CN109391990A - A kind of wireless traffic method for monitoring performance and system - Google Patents
A kind of wireless traffic method for monitoring performance and system Download PDFInfo
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- CN109391990A CN109391990A CN201710665485.XA CN201710665485A CN109391990A CN 109391990 A CN109391990 A CN 109391990A CN 201710665485 A CN201710665485 A CN 201710665485A CN 109391990 A CN109391990 A CN 109391990A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/08—Testing, supervising or monitoring using real traffic
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/06—Management of faults, events, alarms or notifications
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
- Y02D30/00—Reducing energy consumption in communication networks
- Y02D30/70—Reducing energy consumption in communication networks in wireless communication networks
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- Computer Networks & Wireless Communication (AREA)
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- Mobile Radio Communication Systems (AREA)
Abstract
The present invention provides a kind of wireless traffic method for monitoring performance and system, which comprises the cell that wireless traffic quantity is more than the first preset threshold S1, is chosen from all cells, as Hot Spot；S2, the geographical location information based on density clustering algorithm and the Hot Spot, search for multiple hot spot regions automatically in the wireless network, wherein each hot spot region includes multiple Hot Spot；S3, for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than the second preset threshold, generate warning information simultaneously report.Wireless traffic method for monitoring performance provided by the invention and system, pass through the geographical location information of density clustering algorithm and the Hot Spot determined, search for hot spot region automatically in the wireless network, and determine whether business occurred according to the variation of Hot Spot quantity in the hot spot region to uprush, to generate warning information and report, the working efficiency of monitoring is improved.
Description
Technical field
The present invention relates to wireless communication fields, more particularly, to a kind of wireless traffic method for monitoring performance and system.
Background technique
It needs to be monitored the performance of wireless traffic in the mobile communication network, passes through the monitoring to wireless traffic performance
Business support can be measured centered on business and is played the role of for end user's experience, also, O&M branch with transformation angle
Availability and performance that business is understood from operational angle are also wished in the various monitoring and operation platform of support.
It in the prior art, is by acquisition cell-level performance data and performance alarm for the monitoring of wireless traffic performance
It standardizes and the mode for generating performance work order is carried out, somewhere is then judged to the ex-post analysis of performance work order by monitoring personnel
Area whether there is wireless traffic hot spot.Specifically, filter out alarm relevant to cell-level traffic congestion first, then by pair
The relevant alert analysis of scattered list cell business volume, the artificial comparison for calculating nearby cell entirety portfolio and history value determine industry
Whether business amount uprushes, if portfolio is uprushed, determines that there are traffic hotspots for the cell.
But the monitoring method that the prior art uses can only be directed to cell-level network element, and business is prominent in many cases
Increasing is occurred in a small area of multiple MPS process, is monitored according to the cell-level of the prior art, working efficiency is low
And it is not able to satisfy business demand.
Summary of the invention
The present invention provides a kind of a kind of wireless traffic for overcoming the above problem or at least being partially solved the above problem
It can monitoring method and system.
It is providing according to the present invention in a first aspect, providing a kind of wireless traffic method for monitoring performance, comprising:
S1, the cell that wireless traffic quantity is more than the first preset threshold is chosen from all cells, as Hot Spot；
S2, the geographical location information based on density clustering algorithm and the Hot Spot, in the wireless network automatic search
Multiple hot spot regions, wherein each hot spot region includes multiple Hot Spot；
S3, for each hot spot region, it is raw if the Hot Spot quantity for including in hot spot region is more than the second preset threshold
At warning information and report.
Wherein, after step S2 further include:
The multiple hot spot region is shown in geography information display system.
Wherein, step S1 includes:
S11, the current traffic for obtaining all cells and the history average traffic in the current affiliated period；
S12, the current traffic based on each cell and history average traffic, determine current traffic relative to described
The amplification of history average traffic is more than each Hot Spot of the first preset threshold.
