CN109428759A - A kind of network quality appraisal procedure and device - Google Patents
A kind of network quality appraisal procedure and device Download PDFInfo
- Publication number
- CN109428759A CN109428759A CN201710778800.XA CN201710778800A CN109428759A CN 109428759 A CN109428759 A CN 109428759A CN 201710778800 A CN201710778800 A CN 201710778800A CN 109428759 A CN109428759 A CN 109428759A
- Authority
- CN
- China
- Prior art keywords
- integrated service
- individual event
- network quality
- threshold
- network
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Classifications
-
- 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
- H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
- H04L43/091—Measuring contribution of individual network components to actual service level
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/50—Testing arrangements
- H04L43/55—Testing of service level quality, e.g. simulating service usage
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/06—Testing, supervising or monitoring using simulated traffic
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Quality & Reliability (AREA)
- Environmental & Geological Engineering (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
The embodiment of the present invention provides a kind of network quality appraisal procedure and device, the lower technical problem of the assessment accuracy to solve to exist in the prior art network quality.Wherein, method includes obtaining the integrated service index set of the network service operation in region to be assessed, the integrated service index set includes wireless foundation, business is established, business is transmitted, network signal covers, one or more integrated service index in throughput factor and capacity utilization, and each integrated service index includes at least one individual event operational indicator and at least one corresponding single index value；Based on the integrated service index set, the network quality sensor model for assessing the network quality in the region to be assessed is constructed；It is assessed based on network quality of the network quality sensor model to the region to be assessed, and obtains assessment result.
Description
Technical field
The present invention relates to field of communication technology more particularly to a kind of network quality appraisal procedure and devices.
Background technique
With the continuous development of mobile communications network, the continuous increase of mobile subscriber size, user wants network quality
It asks higher and higher, how correctly the network quality of network to be assessed, have become the steps necessary of network management.
It in the prior art, is usually that a set of questionnaire is designed by network operator for the assessment of network quality, then
Different users is randomly selected, and inquires user by modes such as phone, short messages in different time sections, user is allowed to reply about net
The relevant issues of the questionnaire of network quality score to the satisfaction of network service to obtain user, network operator according to
The user satisfaction scoring that questionnaire obtains knows that user is currently located the network quality in region；Or network operator passes through
User is about network problem, such as the slower complaint or suggestion of network interruption, network speed knows that user is currently located the net in region
Network quality.Due to main by judgement, current emotional states, network service preference of investigation user or report user itself etc.
The influence of sight factor, so that network operator is not objective enough by assessment of the above-mentioned assessment mode to network quality, so as to cause
The assessment accuracy of network quality is lower.
In conclusion the technical problem that the assessment accuracy that network quality exists in the prior art is lower.
Summary of the invention
The embodiment of the present invention provides a kind of network quality appraisal procedure, and to solve, in the prior art there are network qualities
The lower technical problem of assessment accuracy.
Specific technical solution provided in an embodiment of the present invention is as follows:
In a first aspect, providing a kind of network quality appraisal procedure, comprising:
The integrated service index set of the network service operation in region to be assessed is obtained, the integrated service index set includes nothing
Line is established, business is established, business transmission, network signal covering, one or more in throughput factor and capacity utilization
Integrated service index, each integrated service index include at least one individual event operational indicator and at least one corresponding single index
Value；
Based on the integrated service index set, the network quality for assessing the network quality in the region to be assessed is constructed
Sensor model；
It is assessed, and is assessed based on network quality of the network quality sensor model to the region to be assessed
As a result.
In one possible implementation, described to be based on the integrated service index set, building for assess it is described to
The network quality sensor model of the network quality of assessment area, comprising:
Correlation analysis is carried out to the integrated service index set, determines the comprehensive weight of each integrated service index and every
The individual event weight of a individual event operational indicator；
Based at least one described single index value, the comprehensive weight and the individual event weight, the network matter is constructed
Measure sensor model.
In one possible implementation, described that correlation analysis is carried out to the integrated service index set, it determines every
The individual event weight of a individual event operational indicator, comprising:
Phase is carried out between the operational indicator of individual event two-by-two of at least one individual event operational indicator of each integrated service index
The analysis of closing property, the correlation of the correlation mean value and at least one individual event operational indicator that determine each individual event operational indicator are total
With, wherein the correlation summation is determined by least one corresponding correlation mean value of at least one described individual event operational indicator；
Correlation mean value and the correlation summation based on each individual event operational indicator, determine each individual event business
The individual event weight of index.
In one possible implementation, described that correlation analysis is carried out to the integrated service index set, it determines every
The comprehensive weight of a integrated service index, comprising:
Based on default code of points, determine each at least one individual event operational indicator of each integrated service index
First scoring of individual event operational indicator；
Individual event weight and first scoring based on each individual event operational indicator, determine each integrated service
Second scoring of index；
One or more integrated service index for including to integrated service index set it is corresponding one or more second
Scoring carries out correlation analysis, determines the comprehensive weight of each integrated service index.
