CN109661000A - Management method, device, equipment and the readable storage medium storing program for executing of inefficient base station - Google Patents
Management method, device, equipment and the readable storage medium storing program for executing of inefficient base station Download PDFInfo
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- CN109661000A CN109661000A CN201811566509.7A CN201811566509A CN109661000A CN 109661000 A CN109661000 A CN 109661000A CN 201811566509 A CN201811566509 A CN 201811566509A CN 109661000 A CN109661000 A CN 109661000A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/02—Arrangements for optimising operational condition
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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
- H04L41/0631—Management of faults, events, alarms or notifications using root cause analysis; using analysis of correlation between notifications, alarms or events based on decision criteria, e.g. hierarchy, tree or time analysis
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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
- H04L41/14—Network analysis or design
- H04L41/142—Network analysis or design using statistical or mathematical methods
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/04—Arrangements for maintaining operational condition
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W88/00—Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
- H04W88/08—Access point devices
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Abstract
The invention discloses a kind of management methods of inefficient base station, device, equipment and readable storage medium storing program for executing, it is screened in information database according to the first preset condition, the base station of first preset condition will be met as inefficient base station, the basic information table of each inefficient base station is obtained parallel, the traffic statistics of alarm data and peripheral base station, according to the basic information table of the inefficient base station, the traffic statistics of alarm data and peripheral base station, multidimensional portrait analysis is carried out to each inefficient base station, generate multidimensional portrait analysis result, it is drawn a portrait using intellectual analysis optimization algorithm to multidimensional and analyzes result progress data mining, export inefficient base station optimizes and revises scheme.In the present solution, quickly screening and judging inefficient base station by information-based means, and pass through the origin cause of formation of the inefficient base station of intelligent analysis, while suggestion is optimized and revised in output, is improved network resource utilization, is greatly improved working efficiency, has saved human cost.
Description
Technical field
The present invention relates to the communications field more particularly to a kind of management method, device, equipment and the readable storages of inefficient base station
Medium.
Background technique
Since operation is opened in mobile network (such as 4G net) networking, the management of inefficient base station is always the tight of puzzlement operator
Weight problem.One base station can bring construction meaning of the great benefit concerning this base station site, because of low discharge or zero stream
Amount cell can neither bring prospective earnings for mobile network, waste high networking investment, and can influence user indirectly
Usage experience.
The distribution of low discharge cell is both that the intuitive embodiment of user distribution and behavior and one of ownership guide,
Some recessive network problems present in discovery network are also contributed to simultaneously.And traditional mobile network optimization, mainly pass through
It is artificial to extract traffic indicator or artificial collection in worksite test data, manual analysis is carried out, needs to find net from the data of magnanimity
Network problem, and the cause of network problem is analyzed, it then reintroduces solution and carries out implementation optimization.
And as network structure becomes increasingly complex, operation while 2G/3G/4G tri- opens mobile communications network, wireless base station
Scale rapid development, the prior art are handled using full manual analysis, are primarily present following problems: each base station of manual analysis
Configuration data, performance data, traffic data, and heavy workload is analyzed in conjunction with wireless environment locating for each base station, personnel,
Low efficiency.Different personnel are when analyzing same problem, since the otherness of the structure of knowledge and experience accumulation are different, point
Analysis result has differences, and is unfavorable for the quick basic solution of inefficient base station problem.Traditional carries out data processing using EXCEL
Mode cannot fully meet the demand of routine analysis, routine optimization working efficiency due to existing net base station cell substantial amounts
It is lower.Traditional analysis analytical cycle is long, analysis the inefficient base station reason netted cannot occurs in the quick or short time.
Summary of the invention
In view of this, the embodiment of the invention provides management method, device, equipment and the readable storages of a kind of inefficient base station
Medium promotes network resource utilization can quickly and efficiently improve the inefficient base station case of the whole network, promotes working efficiency,
Save human cost.
In a first aspect, the embodiment of the invention provides a kind of management methods of inefficient base station, comprising:
It is screened in information database according to the first preset condition, the base station for meeting first preset condition is made
For inefficient base station；
The traffic statistics of the basic information table of each inefficient base station, alarm data and peripheral base station are obtained parallel；
According to the traffic statistics of the basic information table of the inefficient base station, alarm data and peripheral base station, to each
Inefficient base station carries out multidimensional portrait analysis, generates multidimensional portrait analysis result；
It is drawn a portrait using intellectual analysis optimization algorithm to multidimensional and analyzes result progress data mining, export the optimization of inefficient base station
Adjusted Option.