Wherein, step S2 includes:
From each Hot Spot, hot spot is small centered on choosing the maximum Hot Spot of the current traffic
Area；
Based on preset cluster range, judge using the central hot spot cell as the Hot Spot in the preset range in the center of circle
Whether quantity reaches the second preset threshold；
If reaching the second preset threshold by the Hot Spot quantity in the preset range in the center of circle of the central hot spot cell,
Then determine the preset range for hot spot region.
Wherein, pre- if being not up to second using the central hot spot cell as the Hot Spot quantity in the preset range in the center of circle
If threshold value, then central hot spot cell is redefined, until using the central hot spot cell redefined as in the preset range in the center of circle
Hot Spot quantity reach the second preset threshold.
Wherein, all Hot Spot in the hot spot region having determined that, no longer centered on Hot Spot.
Wherein, after step S2 further include:
When the warning information generates, voice or short massage notice monitoring personnel are immediately passed through.
The second aspect provided according to the present invention provides a kind of wireless traffic performance monitoring system, comprising:
Hot Spot chooses module, is more than the small of the first preset threshold for choosing wireless traffic quantity from all cells
Area, as Hot Spot；
Hot spot region search module, for the geographical location information based on density clustering algorithm and the Hot Spot,
Automatically multiple hot spot regions are searched in wireless network, wherein each hot spot region includes multiple Hot Spot；
Monitoring module is used for for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than second
Preset threshold generates warning information and reports.
According to the third aspect of the invention we, a kind of computer program product, including program code, said program code are provided
For executing wireless traffic method for monitoring performance described above.
According to the fourth aspect of the invention, a kind of non-transient computer readable storage medium is provided, for storing such as preceding institute
The computer program stated.
Wireless traffic method for monitoring performance provided by the invention and system are small by density clustering algorithm and the hot spot determined
The geographical location information in area searches for hot spot region automatically in the wireless network, and according to Hot Spot number in the hot spot region
The variation of amount determines whether business occurred to uprush, to generate warning information and report, improves the working efficiency of monitoring.
Detailed description of the invention
Fig. 1 is a kind of wireless traffic method for monitoring performance flow chart provided in an embodiment of the present invention；
Fig. 2 is a kind of wireless traffic performance monitoring system structure chart provided in an embodiment of the present invention.
Specific embodiment
With reference to the accompanying drawings and examples, specific embodiments of the present invention will be described in further detail.Implement below
Example is not intended to limit the scope of the invention for illustrating the present invention.
Fig. 1 is a kind of wireless traffic method for monitoring performance flow chart provided in an embodiment of the present invention, as shown in Figure 1, comprising:
S1, the cell that wireless traffic quantity is more than the first preset threshold is chosen from all cells, as Hot Spot；
S2, the geographical location information based on density clustering algorithm and the Hot Spot, in the wireless network automatic search
Multiple hot spot regions, wherein each hot spot region includes multiple Hot Spot；
S3, for each hot spot region, it is raw if the Hot Spot quantity for including in hot spot region is more than the second preset threshold
At warning information and report.
In the prior art, be more to the monitoring of wireless traffic performance be directed in single cell, and single subdistrict it
Between relevance do not judge automatically means effectively, can only be fixed against monitoring personnel post-flight data analyze to judge in region
With the presence or absence of traffic hotspots.The monitor mode of so prior art will lead to:
Monitored object is limited: the prior art can only be monitored for cell-level network element, can not be supervised to region rank
Control, and it is to occur in a small area of multiple cell coverage areas that business, which is uprushed, in many cases, only for cell
The monitoring effect of rank is poor, and working efficiency is low；
Lack of wisdom and analysis means: occurring traffic congestion in the prior art will lead to switching, congestion etc. a series of times
Raw problem is typically only capable to handle single cell of problematic performance alarm by artificial data analysis, can not be accurately and timely
Early warning is carried out to hot spot and obtains the details of area business hot spot；
Traffic hotspots position can not in time, effective position: the prior art by artificial data screen can only judge single cell
Traffic case, the position of traffic hotspots have no idea to position, and the accuracy judged in the case that data are more scattered also compares
It is low.