In one possible implementation, the default code of points are as follows:
If it is determined that single index value is less than first threshold, then first scoring is zero, however, it is determined that single index value is big
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is less than the second threshold；Or
If it is determined that single index value is greater than first threshold, then first scoring is zero, however, it is determined that single index value is small
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is greater than the second threshold.
In one possible implementation, in the net based on the network quality sensor model to the region to be assessed
Network quality is assessed, and after obtaining assessment result, the method also includes:
Judge whether the assessment result is less than default assessment threshold value, obtains judging result；
If the judging result be it is yes, the prompt of the network quality exception in the region to be assessed is sent to Network Management Equipment
Message, so that network maintenance staff is based on the received prompting message of the Network Management Equipment to the network in the region to be assessed
It is safeguarded.
Second aspect provides a kind of network quality assessment device, comprising:
Module is obtained, the integrated service index set that the network service for obtaining region to be assessed is run, the comprehensive industry
Index set of being engaged in includes wireless establish, in business foundation, business transmission, network signal covering, throughput factor and capacity utilization
One or more integrated service index, each integrated service index include at least one individual event operational indicator and it is corresponding extremely
A few single index value；
Module is constructed, for being based on the integrated service index set, constructs the network for assessing the region to be assessed
The network quality sensor model of quality；
Evaluation module, for being commented based on network quality of the network quality sensor model to the region to be assessed
Estimate, and obtains assessment result.
In one possible implementation, the building module is used for:
Correlation analysis is carried out to the integrated service index set, determines the comprehensive weight of each integrated service index and every
The individual event weight of a individual event operational indicator；
Based at least one described single index value, the comprehensive weight and the individual event weight, the network matter is constructed
Measure sensor model.
In one possible implementation, the building module is used for:
Phase is carried out between the operational indicator of individual event two-by-two of at least one individual event operational indicator of each integrated service index
The analysis of closing property, the correlation of the correlation mean value and at least one individual event operational indicator that determine each individual event operational indicator are total
With, wherein the correlation summation is determined by least one corresponding correlation mean value of at least one described individual event operational indicator；
Correlation mean value and the correlation summation based on each individual event operational indicator, determine each individual event business
The individual event weight of index.
In one possible implementation, the building module is used for:
Based on default code of points, determine each at least one individual event operational indicator of each integrated service index
First scoring of individual event operational indicator；
Individual event weight and first scoring based on each individual event operational indicator, determine each integrated service
Second scoring of index；
One or more integrated service index for including to integrated service index set it is corresponding one or more second
Scoring carries out correlation analysis, determines the comprehensive weight of each integrated service index.
In one possible implementation, the default code of points are as follows:
If it is determined that single index value is less than first threshold, then first scoring is zero, however, it is determined that single index value is big
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is less than the second threshold；Or
If it is determined that single index value is greater than first threshold, then first scoring is zero, however, it is determined that single index value is small
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is greater than the second threshold.
In one possible implementation, the evaluation module is also used to:
It assesses, and is commented based on network quality of the network quality sensor model to the region to be assessed
After estimating result, judge whether the assessment result is less than default assessment threshold value, obtains judging result；
If the judging result be it is yes, the prompt of the network quality exception in the region to be assessed is sent to Network Management Equipment
Message, so that network maintenance staff is based on the received prompting message of the Network Management Equipment to the network in the region to be assessed
It is safeguarded.
The third aspect, provides a kind of network quality assessment device, and described device includes:
At least one processor, and
The memory that is connect at least one described processor communication, communication interface；
Wherein, the memory is stored with the instruction that can be executed by least one described processor, described at least one
The instruction that device is stored by executing the memory is managed, the communication interface is utilized to execute the method as described in first aspect.
Fourth aspect, provides a kind of computer readable storage medium, and the computer-readable recording medium storage has calculating
Machine instruction, when the computer instruction is run on computers, so that computer executes the method as described in first aspect.
In the embodiment of the present invention, the integrated service index set of the network service operation in region to be assessed, building are obtained first
For assessing the network quality sensor model of the network quality in region to be assessed, and then by network quality sensor model to be evaluated
The network quality for estimating region is assessed and obtains assessment result.Mould is perceived by building network quality i.e. in the embodiment of the present invention
The network quality that type treats assessment area is assessed, so that the assessment for treating the network quality of assessment area is more objective, into
And improve the accuracy of the assessment of network quality.
Detailed description of the invention
In order to illustrate the technical solution of the embodiments of the present invention more clearly, will make below to required in the embodiment of the present invention
Attached drawing is briefly described, it should be apparent that, attached drawing described below is only some embodiments of the present invention, for
For those of ordinary skill in the art, without creative efforts, it can also be obtained according to these attached drawings other
Attached drawing.
Fig. 1 is a kind of flow diagram of network quality appraisal procedure in the embodiment of the present invention；
Fig. 2 is a kind of structural schematic diagram of network quality assessment device in the embodiment of the present invention.
Specific embodiment
In order to keep the purposes, technical schemes and advantages of the embodiment of the present invention clearer, implement below in conjunction with the present invention
Attached drawing in example, technical scheme in the embodiment of the invention is clearly and completely described.