In one possible implementation, described pre- according to first in the above method provided in an embodiment of the present invention
Before if condition is screened in information database, further includes:
Establish all basic station over network basic information table, basic information table include: base station type, longitude and latitude, region, covering scene,
It stands high, inclination angle；
All basic station over network traffic statistics are extracted from traffic statistics library using crawler software, and are mentioned from record alert database
Take all basic station over network alarm data；
All basic station over network information database is established, the associated storage basic information table of each base station, words in information database
Statistical data of being engaged in and alarm data.
In one possible implementation, described to each inefficient in the above method provided in an embodiment of the present invention
Base station carries out multidimensional portrait analysis, specifically includes:
Base station type, region and the covering scene for including to the first portrait are analyzed；
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed；
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are carried out
Analysis；
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed；
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
In one possible implementation, in the above method provided in an embodiment of the present invention, the first default item
Part includes:
The monthly daily flow of single base station is less than preset quantity, and the monthly daily flow of single base station is monthly less than origin base station
Daily flow；Wherein,
In one possible implementation, described to utilize intelligence point in the above method provided in an embodiment of the present invention
It analyses optimization algorithm and data mining is carried out to multidimensional portrait analysis result, export inefficient base station optimizes and revises scheme, it specifically includes:
Multidimensional portrait analysis result is compared with corresponding second preset condition respectively using intellectual analysis optimization algorithm
Compared with；
If the multidimensional portrait analysis result meets corresponding second preset condition, obtains to optimize and revise accordingly and build
View will respectively optimize and revise the corresponding inefficient base station of suggestion composition and optimize and revise scheme；
Export the inefficient base station optimizes and revises scheme；
Wherein, the second preset condition is the condition for needing to optimize and revise.
Second aspect, the embodiment of the invention provides a kind of managing devices of inefficient base station, comprising:
It is pre- will to meet described first for being screened in information database according to the first preset condition for screening module
If the base station of condition is as inefficient base station；
Module is obtained, if the basic information table, alarm data and peripheral base station for obtaining each inefficient base station parallel
Business statistical data；
Analysis module, for being united according to the traffic of the basic information table of the inefficient base station, alarm data and peripheral base station
It counts, multidimensional portrait analysis is carried out to each inefficient base station, generate multidimensional portrait analysis result；
Output module analyzes result progress data mining, output for drawing a portrait using intellectual analysis optimization algorithm to multidimensional
Optimize and revise scheme in inefficient base station.
In one possible implementation, in above-mentioned apparatus provided in an embodiment of the present invention, further includes:
Module is established, screens it for carrying out in information database in the screening module according to the first preset condition
Before, establish all basic station over network basic information table, basic information table include: base station type, longitude and latitude, region, covering scene, stand it is high,
Inclination angle；All basic station over network traffic statistics are extracted from traffic statistics library using crawler software, and are extracted from record alert database
All basic station over network alarm data；All basic station over network information database is established, the associated storage basis of each base station in information database
Information table, traffic statistics and alarm data.
In one possible implementation, in above-mentioned apparatus provided in an embodiment of the present invention, the analysis module, tool
Body is used for:
Base station type, region and the covering scene for including to the first portrait are analyzed；
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed；
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are carried out
Analysis；
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed；
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
In one possible implementation, in above-mentioned apparatus provided in an embodiment of the present invention, the first default item
Part includes:
The monthly daily flow of single base station is less than preset quantity, and the monthly daily flow of single base station is monthly less than origin base station
Daily flow；Wherein,
In one possible implementation, in above-mentioned apparatus provided in an embodiment of the present invention, the output module, packet
It includes:
Comparing unit: for using intellectual analysis optimization algorithm that multidimensional portrait analysis result is pre- with corresponding second respectively
If condition is compared；
Obtaining unit meets corresponding second preset condition if drawing a portrait for the multidimensional and analyzing result, obtains corresponding
Optimize and revise suggestion, will respectively optimize and revise suggestion and form corresponding inefficient base station and optimize and revise scheme；
Output unit optimizes and revises scheme for export the inefficient base station；
Wherein, the second preset condition is the condition for needing to optimize and revise.
