CN106028380A - System for mining, analyzing and displaying wireless network performance parameters and operating method thereof - Google Patents
System for mining, analyzing and displaying wireless network performance parameters and operating method thereof Download PDFInfo
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- CN106028380A CN106028380A CN201610348203.9A CN201610348203A CN106028380A CN 106028380 A CN106028380 A CN 106028380A CN 201610348203 A CN201610348203 A CN 201610348203A CN 106028380 A CN106028380 A CN 106028380A
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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
- 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
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/10—Scheduling measurement reports ; Arrangements for measurement reports
Abstract
The present invention discloses a system for mining, analyzing and displaying wireless network performance parameters and an operating method thereof. The system includes a server located at the network side and a plurality of mobile terminals, wherein the mobile terminals preprocess wireless network performance parameters measured thereby and network configuration information and then store same in a terminal database, and report same to the server at the network side in proper time; and the server as a control center performs statistical processing on measured data, to obtain network performance conditions, and mines, analyzes and predicts the influence on network performance change caused by mobile terminal migration and movement and mobile terminal aggregation and migration laws, to reveal network performance defects and tidal effect consequences for smart networking, network optimization and resource configuration optimization. The method and system of the present invention do not need special equipment and measurement personnel, and the measured network performance parameters can truly reflect network performance change, thereby implementing the intelligent optimization control of the network. The method and system of the present invention can dynamically, directly and accurately monitor the network performance in real time, and have the advantages of low cost and good application prospect.
Description
Technical field
The present invention relates to the mining analysis of a kind of wireless network performance parameter and display system and method for work thereof,
Belong to the technical field of radio communication, compunication and network measure.
Background technology
In recent years, widely available along with the fast development of radio network technique and smart mobile phone, honeycomb moves
The business kind of the wireless network such as communication system and WLAN all sharply increases with quantity, and user is to wireless
The requirement of network performance is more and more higher.In order to ensure and promote wireless network performance, radio network optimization
Importance highlights further, and the network optimization based on network performance measurement is core and the emphasis of current network O&M.
Traditional wireless network measurement, mainly includes drive test DT (Drive Test) and call quality test CQT
(Call Quality Test) etc. measure technology.These measurement technology are mainly employed specialty measurement by operator
Personnel pass through modelling customer behavior, it is thus achieved that the correlated results of network performance, then are optimized personnel couple by specialized network
These results carry out off-line statistics and analysis, thus find the problem that network exists, and propose corresponding optimization
Solution.In order to perform DT and CQT operation, operator is necessary for these staff and is equipped with specialty survey
Amount equipment, needs substantial amounts of manpower and materials.Additionally, be limited to man power and material, specialty survey crew can only
Measure in particular location.Such as, the local expansion that DT can only pass through at vehicle, and CQT makees
Supplementing for DT, it is possible to measure in localities such as indoor, narrow lanes；But, still have many special
There is strict restriction in different region (such as the military region, hospital, enterprises etc.) to discrepancy personnel so that CQT is difficult
To realize.Finally, also it is that the most important is: wireless network has the biggest randomness, even if same
One geographical position, the measurement result of different time also has a biggest difference, therefore, the DT of prior art and
CQT measurement result all has occasionality, it is impossible to reflect the actual state of network truly.
Although the display that collection data are conventional wireless network performance of DT and CQT and optimization provide base
Plinth, but, owing to the measurement process of DT and CQT is that survey crew arrival appointed place measures, then
Through the off-line statistics and analysis of network optimization personnel, this allows for the display of traditional wireless network performance also
There is certain defect.First, during measuring, add up or analyzing, unavoidably there is the subjective sense of staff
It is subject to, causes the test result accuracy of network performance to ensure.Secondly, DT and CQT is by measuring ground
Point and measurement time restriction, gather data limited, causes the assessment result of network performance to lack comprehensive and objective
The property seen.Finally, due to the data of DT and CQT measurement result have occasionality, and statistical data analysis
Process be off-line so that network performance parameter result cannot present in time, causes the place to network problem
Manage the most delayed, lack contingency.
The limitation measured in view of above-mentioned DT and CQT, industry proposes a kind of new measuring method
Measuring and report MR (Measurement Report), the method uses mobile terminal collection and wireless network
Then these, are gathered data and carry out statistical analysis and process by data that can be relevant, for network evaluation with
Optimize.It is the communications network service quality that truly reflection user is obtained that measurement based on mobile terminal is reported
Measurement technology, just enjoys industry to pay close attention to once proposition.Measure report MR and be different from DT and CQT, mobile
The user of terminal carries mobile terminal and opens its measurement function, it becomes possible to performs MR operation, is not required to
Want specialty measurement equipment and the input of manpower, save a large amount of human and material resources.Compare the survey of DT and CQT
Amount place limits, and the volume of mobile terminal is little, lightweight, be easy to carry about with one, and has greatly widened measured zone
Scope.Need only the measurement function of mobile terminal when being in opening, the most automatically collection network performance parameter,
Its measurement time is the most fully extended.Measure report data be record with store magnanimity different location,
The network performance parameter of different time, can embody network performance more comprehensively, accurately.Compared to DT and
The high cost of CQT, Data Source are limited, data cannot the various disadvantages such as holohedron existing network network actual state,
The MR method using mobile terminal to measure wireless network performance can effectively reduce the O&M cost of operator,
Increase and widen the source of measurement data, and improve comprehensive, the reliability of data.