In view of the above-mentioned problems of the prior art, the embodiment of the present invention is small by density clustering algorithm and the hot spot determined
The geographical location information in area is searched for multiple hot spot regions automatically in the wireless network, and is known by preset criterion
Whether business has occurred in the hot spot region to uprush, to generate warning information and report.
It is understood that method provided in an embodiment of the present invention can be played to the monitoring of wireless traffic hot spot and early warning
Purpose.
Specifically, in S2, it is to be understood that after the big data analysis to 2 years wireless traffic hot issues of past
It can be found that: there is portfolio while increasing in synchronization batch cell in certain geographic range, cell business volume growth rate
Meet normal distribution, then density clustering algorithm provided in an embodiment of the present invention is used, it can be accurately by industry in certain area
The cell for being engaged in busy is sorted out, and determines hotspot range according to range is sorted out, so that the connection between single subdistrict is established, so that prison
It controls range to expand, the working efficiency of monitoring is higher.
In the prior art, existing net alarm major embodiment related to global system for mobile communications traffic congestion are as follows: voice class
And data class
Wherein, the alarm regulation of voice class is TCH congestion ratio；The alarm regulation of data class is that downlink TBF is created as power.
Now net alarm regulation related to LTE traffic congestion is that RRC connection is created as power.
And alarm regulation provided in an embodiment of the present invention is when the number of services of cell and density reach in a hot spot region
Certain thresholding just generates warning information, to achieve the purpose that the monitoring of wireless traffic hot spot and early warning.The thresholding is
First preset threshold does not limit the specific value of the first preset threshold in the embodiment of the present invention.
Wireless traffic method for monitoring performance provided in an embodiment of the present invention can find wireless traffic hot spot, be explicitly shown nothing
The quantity and cell conditions of the batch cell of line service hot spot, can be with the position of positioning service hot spot and whole portfolio amplification etc.
Information, can the business of specifying uprush caused by related cell performance alarm related information, realize the time occurred to hot spot
With position and detailed data automatic early-warning, ability of discovery and monitoring efficiency that area business is uprushed are improved.
On the basis of the above embodiments, after step S1 further include:
The multiple hot spot region is shown in geography information display system.
Wherein, the geography information display system is preferably the geography information display system (Geographic of HT platform
Information System, GIS), it can be presented immediately entirely by showing hot spot region in geography information display system
The traffic hotspots of net, can intuitively, monitoring business hot spot in real time.
On the basis of the above embodiments, step S1 includes:
S11, the current traffic for obtaining all cells and the history average traffic in the current affiliated period；
S12, the current traffic based on each cell and history average traffic, determine current traffic relative to described
The amplification of history average traffic is more than each Hot Spot of the first preset threshold.
Specifically, according to traffic hotspots in geographical distribution situation, portfolio is from hot spot center to external diffusion, influence degree
It is gradually reduced from the near to the remote from center cell.So increased by judging that the current traffic of cell whether there is compared with historical data
Can determine that whether the cell is traffic hotspots.
Wherein, the portfolio is the average effective connection number of RRC for 4G network, is the TCH of acquisition for 2G network
Telephone traffic, the TCH telephone traffic of 2G network are that number is converted into according to the empirical value of telephone traffic per capita, and the RRC of 4G network averagely has
Imitate the corresponding number for being converted into connection of connection number.
Likewise, as collecting the 4G of this section of time history for the history average traffic in the current affiliated period
The average effective connection number of network RRC, the TCH telephone traffic of the acquisition of 2G network, and average.Preferably, we generally make
With the historical data in 7 days, but the embodiment of the present invention is not specifically limited in this embodiment.
In S12, the current traffic and history average traffic are compared, if the amplification of current traffic is more than
First preset threshold, then can be determined that this cell is Hot Spot, it is preferred that provided in an embodiment of the present invention first is pre-
If threshold value is 50%, but the present invention is not specifically limited in this embodiment.