The third aspect, the embodiment of the invention provides a kind of electronic equipment, comprising: memory and processor；
The memory, for storing computer program；
Wherein, the processor executes the computer program in the memory, to realize any one of first aspect institute
The method stated.
Fourth aspect, the embodiment of the invention provides a kind of computer readable storage mediums, are stored thereon with computer journey
Sequence, for realizing method described in any one of first aspect when the computer program is executed by processor.
Management method, device, equipment and the readable storage medium storing program for executing of inefficient base station provided by the invention, according to the first default item
Part is screened in information database, using the base station for meeting first preset condition as inefficient base station, is obtained parallel each
The traffic statistics of the basic information table of a inefficient base station, alarm data and peripheral base station, according to the base of the inefficient base station
The traffic statistics of plinth information table, alarm data and peripheral base station carry out multidimensional portrait analysis to each inefficient base station, generate
The analysis of multidimensional portrait carries out data mining as a result, drawing a portrait using intellectual analysis optimization algorithm to multidimensional and analyzing result, exports inefficient
Optimize and revise scheme in base station.In the present solution, quickly screening by information-based means and judging inefficient base station, and pass through intelligence
Change the origin cause of formation for analyzing inefficient base station, while suggestion is optimized and revised in output, can quickly and efficiently improve the inefficient base station feelings of the whole network
Condition improves network resource utilization, greatly improves working efficiency, has saved human cost, is also subsequent network optimization
Information-based analysis transition provide direction.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is the present invention
Some embodiments be also possible to obtain other drawings based on these drawings for those of ordinary skill in the art.
Fig. 1 is the flow diagram of the management method for the inefficient base station that the embodiment of the present invention one provides；
Figure 1A be another embodiment of the present invention provides inefficient base station management method flow diagram；
Fig. 2 is the structural schematic diagram of the managing device of inefficient base station provided by Embodiment 2 of the present invention；
Fig. 3 is the structural schematic diagram for the electronic equipment that the embodiment of the present invention three provides.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.Every other reality obtained based on the embodiments of the present invention
Example is applied, shall fall within the protection scope of the present invention.
Embodiment one
Fig. 1 is the flow diagram of the management method for the inefficient base station that the embodiment of the present invention one provides, as shown in Figure 1, should
Method may comprise steps of:
S101, it is screened in information database according to the first preset condition, first preset condition will be met
Base station is as inefficient base station.
In practical application, the executing subject of the present embodiment can be the managing device of inefficient base station.In practical applications, should
The managing device of inefficient base station can be by virtual bench, such as software code realization, can also be by being written with related execution
The entity apparatus of code, for example, USB flash disk is realized, then alternatively, can also be real by being integrated with the related entity apparatus for executing code
It is existing, for example, chip, intelligent terminal etc..
Optionally, the information database pre-establishes, and therefore, according to embodiment of the present invention, such as schemes
Shown in 1A, before carrying out above-mentioned S101 step, can also include:
S101a, all basic station over network basic information table is established, basic information table includes: base station type, longitude and latitude, region, covering
Scene, high, inclination angle of standing.
S101b, using crawler software from traffic statistics library extract all basic station over network traffic statistics, and from alarm number
All basic station over network alarm data is extracted according to library.
S101c, all basic station over network information database is established, the associated storage basic information of each base station in information database
Table, traffic statistics and alarm data.
Preferably, can be using the MySQL database of open source, the application is it is not limited here.
Optionally, according to embodiment of the present invention, first preset condition may include: that single base station is monthly
Daily flow is less than preset quantity, and the monthly daily flow of single base station is less than the monthly daily flow of origin base station；Wherein,
For example, first preset condition can be set to the monthly daily flow of single base station less than 1GB, and it is less than the base station
The monthly daily flow of 10 base stations of surrounding, it is qualified to be judged as inefficient base station.
In the present embodiment, for example, can be by crawler software link information database, while SQL statement is write, if
Required screening and Rule of judgment are set, SQL statement is then executed by crawler software, it can be inefficient into network with quick obtaining
Base station.
The traffic statistical number of S102, the basic information table for obtaining each inefficient base station parallel, alarm data and peripheral base station
According to.