In terms of the statistics and display of network performance parameter, in view of the many disadvantages of DT and CQT processed offline,
And the huge data volume of MR, to measure the statistical disposition of the measurement data reported mainly by computer or
Server completes.After mobile terminal measures the performance data gathering wireless network, by reporting performance data
To server, the big amount measurement data that MR is produced by server performs express statistic analysis, and uses Web
Browser timely, intuitively presents the wireless network performance test result after statistical analysis, more original based on this
Network performance data, draw network optimization solution.Whole operating process, substantially reduces artificial participation,
Ensure the accuracy of display result.And, mobile terminal can be accomplished for a long time, measure on a large scale,
To measurement data be stored in mobile terminal data storehouse, and report the server of network side at suitable time,
Ensure that the comprehensive of measurement result.The network performance data that mobile terminal is collected by server performs quickly
Statistical disposition and dig according to analysis, only need to use Web browser just can present the survey of wireless network performance in time
Test result, it is ensured that processing in time and the real-time straining optimization of network performance of network problem.Use and move
Dynamic terminal is measured the data reported and had both been pressed close to mobile phone users as the basic method assessing network performance,
The truth of network performance parameter change can be obtained again accurately, comprehensively, in real time；Reporting measuring
Network performance parameter data carry out statistical disposition while, also mobile terminal geographic position information is carried out
Statistical disposition, this makes it possible to obtain the rule that mobile terminal is assembled, migrated, such that it is able to prediction internetworking
The variation tendency of energy parameter, contributes to intelligent networking, the network optimization and optimizing resource allocation.
But, measure the detection data reported and be primarily present following three problem: first, identical, do not change
Data redundancy amount big, and same terminal reports its International Mobile Station Equipment Identification IMEI, network type every time
With the operator's informaiton belonged to, for each terminal, these information are identical, can press
Breviatyization processes.Second, data acquisition is sparse causes the quantity detecting data inadequate.Due to wireless network shape
Condition change is very fast, measures the signal obtained or result parameter is widely different, measures report and is made a reservation for be gathered
Measurement data not necessarily can gather completely, so measuring the data reported to there is blank value, these do not gather
To data the most all be use default value replace, reality is invalid data.3rd, data acquisition is overstocked,
Data redundancy amount can be caused again big, when wireless network performance is the most stable, and acquisition time is too short, causes and obtain
The dependency of related measurement data relatively strong, there is the problem that redundancy is bigger in data, can be to these redundancy
Data be compressed process.
Using " measurement report " is key word, retrieves two Chinese invention patent applications, is described below:
(1) " performance estimating method of a kind of wireless network and device " (application number: 201210047305.9),
The performance estimating method of a kind of wireless network of this disclosure of the invention and device, including: receiving mobile MS presses
The measurement report MR reported according to predetermined period；According to the mark of Serving cell, little in the service pre-build
In the mark in district and the corresponding relation of service cell carrier frequencies number, obtain the carrier frequency number of Serving cell；According in advance
If the MR received in the time period, calculate all neighbours more than predetermined threshold value of the level difference value with Serving cell
The summation of the hits of community；Hits according to Serving cell and the summation of the hits of all adjacent cells,
Calculate the overlapping cover index of Serving cell；According to overlapping cover index and service cell carrier frequencies number, calculate clothes
The community average interference entropy of business community.Compared to the prior art, the performance estimating method of wireless network of the present invention
And device can assess the performance of wireless network on the whole.
(2) " data traffic analysis and display packing, device " (application number 201110453818.5), this
The bright analysis disclosing a kind of data traffic and display packing, device, described method includes: gather user's phase
Close data；It is calculated the data stream that described user used within the setting time according to described user related data
Amount information；Obtain described user latitude and longitude information within the described setting time；By described latitude and longitude information with
Grid on electronic chart mates, and finds the grid residing for described user；According to described user described
The data traffic information used in the setting time, uses respective color to carry out the grid residing for described user
Display.This invention is applicable to when user uses wireless network, and the geographical rasterizing of user data traffic shows.
This both of which there are shortcoming: (1) is not concerned with what overall performance of network was caused by user distribution
Impact.(2) display packing after data process is simple, single.First method is not related to data and shows,
Data traffic has only been carried out processing display by second method.
Described on end, report to realize measuring, need the technological difficulties solved to include: how to realize moving
Terminal collects the measurement data of necessity in real time, exactly, how to make mobile terminal it tentatively to be united
Measurement data result after meter process, it is achieved memory capacity can either be saved, be sent to the most accurately and real-time
The server of network side, and the statistical data how report come up by the server of this network side is on-demand
Show, and provide the network optimization scheme of statistical analysis.Therefore, solve above-mentioned these the most as early as possible to ask
Topic, just becomes scientific and technical personnel's focus of attention and new problem in the industry.
Summary of the invention
In view of this, it is an object of the invention to provide mining analysis and the display of a kind of wireless network performance parameter
System and method of work thereof, the present invention preferably solves prior wireless network performance statistics System and method for and deposits
Quantity of information number display effect irregular, directly perceived is the best, poor accuracy, time delay big and time granule
Thick and poor number of drawbacks and problem, it is achieved that measurement data is carried out mining analysis and system according to control instruction
Meter processes, and can be measured the wireless network performance result of report by visual presentation mobile terminal, be moved eventually
End mobility is on the impact of network performance and the gathering of mobile terminal, Migratory Regularity, it is achieved network intelligence is excellent
Change and control.Present system and method can be used for multiple fields of mobile communication and compunication.