On the basis of the above embodiments, step S2 includes:
From each Hot Spot, hot spot is small centered on choosing the maximum Hot Spot of the current traffic
Area；
Based on preset cluster range, judge using the central hot spot cell as the Hot Spot in the preset range in the center of circle
Whether quantity reaches the second preset threshold；
If reaching the second preset threshold by the Hot Spot quantity in the preset range in the center of circle of the central hot spot cell,
Then determine the preset range for hot spot region.
Specifically, first by each Hot Spot selected according to portfolio size to small sequence, sorting first greatly
That is Hot Spot centered on the maximum cell of portfolio.
It should be noted that needing to obtain the cell longitude and latitude of the Hot Spot while obtaining Hot Spot portfolio
The cells essential information data such as degree, cell districts and cities, counties and cities, and according to these essential information data calculate central hot spot cell and
The distance of other cells.
It is then based on preset cluster range, using the center cell of the determination as the center of circle, pre-set radius carries out region and searches
Whether rope, the number of cells counted in the regional scope reach the second preset threshold, can if having reached the second preset threshold
To determine that the region meets the condition of hot spot region.
Preferably, pre-set radius provided in an embodiment of the present invention is 2 kilometers, and the second preset threshold is 5, i.e., small with center
Area is the center of circle, 2 kilometers to include 5 or 5 or more Hot Spot in the region in radius when, determine the region for hot zone
Domain.
On the basis of the above embodiments, if using the central hot spot cell as the Hot Spot in the preset range in the center of circle
Quantity is not up to the second preset threshold, then redefines central hot spot cell, until being with the central hot spot cell redefined
Hot Spot quantity in the preset range in the center of circle reaches the second preset threshold.
It is understood that when the Hot Spot quantity in the preset range that the central hot spot cell is the center of circle is not up to
When the second preset threshold, the region is unsatisfactory for the precondition of hot spot region at this time, then needing to re-search for hot spot region.
Provided in an embodiment of the present invention is the method for redefining central hot spot cell, i.e., according in above-described embodiment to small
The sequence of area's portfolio size, another Hot Spot of the selected and sorted after the Hot Spot selected before is as new hot spot
Cell, and according to the hot spot region search rule of above-described embodiment, determine hot spot region.
It is understood that method provided in an embodiment of the present invention will sort step by step according to the portfolio size of center cell
Under push away, until searching out hot spot region.
On the basis of the above embodiments, all Hot Spot in the hot spot region having determined that, no longer centered on heat
Point cell.
It is understood that after having searched for hot spot region, in order to enable next hot spot region range searched out
It is not in coincidence or center cell Reusability, in the embodiment of the present invention, the heat that has occurred within the scope of hot spot region
Cell uses centered on point cell will not be in repetition.
On the basis of the above embodiments, after step S2 further include:
When the warning information generates, voice or short massage notice monitoring personnel are immediately passed through.
It is understood that the embodiment of the present invention increases alarm system, IVR can be passed through when warning information generates
Intelligent sound and short message push function, notify associated monitoring personnel that processing is taken to arrange in time when monitoring traffic hotspots
It applies, improves treatment effeciency.
On the basis of the above embodiments, the embodiment of the present invention can also match associated hot spot by geographical location information
Grave news crawler data are handled for relevant business processing personnel.
Such as: event of fire together has occurred on the hot spot region periphery that the embodiment of the present invention determines, then the present invention is real
The crawler information of the event of fire will be collected by applying example, as the reference information of the hot spot region, be carried out for business processing personnel
Business processing.
Fig. 2 is a kind of wireless traffic performance monitoring system structure chart provided in an embodiment of the present invention, as shown in Figure 2, comprising:
Hot Spot chooses module 1, hot spot region search module 2 and monitoring module 3, in which:
It is more than the small of the first preset threshold that Hot Spot, which chooses module 1 and is used to choose wireless traffic quantity from all cells,
Area, as Hot Spot；
Hot spot region search module 2 is used for the geographical location information based on density clustering algorithm and the Hot Spot,
Automatically multiple hot spot regions are searched in wireless network, wherein each hot spot region includes multiple Hot Spot；
Monitoring module 3 is used for for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than second
Preset threshold generates warning information and reports.