Specifically, the traffic statistics of peripheral base station can be 5 or other nearest with current inefficient base station distance
The traffic statistics of quantity base station.
S103, according to the traffic statistics of the basic information table of the inefficient base station, alarm data and peripheral base station, it is right
Each inefficient base station carries out multidimensional portrait analysis, generates multidimensional portrait analysis result.
Specifically, the analysis of inefficient base station carries out " multidimensional to inefficient base station using the various dimensions for generating strong correlation with traffic
Portrait ", specifically includes:
Base station type, region and the covering scene for including to the first portrait are analyzed, such as: judge inefficient base station to be macro
It stands or room is divided, inefficient base station affiliated area (core city, suburb, county town, small towns rural area) is analyzed, such as the inefficient base of nucleus
Needs of standing are paid close attention to, and debugging and antenna feeder problem analyze inefficient base station affiliated scene (campus, high-speed rail, subway, scenic spot, residence
People's cell etc.), if the inefficient base station in campus needs to pay close attention to, debugging and antenna feeder problem, this rigid demand base station in scenic spot,
Antenna feeder problem is excluded, can continue to pay close attention to, without processing.
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed, such as: it is directed to
The more base station of monthly frequency of occurrence needs selective analysis, priority processing.The base station few for frequency of occurrence carries out each monthly
Current capacity contrast's analysis, the reasons such as debugging.It is analyzed from frequency of occurrence, the inefficient base station of the analysis all occurred every month, weight
Point concern, site inspection are found and reason of inefficiency occur, preferentially handled.The monthly frequency of occurrence in inefficient base station is tracked, is analyzed low
The reason of base station is by badly improving is imitated, in conjunction with flow traffic monthly, marketing users development reasons is judged whether it is, analyzes inefficient base
It stands backward reason, judges whether base station fault or the reasons such as antenna feeder is abnormal cause.Sporadicly occur for centre inefficient
Base station needs that traffic and alarm cause is combined to be judged, see flow whether in 1GB critical threshold or base station there are frequent failures
Cause.
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are carried out
Analysis, such as: analyzed from user profile, can determine whether inefficient base station is in high user distribution region, base station which
Orientation user is relatively more, positions reason of inefficiency in conjunction with site inspection situation.It analyzes, analyzes low in conjunction with peripheral base station traffic conditions
The nearest two base station call situations in base station are imitated, are all such as low discharge base station, in conjunction with site inspection, judge inefficient to lack reason for user
Cause, if peripheral base station flow is higher, site inspection is needed to exclude antenna feeder and failure cause.For being in, user is less, flow
The inefficient base station of lower region, is pushed to market in time.
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed, example
Such as: being analyzed from user profile, can determine whether inefficient base station is in whole weak overlay area, which direction region of base station
It needs to reinforce to cover.Analyze the combined coverage areas between inefficient base station and the nearest base station of surrounding, if exist and our station is needed to reinforce
The place of covering.
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
Based on above five dimension portrait method, drawing a portrait to certain colleges and universities' list base station, it is as follows to analyze result example:
According to the above five portraits dimensional analysis, the inefficient reason in the base station is that this overlay area of base station is needed without practical traffic
It asks, is to lead to inefficient basic reason.But because of teaching building side road surface, there are weak covering problems, can be by drawing the interior
Base station is exceptionally beaten, the modes such as remote radio using room, increases the base station by the covering of road pavement.On the one hand it can increase the station
Traffic absorbability, while also solving the weak covering problem in road surface.
S104, it is drawn a portrait using intellectual analysis optimization algorithm to multidimensional and analyzes result progress data mining, export inefficient base station
Optimize and revise scheme.
In the present embodiment, step S104 be can specifically include: multidimensional being drawn a portrait using intellectual analysis optimization algorithm and analyzes knot
Fruit is compared with corresponding second preset condition respectively, if multidimensional portrait analysis result meets corresponding second default item
Part then obtains and optimizes and revises suggestion accordingly, will respectively optimize and revise the corresponding inefficient base station of suggestion composition and optimizes and revises scheme, defeated
Scheme is optimized and revised in the inefficient base station out, wherein the second preset condition is the condition for needing to optimize and revise.