In order to achieve the above object, the invention provides mining analysis and the display of a kind of wireless network performance parameter
System, it is characterised in that: described system includes server and multiple mobile terminal, the movement being positioned at network side
After wireless network performance parameter that terminal measurement obtains and network configuration information carry out pretreatment, it is stored in
Terminal database, and the server of network side is reported at suitable time；Clothes as this System Control Center
Business device carries out statistical disposition to measurement data, it is thus achieved that the performance condition of network, and respectively to because of mobile terminal
Migrate, impact and the mobile terminal of network performance change are assembled by flowing, the rule migrated carries out mining analysis
And predicted estimate, disclose defect and the tidal effect consequence of network performance, for realizing intelligent networking, network
Optimize and optimizing resource allocation；Described server is provided with: transmits and processes, store and man-machine interaction three
Module；Wherein:
Transmit and processing module, be responsible for wireless network performance parameter that receive mobile terminal reporting, that it collects
And network configuration information, and after these network performance parameters and network configuration information are carried out pretreatment, transmit
To memory module, or send human-computer interaction module to according to after the process of setting demand；Transmit and processing module bag
Include data pre-processing unit, data transfer unit and data processing unit；
Memory module, is responsible for transmitting and the pretreated cell mobile communication systems of processing module and wireless local
The network performance parameter of net and network configuration information classification storage；For cellular mobile communication networks, Mei Geyi
International mobile terminal identifier IMEI (International Mobile Equipment in dynamic terminal measurement data
Identity), the network configuration information of network type and operator individually, does not repeat storage, during acquisition
Between, longitude and latitude and network performance parameter be to map storage by IMEI or directly stored by keyword；Right
In WLAN, the measurement data of the wireless local network connecting point that mobile terminal is connected with search,
But the metrical information of the neighbouring wireless local network connecting point being not connected with will store；
Human-computer interaction module, is used for realizing man-machine interaction: provide and include measurement time, measurement region, operation
Business's signal source, data processing method, performance parameter type, result display mode, mobile terminal list
And/or the multiple alternative option of station list and use selected by display mode show Measurement and Data Processing knot
Really；Human-computer interaction module includes demand collector unit and display unit.
In order to achieve the above object, present invention also offers and a kind of use wireless network performance parameter of the present invention
Mining analysis and the method for work of display system, it is characterised in that: according to control instruction, server shows nothing
During the Measurement and Data Processing result of line network performance parameter and network configuration information, server and mobile terminal it
Between the request-reply interactive operation that performs include following concrete steps:
Step 1, the transmission of server and processing module receive mobile terminal measure the network performance parameter reported and
Network configuration information, wherein data pre-processing unit uses the information sound separation method measurement data to receiving
After carrying out pretreatment to, result data are sent memory module storage；
Step 2, the human-computer interaction module of server receives confirmation and includes the range of choice of measurement data, data
Processing mode, the control instruction of result display mode, and pass to this control instruction transmit and process
Module；
Step 3, the transmission of server and processing module receive and recognize the control instruction of human-computer interaction module, really
Recognize the range of choice of measurement data, read corresponding measurement data from memory module, and as desired to reading
Measurement data carries out statistical disposition and mining analysis；
Step 4, the human-computer interaction module of server receives the measurement result after statistical disposition and mining analysis
Data, and show this measurement result dynamically, intuitively；Exhibition method is to use difference in map relevant position
Color represents grade residing for measurement result data and chart and word.
The mining analysis of wireless network performance parameter of the present invention and the advantage of display system and innovation be:
The wireless network measurement report data received based on server is from multiple mobile terminals.With traditional
The measuring method of network parameter compares, and present system is measured wireless network performance by mobile terminal
The collection of parameter, and it is supplied to network side server.Because size of mobile terminals is little, lightweight, low cost,
Easy to carry, widely distributed, can for a long time with measure on a large scale.And the more important thing is movement
Terminal measures the collection result obtained by wireless network performance parameter, is the real network that receives of mobile terminal
The truth of performance, reflects the performance parameter practical level that terminal receives.Server is according to receiving
Control instruction, magnanimity measurement data is carried out statistical analysis process, and statistical disposition result is used suitable
Mode shows, it is simple to obtain performance quality and the mobile terminal distribution of wireless network intuitively, exactly
Situation, provides support for realizing network intelligence optimization.It can be said that the present invention is a kind of Real-time and Dynamic, directly perceived
The mining analysis of perfect wireless network performance parameter and display system and method for work thereof, for wireless network
Regulation and control provide the analysis implementation method of a kind of practicable basic data with optimizing.
It addition, mobile terminal can be measured, by network side server, the mass data reported by present system
After carrying out statistical analysis, on-demand display, and provide network optimization direction.Significantly improve original data to process
After simple, the mediocre defect of display packing.Furthermore, the inventive method simple to operate, convenient, easily
Promote, can be used for multiple field such as mobile communication, compunication, there is good popularizing application prospect.
Accompanying drawing explanation
Fig. 1 is mining analysis and the display system architectures composition schematic diagram of wireless network performance parameter of the present invention.
Fig. 2 is mining analysis and the method for work operation step of display system of wireless network performance parameter of the present invention
Rapid flow chart.
Fig. 3, Fig. 4 and Fig. 5 are the network performance parameter schematic diagram of display in two embodiments of the present invention respectively.
Detailed description of the invention
For making the object, technical solutions and advantages of the present invention clearer, below in conjunction with the accompanying drawings the present invention is made
Described in further detail.
Seeing Fig. 1, mining analysis and the display system architectures of introducing wireless network performance parameter of the present invention form:
This system is made up of the server and multiple mobile terminal being positioned at network side, and mobile terminal measurement obtains
Wireless network performance parameter and after network configuration information carries out pretreatment, be stored in terminal database, and
Suitable time reports the server of network side；Measurement data is entered by the server as this System Control Center
Row statistical disposition, it is thus achieved that the performance condition of network, and respectively to migrating because of mobile terminal, flowing to internetworking
Can impact and the mobile terminal of change be assembled, the rule migrated carries out mining analysis and predicted estimate, discloses net
The defect of network performance and tidal effect consequence, for realizing intelligent networking, the network optimization and optimizing resource allocation.