Specifically, the Hot Spot chooses module 1 extracts heat according to the wireless traffic quantity of acquisition from all cells
Point cell.
Geographical location information of the hot spot region search module 2 based on density clustering algorithm and the Hot Spot, wireless
Automatically multiple hot spot regions are searched in network, and include multiple Hot Spot in each hot spot region, it thus can will be small
The monitoring of area's rank rises to region rank.
Then monitoring module 3 further according to the number of cells in region whether more than the second preset threshold, to determine whether should
Occurs business surge phenomenon in region, to generate warning information and report processing.
Wireless traffic performance monitoring system provided by the invention chooses module by Hot Spot and mould is searched in hot spot region
Block searches for hot zone using the geographical location information of density clustering algorithm and the Hot Spot determined automatically in the wireless network
Domain, monitoring module simultaneously determine whether business occurred to uprush according to the variation of Hot Spot quantity in the hot spot region, thus
It generates warning information and reports, improve the working efficiency of monitoring.
The present embodiment provides a kind of wireless traffic performance monitoring systems, comprising: at least one processor；And with the place
Manage at least one processor of device communication connection, in which:
The memory is stored with the program instruction that can be executed by the processor, and the processor calls described program to refer to
It enables to execute method provided by above-mentioned each method embodiment, for example, wireless traffic quantity S1, is chosen from all cells
More than the cell of the first preset threshold, as Hot Spot；S2, the geographical position based on density clustering algorithm and the Hot Spot
Confidence breath, searches for multiple hot spot regions automatically in the wireless network, wherein each hot spot region includes multiple Hot Spot；S3,
For each hot spot region, if the Hot Spot quantity for including in hot spot region is more than the second preset threshold, warning information is generated
And it reports.
The present embodiment discloses a kind of computer program product, and the computer program product includes being stored in non-transient calculating
Computer program on machine readable storage medium storing program for executing, the computer program include program instruction, when described program instruction is calculated
When machine executes, computer is able to carry out method provided by above-mentioned each method embodiment, for example, S1, from all cells
The cell that wireless traffic quantity is more than the first preset threshold is chosen, as Hot Spot；S2, based on density clustering algorithm and described
The geographical location information of Hot Spot searches for multiple hot spot regions automatically in the wireless network, wherein each hot spot region includes
Multiple Hot Spot；S3, for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than the second default threshold
Value generates warning information and reports.
The present embodiment provides a kind of non-transient computer readable storage medium, the non-transient computer readable storage medium
Computer instruction is stored, the computer instruction makes the computer execute method provided by above-mentioned each method embodiment, example
Such as include: S1, choose the cell that wireless traffic quantity is more than the first preset threshold from all cells, as Hot Spot；S2,
Geographical location information based on density clustering algorithm and the Hot Spot, searches for multiple hot zones automatically in the wireless network
Domain, wherein each hot spot region includes multiple Hot Spot；S3, for each hot spot region, if the heat for including in hot spot region
Point number of cells is more than the second preset threshold, generates warning information and reports.
Those of ordinary skill in the art will appreciate that: realize that all or part of the steps of above method embodiment can pass through
The relevant hardware of program instruction is completed, and program above-mentioned can be stored in a computer readable storage medium, the program
When being executed, step including the steps of the foregoing method embodiments is executed；And storage medium above-mentioned includes: ROM, RAM, magnetic disk or light
The various media that can store program code such as disk.
Through the above description of the embodiments, those skilled in the art can be understood that each embodiment can
It realizes by means of software and necessary general hardware platform, naturally it is also possible to pass through hardware.Based on this understanding, on
Stating technical solution, substantially the part that contributes to existing technology can be embodied in the form of software products in other words, should
Computer software product may be stored in a computer readable storage medium, such as ROM/RAM, magnetic disk, CD, including several fingers
It enables and using so that a computer equipment (can be personal computer, server or the network equipment etc.) executes each implementation
Method described in certain parts of example or embodiment.