In practical application, the intellectual analysis analysis of optimization calculating thinking of inefficient base station can be with are as follows:
A, the inefficient base station disconnected station time is longer (monthly analysis is more than 1 day with the cumulative time), Optimizing Suggestions are as follows: when disconnected station
Between more than 1 day, need to analyze processing alarm.
B, excessive, Optimizing Suggestions are arranged at 35 meters or more, inclination angle in inefficient surrounding sites base station call flow height, height of standing
Are as follows: antenna feeder adjustment is carried out after site inspection.
C, inefficient surrounding sites base station call flow is high, and website height is less than 30 meters, Optimizing Suggestions are as follows: after site inspection
Carry out site optimization.
D, inefficient base station covering scene is emphasis scene or the public praise scenes such as campus, high-speed rail, transport hub, needs preferentially to locate
Understanding is determined.
E, inefficient base station is room branch scape, if peripheral base station (with the other Remote Radio Unit in place) is inefficient, week
While there are weak overlay area, Optimizing Suggestions are as follows: site inspection, being made using outdoor improves inefficient and weak covering.
F, when inefficient base station covering scene is the rigid demands scenes such as scenic spot, basement, Optimizing Suggestions are as follows: site inspection is protected
It demonstrate,proves base station covering under normal circumstances, continues to pay close attention to.
G, inefficient surrounding sites base station call flow is all very low, scene is located at rural area or suburb and the works such as antenna tilt join
Setting is reasonable, Optimizing Suggestions are as follows: the user situation of site inspection overlay area, certain user are seldom, continue to pay close attention to.
In conjunction with the above analytical mathematics, data mining is carried out to multidimensional analysis result of drawing a portrait, i.e., with corresponding second default item
Part is compared, if meeting corresponding second preset condition, acquisition optimizes and revises suggestion accordingly, will respectively optimize and revise suggestion
It forms corresponding inefficient base station and optimizes and revises scheme, intellectual analysis optimization algorithm can export the side of optimizing and revising of inefficient base station automatically
Case.
For example, WXEBFL857281 (seeing The Orchid Pavilion Music Bureau 29 (zooming out) in mountain) is inefficient base station, is drawn through analysis multidimensional
As result is as follows:
Intellectual analysis optimization algorithm, which draws a portrait to multidimensional, analyzes result progress data mining, and the result of excavation is as follows:
Frequency of occurrence is 1 time, and traffic is normal before, and exclusionary zone user lacks reason, which meets condition a (when disconnected station
Between more than 1 day, there is alarm).Therefore, intelligent optimization Adjusted Option is the alarm situation for analyzing base station, priority processing alarm.
Due to being handled using information-based means, the time for handling cost is influenced to ignore not by the number of inefficient base station
Meter, such as following table, greatly saving analysis time, monthly inefficient base station analysis time is about 1/10th of manual analysis, pole
The earth improves working efficiency, and the promotion of working efficiency brings the processing high efficiency of problem, quickly finds the problem, solves to ask
Topic, the traffic flow enhancement of inefficient base station bring direct economic benefit.
| Compare classification | Traditional artificial analysis | Information-based means intellectual analysis |
| Analysis time (100 base stations) | 200 minutes | 22 minutes |
| It is influenced by base station number | Base station is more, and the time is longer | It ignores |
| Analysis personnel (person-time) | 10 person-times | 1 person-time |
The management method of inefficient base station provided by the invention, is sieved in information database according to the first preset condition
Choosing, using the base station for meeting first preset condition as inefficient base station, obtain parallel each inefficient base station basic information table,
The traffic statistics of alarm data and peripheral base station, according to basic information table, alarm data and the periphery of the inefficient base station
The traffic statistics of base station carry out multidimensional portrait analysis to each inefficient base station, generate multidimensional portrait analysis as a result, utilizing intelligence
Energy analysis optimization algorithm, which draws a portrait to multidimensional, analyzes result progress data mining, and export inefficient base station optimizes and revises scheme.We
In case, inefficient base station is quickly screened and judged by information-based means, and pass through the origin cause of formation of the inefficient base station of intelligent analysis, together
When output optimize and revise suggestion, can quickly and efficiently improve the inefficient base station case of the whole network, improve network resource usage
Rate greatly improves working efficiency, has saved human cost, also provides for the information-based analysis transition of subsequent network optimization
Direction.