The server of network side is provided with: transmit and processing module, memory module and human-computer interaction module.Wherein:
(A) transmission and processing module, is responsible for wireless network that receive mobile terminal reporting, that it collects
Can parameter and network configuration information, and after these network performance parameters and network configuration information are carried out pretreatment,
Send memory module to, or send human-computer interaction module to according to after the process of setting demand；Transmit and process mould
Block is provided with data pre-processing unit, data transfer unit and data processing unit totally three component units.These are three years old
The function introduction of individual component units is as follows:
Data pre-processing unit: use information sound separation method to process mobile terminal and measure the data reported,
Reduce storage redundancy and save memory space, and promoting the efficiency of statistical disposition and mining analysis.Described information
After the static information that sound separation method is to discriminate between in measurement data and multidate information, it is respectively processed: right
In cellular mobile communication networks, mobile terminal is measured report data and includes IMEI, network type and affiliated
The network performance ginseng of the network configuration information of operator and acquisition time, longitude and latitude and cellular mobile communication networks
Number is respectively processed.
Data transfer unit: be responsible for the measurement data after transmission processes between each module or each unit and control
Instruction, to realize following function: send pretreated measurement data to memory module, from man-machine interaction
Module obtains control instruction, obtains measurement data according to this control instruction from memory module, and by Statistics Division
Result data after reason and mining analysis sends human-computer interaction module to and shows.
Data processing unit: for receiving and perform the control instruction of human-computer interaction module, be responsible for from depositing
Storage module measurement data carry out statistical disposition and mining analysis, in order to obtain wireless network different time and/
Or the change of the performance parameter of different location and rule thereof, it was predicted that and grasp that mobile terminal migrates, flowing is to net
The impact of network performance change, and the gathering of mobile terminal, Migratory Regularity, it is achieved the predistribution of Internet resources
And Optimized Operation.Wherein, the network performance parameter processed for cellular mobile communication networks is believed with network configuration
Breath includes: mobile terminal IMEI, operator identifier, network performance index parameter and acquisition time and warp
Latitude address, the measurement data processed for WLAN includes with configuration information: mobile terminal IMEI,
Insertion point of radio local network AP (Wireless Access Point) mark, network performance index parameter, with
And acquisition time and longitude and latitude address.
The data processing unit following three kinds of data processing methods of use in the present invention:
Statistical disposition to network performance parameter: selected measured zone is divided into multiple just adjoining each other
Square net, and perform to include signal intensity, receiving velocity, transmission to the measured zone that each grid is corresponding
The statistical computation of the network performance parameter of speed and the bit error rate, obtains network performance parameter flat of each grid
Average；That adds up different operators the most respectively includes mean received rate, average transmission rate and the network coverage
The network performance index of rate；
Statistical disposition to mobile terminal mobility Yu network performance relation: add up the wireless of each mobile terminal
Network performance parameter value corresponding measurement time with measure positional information, it is thus achieved that mobile terminal moving process
In wireless network performance parameter, mobile terminal for deliberation migrates, the flowing impact on network performance；
To mobile terminal gathering, the mining analysis of Migratory Regularity and predicted estimate: in selected measured zone
The interior geographical position to mobile terminal clusters, and the mobile terminal obtaining whole measured zone assembles ground, i.e. focus,
And the change of position is measured according to mobile terminal, mining analysis mobile terminal migrates situation between each focus,
Obtain its gunz Migratory Regularity, in order to carry out the predicted estimate of corresponding trend, it is achieved Internet resources predistribution.
(B) memory module, is responsible for transmitting and the pretreated cell mobile communication systems of processing module and nothing
The performance parameter of line LAN and network configuration information perform classification storage: for cellular mobile communication networks,
International mobile terminal identifier IMEI (International Mobile in each mobile terminal measurement data
Equipment Identity), the network configuration information of network type and operator individually, do not repeat storage,
Measurement time, longitude and latitude and network performance parameter are to map storage by IMEI or directly deposited by keyword
Storage.For WLAN, the measurement data of the wireless local network connecting point that mobile terminal is connected with search
Rope to but the measurement data of neighbouring wireless local network connecting point that is not connected with will store.
Network configuration information and the network performance parameter of the cellular radio communication network of memory module storage include:
The International Mobile Station Equipment Identification IMEI of mobile terminal, obtain the time, obtain longitude and latitude address, network type,
Operator, Location Area Code, mobile terminal access cell information, received signal strength, receiving velocity,
Emission rate, the bit error rate；Wireless lan network configuration information and the network performance parameter of storage include: move
The dynamic International Mobile Station Equipment Identification IMEI of terminal, acquisition time, acquisition longitude and latitude address, WLAN connect
Access point AP (Wireless Access Point) mark, NID ID (identification), LAN
Media are got involved and are controlled MAC (Medium/Media Access Control) address, LAN Monitoring System fidonetFido
IP (Internet Protocol) address, LAN received signal strength, signal intensity level, LAN frequency
Rate, lan capacity, maximum connection speed, receiving velocity, emission rate, dynamic host configuration protocol DHCP
The substance of (Dynamic Host Configuration Protocol).