Finally, the present processes are only preferable embodiment, it is not intended to limit the scope of the present invention.It is all
Within the spirit and principles in the present invention, any modification, equivalent replacement, improvement and so on should be included in protection of the invention
Within the scope of.
Claims (10)
1. a kind of wireless traffic method for monitoring performance characterized by comprising
S1, the cell that wireless traffic quantity is more than the first preset threshold is chosen from all cells, as Hot Spot；
S2, the geographical location information based on density clustering algorithm and the Hot Spot, are searched for multiple automatically in the wireless network
Hot spot region, wherein each hot spot region includes multiple Hot Spot；
S3, for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than the second preset threshold, generate accuse
Alert information simultaneously reports.
2. the method according to claim 1, wherein after step S2 further include:
The multiple hot spot region is shown in geography information display system.
3. method according to claim 1 or 2, which is characterized in that step S1 includes:
S11, the current traffic for obtaining all cells and the history average traffic in the current affiliated period；
S12, the current traffic based on each cell and history average traffic determine current traffic relative to the history
The amplification of average traffic is more than each Hot Spot of the first preset threshold.
4. according to the method described in claim 3, it is characterized in that, step S2 includes:
From each Hot Spot, Hot Spot centered on the maximum Hot Spot of the current traffic is chosen；
Based on preset cluster range, judge using the central hot spot cell as the Hot Spot quantity in the preset range in the center of circle
Whether second preset threshold is reached；
If reaching the second preset threshold by the Hot Spot quantity in the preset range in the center of circle of the central hot spot cell, sentence
The fixed preset range is hot spot region.
5. according to the method described in claim 4, it is characterized in that, if using the central hot spot cell as the preset range in the center of circle
Interior Hot Spot quantity is not up to the second preset threshold, then redefines central hot spot cell, until in redefine
Heart Hot Spot is that the Hot Spot quantity in the preset range in the center of circle reaches the second preset threshold.
6. method according to claim 4 or 5, which is characterized in that all Hot Spot in the hot spot region having determined that,
Hot Spot centered on no longer.
7. method according to claim 1 or 2, which is characterized in that after step S2 further include:
When the warning information generates, voice or short massage notice monitoring personnel are immediately passed through.
8. a kind of wireless traffic performance monitoring system characterized by comprising
Hot Spot chooses module, for choosing the cell that wireless traffic quantity is more than the first preset threshold from all cells,
As Hot Spot；
Hot spot region search module, for the geographical location information based on density clustering algorithm and the Hot Spot, wireless
Automatically multiple hot spot regions are searched in network, wherein each hot spot region includes multiple Hot Spot；
Monitoring module is used for for each hot spot region, if the Hot Spot quantity for including in hot spot region is more than second default
Threshold value generates warning information and reports.
9. a kind of computer program product, which is characterized in that the computer program product includes being stored in non-transient computer
Computer program on readable storage medium storing program for executing, the computer program include program instruction, when described program is instructed by computer
When execution, the computer is made to execute the method as described in claim 1 to 7 is any.
10. a kind of non-transient computer readable storage medium, which is characterized in that the non-transient computer readable storage medium is deposited
Computer instruction is stored up, the computer instruction makes the computer execute the method as described in claim 1 to 7 is any.
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| CN112199453A (en) * | 2019-07-08 | 2021-01-08 | 中国移动通信集团浙江有限公司 | Traffic hot spot clustering method, device, equipment and computer storage medium |
| CN112363839A (en) * | 2020-11-23 | 2021-02-12 | 腾讯科技（深圳）有限公司 | Resource request processing method and device and server |
| 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 |
| 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 |
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| CN105682024A (en) * | 2016-01-05 | 2016-06-15 | 重庆邮电大学 | City hot spot identification method based on mobile signaling data |
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| CN111833079A (en) * | 2019-04-15 | 2020-10-27 | 北京三快在线科技有限公司 | Hot spot area prediction method and device |
| CN112199453A (en) * | 2019-07-08 | 2021-01-08 | 中国移动通信集团浙江有限公司 | Traffic hot spot clustering method, device, equipment and computer storage medium |
| 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 |
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| 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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