Following is apparatus of the present invention embodiment, can be used for executing the management of the inefficient base station of the offer of the embodiment of the present invention one
Method.For undisclosed details in apparatus of the present invention embodiment, embodiment of the present invention method is please referred to.
Embodiment two
Fig. 2 is the structural schematic diagram of the managing device of inefficient base station provided by Embodiment 2 of the present invention, as shown in Fig. 2, should
Device may include:
Screening module 210 will meet described first for being screened in information database according to the first preset condition
The base station of preset condition is as inefficient base station.
Module 220 is obtained, for obtaining the basic information table of each inefficient base station, alarm data and peripheral base station parallel
Traffic statistics.
Analysis module 230, for the traffic according to the basic information table of the inefficient base station, alarm data and peripheral base station
Statistical data carries out multidimensional portrait analysis to each inefficient base station, generates multidimensional portrait analysis result.
Output module 240 analyzes result progress data mining for drawing a portrait using intellectual analysis optimization algorithm to multidimensional, defeated
Scheme is optimized and revised in inefficient base station out.
According to embodiment of the present invention, above-mentioned apparatus can also include:
Module 200 is established, for being screened in information database in the screening module according to the first preset condition
Before, all basic station over network basic information table is established, basic information table includes: base station type, longitude and latitude, region, covering scene, stands
High, inclination angle.All basic station over network traffic statistics are extracted from traffic statistics library using crawler software, and are mentioned from record alert database
Take all basic station over network alarm data.All basic station over network information database is established, the associated storage base of each base station in information database
Plinth information table, traffic statistics and alarm data.
According to embodiment of the present invention, the analysis module 230, is specifically used for:
Base station type, region and the covering scene for including to the first portrait are analyzed.
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed.
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are carried out
Analysis.
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed.
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
According to embodiment of the present invention, first preset condition includes:
The monthly daily flow of single base station is less than preset quantity, and the monthly daily flow of single base station is monthly less than origin base station
Daily flow.Wherein,
According to embodiment of the present invention, the output module 240, comprising:
Comparing unit 241: for multidimensional to be drawn a portrait analysis result respectively with corresponding the using intellectual analysis optimization algorithm
Two preset conditions are compared.
Obtaining unit 242 meets corresponding second preset condition if drawing a portrait for the multidimensional and analyzing result, obtains phase
That answers optimizes and revises suggestion, will respectively optimize and revise the corresponding inefficient base station of suggestion composition and optimizes and revises scheme.
Output unit 243 optimizes and revises scheme for export the inefficient base station.
Wherein, the second preset condition is the condition for needing to optimize and revise.
Embodiment three
Fig. 3 is the structural schematic diagram for the electronic equipment that the embodiment of the present invention three provides, as shown in Figure 3, comprising: memory
310 and processor 320.
The memory 310, for storing computer program.
Wherein, the processor 320 executes the computer program in the memory 310, to realize in embodiment one
Method.
Example IV
The embodiment of the present invention four provides a kind of computer readable storage medium, is stored thereon with computer program, described
For realizing the method in embodiment one when computer program is executed by processor.
It is apparent to those skilled in the art that for convenience and simplicity of description, the device of foregoing description
Specific work process, can refer to corresponding processes in the foregoing method embodiment, details are not described herein.
Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention., rather than its limitations；To the greatest extent
Pipe present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: its according to
So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into
Row equivalent replacement；And these are modified or replaceed, various embodiments of the present invention technology that it does not separate the essence of the corresponding technical solution
The range of scheme.
Claims (12)
1. a kind of management method of inefficient base station characterized by comprising
It is screened in information database according to the first preset condition, the base station of first preset condition will be met as low
Imitate base station；
The traffic statistics of the basic information table of each inefficient base station, alarm data and peripheral base station are obtained parallel；
According to the traffic statistics of the basic information table of the inefficient base station, alarm data and peripheral base station, to each inefficient
Base station carries out multidimensional portrait analysis, generates multidimensional portrait analysis result；
It is drawn a portrait using intellectual analysis optimization algorithm to multidimensional and analyzes result progress data mining, export optimizing and revising for inefficient base station
Scheme.
2. the method according to claim 1, wherein it is described according to the first preset condition in information database into
Before row screening, further includes:
Establish all basic station over network basic information table, basic information table include: base station type, longitude and latitude, region, covering scene, stand it is high,
Inclination angle；
All basic station over network traffic statistics are extracted from traffic statistics library using crawler software, and are extracted entirely from record alert database
Net base station alarm data；
All basic station over network information database is established, the associated storage basic information table of each base station, traffic system in information database
It counts and alarm data.