(C) human-computer interaction module, is used for realizing man-machine interaction: provide include the measurement time, measure region,
Operator's signal source, data processing method, performance parameter type, result display mode, mobile terminal
List and/or the multiple alternative option of station list the display mode selected by using are shown at measurement data
Reason result；Human-computer interaction module includes demand collector unit and display unit.Two groups of human-computer interaction module
The function introduction becoming unit is as follows:
Demand collector unit: responsible collection includes the measurement time, measures region, operator's signal source, data
Processing mode, performance parameter type, the display mode of result and mobile terminal list and/or base station
The selection control instruction of list, processes as data and the content of policy decision of display operation；The choosing that this unit provides
Select operational order and include the description below:
Time interval selects: meeting the time started is not later than the end time and the end time is not later than current operation
Time random time section；
Region selects: territorial scope at least includes all Continental Areas of the People's Republic of China；
Operator signal source selects: signal source at least include present China Mobile (ChinaMobile), in
UNICOM of state (Unicom) and three operators of China Telecom (Telcom) and WLAN；
Data processing method selects: at least includes the statistical disposition to network performance parameter, move mobile terminal
Dynamic property and the statistical disposition of network performance relation, mobile terminal is assembled, the mining analysis of Migratory Regularity and pre-
Survey and estimate；
Performance parameter type selecting: perform network performance parameter data process time, need to first selection process
Performance parameter type；Default setting is useful signal receiving intensity RSRP (Reference Signal Receiving
Power), moreover it is possible to the type of selection has: receive signal Signal to Interference plus Noise Ratio SINR (Signal to Interference plus
Noise Ratio), error rate BER (Bit Error Rate), receiving velocity Rx, emission rate Tx；
The selection of result display mode: at least include the description below: overall video data result,
Contrast shows the data processed result between different performance parameter or operator, changes Dynamic Announce according to the time
Data processed result；And including the selection content of following display pattern: gradual change renders the heating power artwork of mode
Formula, non-gradual change render the grid chart of mode, trajectory diagram pattern, with word and/or the auxiliary mode of diagrammatic representation；
Mobile terminal list and the selection of station list: mobile terminal and the selection of station list are provided, for
Need to check the operation during correlation performance parameters setting mobile terminal or base station.
Display unit, for the control of the Measurement and Data Processing result display mode that collector unit as desired is collected
System instruction, display measurement data statistical disposition and the result of mining analysis: with include thermodynamic chart, grid chart,
The plurality of display modes of trajectory diagram, by data processed result according to the traditional standard of network performance parameter or unit
The mobile terminal quantity divided rank of area, represents Measurement and Data Processing in different colors in map relevant position
Grade residing for result, and with the result data after chart and/or word displaying network performance parameter mining analysis:
In real time, Dynamic Display includes that multiple network performance parameter is at different time, different location and/or different operators
Between difference and change, the motion track of mobile terminal and the different location in moving process thereof wireless
Network performance parameter, mobile terminal is assembled, the time dependent situation of situation of migrating.
See Fig. 2, introduce mining analysis and the work side of display system of wireless network performance parameter of the present invention
Method is: according to control instruction, server shows wireless network performance parameter and the measurement number of network configuration information
During according to result, between server and mobile terminal perform request-reply interactive operation include following specifically
Step:
Step 1, the transmission of server and processing module receive mobile terminal measure the network performance parameter reported and
Network configuration information, wherein data pre-processing unit uses the information sound separation method measurement data to receiving
After carrying out pretreatment to, result data are sent memory module storage.
The information sound separation method of the present invention is first will to belong to network configuration information in measurement report data
Three kinds of static informations of IMEI, network type and operator and time, longitude and latitude and belong to network performance
The multidate information of parameter makes a distinction, and re-uses destructuring storage mode by static information individually, do not repeat
Storage；Multidate information is stored by the mapping of static information, for follow-up according to static information inquiry or
By keyword query, to reduce storage redundancy.
Step 2, the human-computer interaction module of server receives and includes at the range of choice of measurement data, data
Reason mode, the control instruction of result display mode, and pass to this control instruction transmit and process mould
Block.In this step 2, the control instruction that human-computer interaction module receives includes the description below:
(21) select the measurement time: default setting be system original setting time to current time, this time
Between select condition be: the time started is not later than the end time and the end time is not later than current operating temporal.
(22) select to measure region: by inquiry place, scale and drag map and select target area.
(23) operator's signal source is selected: default setting is for selecting existing movement, UNICOM, telecommunications three
The cellular mobile communication networks of the one or more operators in operator or WLAN.
(24) data processing method is selected: at least include the statistical disposition to network performance parameter, to movement
The statistical disposition of terminal mobility and network performance relation, mobile terminal is assembled, the excavation of Migratory Regularity divides
Analysis and predicted estimate.
(25) performance parameter type is selected: perform the data of network performance parameter when processing, need to be at first selection
The performance parameter type of reason；Default setting is useful signal receiving intensity RSRP, moreover it is possible to the type of selection has:
Receive signal Signal to Interference plus Noise Ratio SINR, error rate BER, receiving velocity Rx, emission rate Tx.
(26) display mode of result is selected: at least include the description below: overall video data processes
Result, contrast show the data processed result between different performance parameter or operator, move according to time change
State video data result；And including the selection content of following display pattern: gradual change renders the heat of mode
Trying hard to pattern, non-gradual change renders the grid chart of mode, trajectory diagram pattern, auxiliary with word and/or diagrammatic representation
Help pattern.
(27) mobile terminal list and/or station list are selected: in needing to check setting time and/or region
Mobile terminal or the network performance parameter of base station and the statistical disposition of network configuration information and mining analysis result
Time, select according to mobile terminal list or station list.
Step 3, the transmission of server and processing module receive and recognize the control instruction of human-computer interaction module, really
Recognize the range of choice of measurement data, read corresponding measurement data from memory module, and as desired to reading
Measurement data carries out statistical disposition and mining analysis.
In this step 3, the process measurement data read carried out according to control instruction and statistical operation bag
Include following content:
(31) whole selected measured zone is divided into multiple square net adjoined each other.
(32) judge, according to the latitude and longitude information of storage data, the grid that this measurement data is belonged to, calculate each
The meansigma methods of the wireless network performance parameter value in grid, more respectively statistics different operators include averagely connect
Receive speed, average transmission rate and the network performance index of the network coverage.
