization program, realized when the Wi-Fi Hotspot disposition optimization program is executed by processor as in claim 1 to 6 The step of Wi-Fi Hotspot disposition optimization method described in any one.
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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108810916A (en) * 2018-04-17 2018-11-13 深圳平安讯科技术有限公司 Wi-Fi Hotspot recommends method, apparatus and storage medium
CN112312316A (en) * 2020-10-27 2021-02-02 上海连尚网络科技有限公司 Method and equipment for determining whether hot spot connection service needs to be provided
CN112487312A (en) * 2020-11-30 2021-03-12 北京百度网讯科技有限公司 Method and device for associating interest points and method and device for determining states of interest points
CN112738802A (en) * 2020-12-25 2021-04-30 深圳市微网力合信息技术有限公司 Communication method and system based on wifi6
CN112752292A (en) * 2020-12-29 2021-05-04 上海掌门科技有限公司 Method and device for city grade prediction based on WIFI hotspot

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112261705B (en) * 2020-11-12 2021-11-02 腾讯科技（深圳）有限公司 Method and related device for identifying Wi-Fi position migration

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102497667A (en) * 2011-12-20 2012-06-13 中国电信股份有限公司 Method and system for positioning WiFi (wireless fidelity) application focused areas
CN103634807A (en) * 2012-08-24 2014-03-12 中国移动通信集团四川有限公司 WIFI data hotspot cell data monitoring method and WLAN deployment ordering method and device
CN104335622A (en) * 2013-05-30 2015-02-04 华为技术有限公司 Network planning and optimization method and apparatus based on service distribution
CN106470435A (en) * 2015-08-18 2017-03-01 腾讯科技（深圳）有限公司 The method and system of identification WiFi group
US20170142601A1 (en) * 2015-02-03 2017-05-18 Kabushiki Kaisha Toshiba Access point placement optimization device and access point placement optimization method
KR101773579B1 (en) * 2017-03-14 2017-09-12 (주)지란지교시큐리티 Method and system controlling signal strength of access point

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101534995B1 (en) * 2011-02-05 2015-07-07 애플 인크. Method and apparatus for mobile location determination
CN104144429B (en) * 2013-05-10 2018-03-23 中国电信股份有限公司 WIFI hot spot location decision-making method and system
CN105357684B (en) * 2015-09-29 2018-10-09 北京大学深圳研究生院 A kind of optimization method and device of Wi-Fi hotspot installation position
CN106686606B (en) * 2015-11-05 2019-08-20 北京神州泰岳智能数据技术有限公司 A kind of method and apparatus for disposing WLAN hot spot
CN107087259A (en) * 2017-04-18 2017-08-22 国际关系学院 Region Wi-Fi hotspot position finding technology based on mobile phone

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102497667A (en) * 2011-12-20 2012-06-13 中国电信股份有限公司 Method and system for positioning WiFi (wireless fidelity) application focused areas
CN103634807A (en) * 2012-08-24 2014-03-12 中国移动通信集团四川有限公司 WIFI data hotspot cell data monitoring method and WLAN deployment ordering method and device
CN104335622A (en) * 2013-05-30 2015-02-04 华为技术有限公司 Network planning and optimization method and apparatus based on service distribution
US20170142601A1 (en) * 2015-02-03 2017-05-18 Kabushiki Kaisha Toshiba Access point placement optimization device and access point placement optimization method
CN106470435A (en) * 2015-08-18 2017-03-01 腾讯科技（深圳）有限公司 The method and system of identification WiFi group
KR101773579B1 (en) * 2017-03-14 2017-09-12 (주)지란지교시큐리티 Method and system controlling signal strength of access point

Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108810916A (en) * 2018-04-17 2018-11-13 深圳平安讯科技术有限公司 Wi-Fi Hotspot recommends method, apparatus and storage medium
CN108810916B (en) * 2018-04-17 2022-08-12 深圳平安通信科技有限公司 Wi-Fi hotspot recommendation method and device and storage medium
CN112312316A (en) * 2020-10-27 2021-02-02 上海连尚网络科技有限公司 Method and equipment for determining whether hot spot connection service needs to be provided
WO2022089297A1 (en) * 2020-10-27 2022-05-05 上海连尚网络科技有限公司 Method and device for determining whether hotspot connection service needs to be provided
CN112312316B (en) * 2020-10-27 2023-03-24 上海连尚网络科技有限公司 Method and equipment for determining whether hot spot connection service needs to be provided
CN112487312A (en) * 2020-11-30 2021-03-12 北京百度网讯科技有限公司 Method and device for associating interest points and method and device for determining states of interest points
CN112738802A (en) * 2020-12-25 2021-04-30 深圳市微网力合信息技术有限公司 Communication method and system based on wifi6
CN112738802B (en) * 2020-12-25 2022-10-14 深圳市微网力合信息技术有限公司 Communication method and system based on wifi6
CN112752292A (en) * 2020-12-29 2021-05-04 上海掌门科技有限公司 Method and device for city grade prediction based on WIFI hotspot
CN112752292B (en) * 2020-12-29 2023-08-25 上海掌门科技有限公司 Method and equipment for urban level prediction based on WIFI (wireless fidelity) hot spot

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