3. according to the method described in claim 2, it is characterized in that, described carry out multidimensional portrait analysis to each inefficient base station,
It specifically includes:
Base station type, region and the covering scene for including to the first portrait are analyzed；
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed；
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are analyzed；
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed；
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
4. method according to claim 1-3, which is characterized in that first preset condition includes:
The monthly daily flow of single base station is less than preset quantity, and the monthly daily flow of single base station is less than the monthly day stream of origin base station
Amount；Wherein,
5. method according to claim 1-3, which is characterized in that described to utilize intellectual analysis optimization algorithm to more
Dimension portrait analysis result carries out data mining, and export inefficient base station optimizes and revises scheme, specifically includes:
Multidimensional portrait analysis result is compared with corresponding second preset condition respectively using intellectual analysis optimization algorithm；
If the multidimensional portrait analysis result meets corresponding second preset condition, acquisition optimizes and revises suggestion accordingly, will
It respectively optimizes and revises the corresponding inefficient base station of suggestion composition and optimizes and revises scheme；
Export the inefficient base station optimizes and revises scheme；
Wherein, the second preset condition is the condition for needing to optimize and revise.
6. a kind of managing device of inefficient base station characterized by comprising
Screening module will meet the described first default item for being screened in information database according to the first preset condition
The base station of part is as inefficient base station；
Module is obtained, for obtaining the traffic system of the basic information table of each inefficient base station, alarm data and peripheral base station parallel
It counts；
Analysis module, for the traffic statistical number according to the basic information table of the inefficient base station, alarm data and peripheral base station
According to, multidimensional portrait is carried out to each inefficient base station and is analyzed, generation multidimensional portrait analysis result；
Output module is analyzed result progress data mining for being drawn a portrait using intellectual analysis optimization algorithm to multidimensional, exported inefficient
Optimize and revise scheme in base station.
7. device according to claim 6, which is characterized in that further include:
Module is established, for building before the screening module is screened in information database according to the first preset condition
Vertical all basic station over network basic information table, basic information table include: base station type, longitude and latitude, region, covering scene, high, inclination angle of standing；
All basic station over network traffic statistics are extracted from traffic statistics library using crawler software, and extract the whole network base from record alert database
It stands alarm data；All basic station over network information database is established, the associated storage basic information table of each base station in information database,
Traffic statistics and alarm data.
8. device according to claim 7, which is characterized in that the analysis module is specifically used for:
Base station type, region and the covering scene for including to the first portrait are analyzed；
The frequency occurred in preset time range to the inefficient base station that the second portrait includes is analyzed；
The traffic statistics of the distribution of inefficient surrounding sites zone user and peripheral base station that third portrait includes are analyzed；
The distribution of inefficient surrounding sites zone user and peripheral base station coverage condition for include to the 4th portrait are analyzed；
Judge whether inefficient base station is that the base stations of specific needs is analyzed to what the 5th portrait included.
9. according to the described in any item devices of claim 6-8, which is characterized in that first preset condition includes:
The monthly daily flow of single base station is less than preset quantity, and the monthly daily flow of single base station is less than the monthly day stream of origin base station
Amount；Wherein,
10. according to the described in any item devices of claim 6-8, which is characterized in that the output module, comprising:
Comparing unit: for using intellectual analysis optimization algorithm by multidimensional draw a portrait analysis result respectively with corresponding second default item
Part is compared；
Obtaining unit meets corresponding second preset condition if drawing a portrait for the multidimensional and analyzing result, obtains corresponding excellent
Change adjustment to suggest, will respectively optimize and revise the corresponding inefficient base station of suggestion composition and optimize and revise scheme；
Output unit optimizes and revises scheme for export the inefficient base station；
Wherein, the second preset condition is the condition for needing to optimize and revise.
11. a kind of electronic equipment characterized by comprising memory and processor；
The memory, for storing computer program；
Wherein, the processor executes the computer program in the memory, to realize such as any one of claim 1-5 institute
The method stated.
12. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program
For realizing method according to any one of claims 1 to 5 when being executed by processor.
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