(33) if do not have the storage document of corresponding wireless network performance parameter value in certain grid, it is " poor to use
Value complement is neat " and " study polishing " integrated processes polishing there is no the information in the grid of corresponding data:
When in the grid of the adjacent four direction up and down of this grid, have one or more when having measurement data,
Use " difference polishing ": use the wireless network performance mean parameter of its adjacent mesh to represent the wireless of this grid
Network performance parameter；When the grid of the adjacent four direction up and down of this grid does not all have data, use
" study polishing ": some days wireless network performance parameters the most in the same time before searching for this grid, recycles gradient
Descent method matching selects the wireless network performance change of time period, and obtains this grid cover by the method study
The wireless network performance parameter value in cover region territory；
(34) mobile terminal not according to set the time cycle when server reports its trace information, need polishing
Movement locus, method particularly includes: before and after mobile terminal, the time interval between two data points is more than setting
When fixed report the time cycle N times, between these two data points, there is no track；Before and after mobile terminal
Between two data points, time interval is not more than N times or these two data reporting the time cycle set
When the spacing of point is more than setpoint distance, Di Jiasitela algorithm is used to obtain between these two data points
Short path, and the turning point addition redundant data at each crossing, be sequentially connected with each point according still further to distance,
Track color on the way depends on the performance parameter average of former and later two data points；Wherein, N is no less than 10
Integer.
(35) statistical disposition mobile terminal assemble, when migrating situation, first in selected measured zone to shifting
The geographical position cluster of dynamic terminal, obtains map hot point, it is thus achieved that the mobile terminal distribution situation of each time period
And between each focus migrate situation after, use " trigger-type " update mobile terminal gathering, move
Move information: when only focus mobile terminal quantity is reduced to setting ratio, just renewal mobile terminal gathering and
Migrate data.
Step 4, the human-computer interaction module of server receives the measurement result after statistical disposition and mining analysis
Data, and show this measurement result dynamically, intuitively；Exhibition method is to use difference in map relevant position
Color represents grade residing for measurement result data and chart and word.
In this step, according to the traditional standard of wireless network performance parameter, divide corresponding for network performance parameter
Grade, the mobile terminal quantity always according to unit are divides different brackets, further according to statistical result data institute
Place grade and affiliated grid, on map use respective color be this grid coloring, intuitively, dynamically in
Show wireless network performance parameter and the gathering of mobile terminal, migrate situation；Coloring mode includes two ways:
Thermodynamic chart that gradual change renders and the grid chart that non-gradual change renders；To the wireless network during motion of mobile terminals
Performance condition uses the mode of trajectory diagram to show, i.e. on map, relevant position uses wireless network performance parameter
Residing this section of track of colour code corresponding to grade.According to control instruction, make display data with the following methods:
The data processed result of the whole measured zone of static display network, or contrast display different performance parameter therein
Or the data processed result between operator, or change Dynamic Announce data processed result therein according to the time.
Inventions have been and repeatedly implement test, the examination of two embodiments of the inventive method is described below
Test situation: first embodiment is that the net involved by a mobile terminal moving process is checked in control instruction request
During network performance parameter, the performance parameter type of selection is: useful signal receiving intensity (RSRP), and the time is
In day's date before JIUYUE in 2015 21:28 on the 30th, display mode is overall display.Second reality
Executing example is the wireless network performance in the body of a map or chart shown by webpage is checked in control instruction request, selects the time
In being the day's date before JIUYUE in 2015 21:28 on the 30th, the signal source of selection is CHINAUNICOM, electricity
Xin Liangjia operator, the performance parameter type of selection is receiving velocity (Rx), and display mode is overall display
Grid chart.
Seeing Fig. 3 and Fig. 4, Fig. 3 and Fig. 4 is according to control instruction, display measurement data statistic analysis result
Two wireless network performance figures.Wherein Fig. 3 show the wireless network performance figure of first embodiment, aobvious
Showing the motion track of mobile terminal, the color of track represents mobile terminal and measures on this section of track and to obtain
Grade residing for RSRP numerical value.The wireless network performance figure of corresponding second embodiment of Fig. 4, draws on map
Subnetting lattice, the color of grid represents grade residing for the Rx numerical value in grid overlay area.
Seeing Fig. 5, Fig. 5 is according to control instruction, the statistical information of display Measurement and Data Processing, correspondence second
The average RSRP in region shown in map of the operator selected by individual embodiment, average Rx, the knot of average Tx
Really.Because first embodiment perpetual object is mobile terminal, do not provide the data of whole map calculation
Result.
Shown in the above and figure is only the preferred embodiment of the present invention.It should be pointed out that, for this area
Those of ordinary skill for, under the premise without departing from the principles of the invention, it is also possible to make some modification and
Improving, these also should be regarded as belonging to protection scope of the present invention.
Claims (9)
1. the mining analysis of a wireless network performance parameter and display system, it is characterised in that: described system
Including being positioned at the server of network side and multiple mobile terminal, the wireless network that mobile terminal measurement obtains
After performance parameter and network configuration information carry out pretreatment, it is stored in terminal database, and on suitable time
Offer the server of network side；Server as this System Control Center carries out statistical disposition to measurement data,
Obtain the performance condition of network, and respectively to because mobile terminal migrates, the flowing shadow to network performance change
Ring assemble with mobile terminal, the rule migrated carries out mining analysis and predicted estimate, discloses lacking of network performance
Fall into and tidal effect consequence, for realizing intelligent networking, the network optimization and optimizing resource allocation；Described service
Device is provided with: transmits and processes, store and three modules of man-machine interaction；Wherein:
Transmit and processing module, be responsible for wireless network performance parameter that receive mobile terminal reporting, that it collects
And network configuration information, and after these network performance parameters and network configuration information are carried out pretreatment, transmit
To memory module, or send human-computer interaction module to according to after the process of setting demand；Transmit and processing module bag
Include data pre-processing unit, data transfer unit and data processing unit；
Memory module, is responsible for transmitting and the pretreated cell mobile communication systems of processing module and wireless local
The network performance parameter of net and network configuration information classification storage；For cellular mobile communication networks, Mei Geyi
International mobile terminal identifier IMEI (International Mobile Equipment in dynamic terminal measurement data
Identity), the network configuration information of network type and operator individually, does not repeat storage, during acquisition
Between, longitude and latitude and network performance parameter be to map storage by IMEI or directly stored by keyword；Right
In WLAN, the measurement data of the wireless local network connecting point that mobile terminal is connected with search,
But the metrical information of the neighbouring wireless local network connecting point being not connected with will store；
Human-computer interaction module, is used for realizing man-machine interaction: provide and include measurement time, measurement region, operation
Business's signal source, data processing method, performance parameter type, result display mode, mobile terminal list
And/or the multiple alternative option of station list and use selected by display mode show Measurement and Data Processing knot
Really；Human-computer interaction module includes demand collector unit and display unit.
System the most according to claim 1, it is characterised in that: described transmission and three of processing module
The function of component units is as follows:
Data pre-processing unit, uses information sound separation method to process mobile terminal and measures the data reported,
Reduce storage redundancy and save memory space；It is quiet that described information sound separation method is to discriminate between in measurement data
After state information and multidate information, it is respectively processed: for cellular mobile communication networks, mobile terminal is surveyed
Amount report data include the network configuration information of IMEI, network type and operator and acquisition time,
The network performance parameter of longitude and latitude and cellular mobile communication networks is respectively processed；
Data transfer unit, is responsible for the measurement data after transmission processes between each module or each unit and control
Instruction, to realize following function: send pretreated measurement data to memory module, from man-machine interaction
Module obtains control instruction, obtains measurement data according to this control instruction from memory module, and by Statistics Division
Result data after reason and mining analysis sends human-computer interaction module to and shows；
Data processing unit, for receiving and perform the control instruction of human-computer interaction module, is responsible for from depositing
Storage module measurement data carry out statistical disposition and mining analysis, in order to obtain wireless network different time and/
Or the change of the performance parameter of different location and rule thereof, it was predicted that and grasp that mobile terminal migrates, flowing is to net
The impact of network performance change, and the gathering of mobile terminal, Migratory Regularity, it is achieved the predistribution of Internet resources
And Optimized Operation.
System the most according to claim 2, it is characterised in that: described data processing unit uses following
Three kinds of data processing methods:
Statistical disposition to network performance parameter: selected measured zone is divided into multiple just adjoining each other
Square net, and perform to include signal intensity, receiving velocity, transmission to the measured zone that each grid is corresponding
The statistical computation of the network performance parameter of speed and the bit error rate, obtains network performance parameter flat of each grid
Average；That adds up different operators the most respectively includes mean received rate, average transmission rate and the network coverage
The network performance index of rate；
Statistical disposition to mobile terminal mobility Yu network performance relation: add up the wireless of each mobile terminal
Network performance parameter value corresponding measurement time with measure positional information, it is thus achieved that mobile terminal moving process
In wireless network performance parameter, mobile terminal for deliberation migrates, the flowing impact on network performance；
To mobile terminal gathering, the mining analysis of Migratory Regularity and predicted estimate: in selected measured zone
The interior geographical position to mobile terminal clusters, and the mobile terminal obtaining whole measured zone assembles ground, i.e. focus,
And the change of position is measured according to mobile terminal, mining analysis mobile terminal migrates situation between each focus,
Obtain its gunz Migratory Regularity, in order to carry out the predicted estimate of corresponding trend, it is achieved Internet resources predistribution.
System the most according to claim 1, it is characterised in that；Described memory module storage honeycomb without
Network configuration information and the network performance parameter of line communication network include: mobile terminal IMEI, acquisition time,
Gather the community letter of longitude and latitude address, network type, operator, Location Area Code, mobile terminal access
Breath, received signal strength, receiving velocity, emission rate, the bit error rate；The network of the WLAN of storage
Configuration information and network performance parameter include: mobile terminal IMEI, acquisition time, collection longitude and latitude address,
Wireless local network connecting point AP mark, NID ID (identification), LAN Medium are got involved
Control MAC (Medium/Media Access Control) address, LAN Monitoring System fidonetFido IP (Internet
Protocol) address, LAN received signal strength, signal intensity level, LAN network frequencies, local network capacity
Amount, maximum connection speed, receiving velocity, emission rate, dynamic host configuration protocol DHCP (Dynamic
Host Configuration Protocol) network configuration information.
System the most according to claim 1, it is characterised in that: two groups of described human-computer interaction module
The function becoming unit is as follows:
Demand collector unit, responsible collection includes the measurement time, measures region, operator's signal source, data
Processing mode, performance parameter type, the display mode of result and mobile terminal list and/or base station
The selection control instruction of list, processes as data and the content of policy decision of display operation；
Display unit, for the control of the Measurement and Data Processing result display mode that collector unit as desired is collected
System instruction, display measurement data statistical disposition and the result of mining analysis: with include thermodynamic chart, grid chart,
The plurality of display modes of trajectory diagram, by data processed result according to the traditional standard of network performance parameter or unit
The mobile terminal quantity divided rank of area, represents Measurement and Data Processing in different colors in map relevant position
Grade residing for result, and with the result data after chart and/or word displaying network performance parameter mining analysis:
In real time, Dynamic Display includes that multiple network performance parameter is at different time, different location and/or different operators
Between difference and change, the motion track of mobile terminal and the different location in moving process thereof wireless
Network performance parameter, mobile terminal is assembled, the time dependent situation of situation of migrating.
6. the mining analysis of the wireless network performance parameter that a kind uses described in claim 1 and display system
Method of work, it is characterised in that: according to control instruction, server shows wireless network performance parameter and network
During the Measurement and Data Processing result of configuration information, the request-reply performed between server and mobile terminal is mutual
Operate and include following concrete steps:
Step 1, the transmission of server and processing module receive mobile terminal measure the network performance parameter reported and
Network configuration information, wherein data pre-processing unit uses the information sound separation method measurement data to receiving
After carrying out pretreatment to, result data are sent memory module storage；
Step 2, the human-computer interaction module of server receives and includes that the range of choice of measurement data, data process
Mode, the control instruction of result display mode, and pass to this control instruction transmit and processing module；
Step 3, the transmission of server and processing module receive and recognize the control instruction of human-computer interaction module, really
Recognize the range of choice of measurement data, read corresponding measurement data from memory module, and as desired to reading
Measurement data carries out statistical disposition and mining analysis；
Step 4, the human-computer interaction module of server receives the measurement result after statistical disposition and mining analysis
Data, and show this measurement result dynamically, intuitively；Exhibition method is to use difference in map relevant position
Color represents grade residing for measurement result data and chart and word.
Method the most according to claim 6, it is characterised in that: described information sound separation method first will
Measure the three kinds of static state belonging to the IMEI of network configuration information, network type and operator in report data
Information and time, longitude and latitude and belong to the multidate information of network performance parameter and make a distinction, re-use non-structural
Change storage mode and static information individually, is not repeated storage；Multidate information is carried out by the mapping of static information
Storage, in order to according to static information inquiry or by keyword query, to reduce storage redundancy.
Method the most according to claim 6, it is characterised in that: in described step 2, man-machine interaction mould
The control instruction that block receives includes the description below:
(21) measure selection of time: default setting be system original setting time to current time, this time
Alternative condition is: the time started is not later than the end time and the end time is not later than current operating temporal；
(22) measure region to select: by inquiry place, scale and drag map and select target area；
(23) operator's signal source selects: default setting is the honeycomb selecting existing one or more operators
Mobile communications network or WLAN；
(24) data processing method selects: at least include the statistical disposition to network performance parameter, to movement
The statistical disposition of terminal mobility and network performance relation, mobile terminal is assembled, the excavation of Migratory Regularity divides
Analysis and predicted estimate；
(25) performance parameter type selecting: perform the data of network performance parameter when processing, need to be at first selection
The performance parameter type of reason；Default setting is useful signal receiving intensity RSRP (Reference Signal
Receiving Power), moreover it is possible to the type of selection has: receive signal Signal to Interference plus Noise Ratio SINR (Signal to
Interference plus Noise Ratio), error rate BER (Bit Error Rate), receiving velocity Rx, send out
Firing rate rate Tx；
(26) selection of result display mode: at least include the description below: overall video data processes
Result, contrast show the data processed result between different performance parameter or operator, move according to time change
State video data result；And including the selection content of following display pattern: gradual change renders the heat of mode
Trying hard to pattern, non-gradual change renders the grid chart of mode, trajectory diagram pattern, auxiliary with word and/or diagrammatic representation
Help pattern；
(27) mobile terminal list or the selection of station list: in needing to check setting time and/or region
Mobile terminal or the network performance parameter of base station and the statistical disposition of network configuration information and mining analysis result
Time, select according to mobile terminal list or station list.
Method the most according to claim 6, it is characterised in that: in described step 3, refer to according to control
Make and the process that carries out of measurement data read included following operation content:
(31) whole selected measured zone is divided into multiple square net adjoined each other；
(32) judge, according to the latitude and longitude information of storage data, the grid that this measurement data is belonged to, calculate each
The meansigma methods of the wireless network performance parameter value in grid, more respectively statistics different operators include averagely connect
Receive speed, average transmission rate and the network performance index of the network coverage；
(33) if do not have the storage document of corresponding wireless network performance parameter value in certain grid, it is " poor to use
Value complement is neat " and " study polishing " integrated processes polishing there is no the information in the grid of corresponding data:
When in the grid of the adjacent four direction up and down of this grid, have one or more when having measurement data,
Use " difference polishing ": use the wireless network performance mean parameter of its adjacent mesh to represent the wireless of this grid
Network performance parameter；When the grid of the adjacent four direction up and down of this grid does not all have data, use
" study polishing ": some days wireless network performance parameters the most in the same time before searching for this grid, recycles gradient
Descent method matching selects the wireless network performance change of time period, and obtains this grid cover by the method study
The wireless network performance parameter value in cover region territory；
(34) mobile terminal not according to set the time cycle when server reports its trace information, need polishing
Movement locus, method particularly includes: before and after mobile terminal, the time interval between two data points is more than setting
When fixed report the time cycle N times, between these two data points, there is no track；Before and after mobile terminal
Between two data points, time interval is not more than N times or these two data reporting the time cycle set
When the spacing of point is more than setpoint distance, Di Jiasitela algorithm is used to obtain between these two data points
Short path, and add redundant data at each crossing turning point, it is sequentially connected with each point according still further to distance,
Track color on the way depends on the performance parameter average of former and later two data points；Wherein, N is no less than 10
Integer；
(35) statistical disposition mobile terminal assemble, when migrating situation, first in selected measured zone to shifting
The geographical position cluster of dynamic terminal, obtains map hot point, it is thus achieved that the mobile terminal distribution situation of each time period
And between each focus migrate situation after, use " trigger-type " update mobile terminal gathering, move
Move information: when only focus mobile terminal quantity is reduced to setting ratio, just renewal mobile terminal gathering and
Migrate data.
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Application publication date: 20161012 |