The network quality appraisal procedure of the embodiment of the present invention can be applied in network quality assessment device, the network matter
Amount assessment device can be connected with Network Management Equipment, when the network quality that network quality assessment device evaluates region to be assessed is deposited
When abnormal, prompt information can be sent to Network Management Equipment, so that network maintenance staff's timely learning network of Network Management Equipment side
Exception simultaneously takes corresponding measure.
In addition, the terms "and/or", only a kind of incidence relation for describing affiliated partner, indicates may exist
Three kinds of relationships, for example, A and/or B, can indicate: individualism A exists simultaneously A and B, these three situations of individualism B.Separately
Outside, character "/" herein typicallys represent the relationship that forward-backward correlation object is a kind of "or" in the case where not illustrating.
The preferred embodiment of the present invention is described in detail with reference to the accompanying drawing.
Embodiment one
Referring to Figure 1, the embodiment of the present invention provides a kind of network quality appraisal procedure, and this method can be applied to network matter
Amount assessment device, wherein the realization process of method can be described as follows:
S101: obtaining the integrated service index set of the network service operation in region to be assessed, and integrated service index set includes
Wirelessly one in foundation, business foundation, business transmission, network signal covering, throughput factor and capacity utilization or more
A integrated service index, each integrated service index include that at least one individual event operational indicator and at least one corresponding individual event refer to
Scale value；
S102: it is based on integrated service index set, constructs the network quality sense for assessing the network quality in region to be assessed
Perception model；
S103: the network quality for treating assessment area based on network quality sensor model is assessed, and obtains assessment knot
Fruit.
In S101, region to be assessed can be some base station in the service area either service area according to region division
Cell, wherein multiple base stations can be set in each service area, and can have been divided in the signal cover of each base station more
A cell.Network service can be the business for carrying out information exchange between the equipment such as terminal and terminal by network, such as connects and dials electricity
Words, browsing, upload the business such as downloading at video.
In the embodiment of the present invention, network quality, which assesses device, can extract region to be assessed from network management, signaling detection platform
Base station cell, mobility management entity (Mobility Management Entity, MME), name server (Domain
Name Server, DNS), gateway (Serving GateWay, SGW), packet data network gateway (Packet Data
Network GateWay, PGW) etc. network elements and user class individual event operational indicator and corresponding single index value, then can be right
These individual event operational indicators are associated the integrated service index set that combination obtains the network service operation in region to be assessed, including
Wirelessly one in foundation, business foundation, business transmission, network signal covering, throughput factor and capacity utilization or more
A integrated service index.Certainly, in practical applications, integrated service index set can also include except above-mentioned six integrated services refer to
It is marked with other outer integrated service indexs.
Wherein, each integrated service index may include at least one individual event operational indicator, such as wireless to establish, i.e., wireless complete
Journey is created as power, may include wirelessly being created as power, wireless heterogeneous networks (Radio Resource Control, RRC)
Connection reconstruction ratio, circuit domain dropping (Circuit Switched Fallback, CSFB) paging success rate, handover success rate
Equal individual events operational indicator；For another example network signal covers, and may only include individual event operational indicator: measurement report
(Measurement Report, MR) coverage rate.Correspondingly, each individual event operational indicator may include that multiple subservices refer to
Mark, for example being wirelessly created as power may include radio access bearer (the Evolved Radio that RRC connects into power, evolution
Access Bearer, E-RAB) it is created as power, 1- wireless drop call rate.
Correspondingly, each individual event operational indicator can be corresponding with single index value, and if an individual event operational indicator includes
Multiple subservice indexs, then the single index value of the individual event operational indicator for its multiple subservice index for including index value it
Product, such as
It is wirelessly created as power=RRC and connects into power * E-RAB to be created as power * (1- wireless drop call rate).
Further, if an individual event operational indicator only includes a sub- operational indicator, the list of the individual event operational indicator
Item index value is equal to the index value of subservice index.
Then, into S102, that is, it is based on integrated service index set, constructs the network quality for assessing region to be assessed
Network quality sensor model.
That is, network quality assessment device can construct reality of being close to the users according to the integrated service index set of acquisition
The end-to-end network quality sensor model of border perception, the network matter of assessment area can be treated by network quality sensor model
Amount is assessed, and then predicts the satisfaction of the user to network quality in region to be assessed.
In one possible implementation, it is based on integrated service index set, constructs the net for assessing region to be assessed
The network quality sensor model of network quality may include: to carry out correlation analysis to integrated service index set, determine each synthesis
The individual event weight of the comprehensive weight of operational indicator and each individual event operational indicator；Based at least one single index value, synthetic weights
Weight and individual event weight construct network quality sensor model.
Firstly, the concept to relative coefficient carries out simple illustration.
The definition of relative coefficient: relative coefficient is related to the correlation problem of two things (variable), from quantity
Degree of correlation between two variables of upper description.
Relative coefficient is similar to covariance, is the index that variation degree is associated between two variables.It is different from covariance
, relative coefficient is ratio value, thus its value be used to indicate that the unit of two measurands is unrelated.When to N number of master
When each of body variable is observed, CORREL working table function can calculate the correlation system between two measurands
Number；When each of N number of main body is provided with more than two measurands, correlation coefficient analysis tool then especially has
With.
Correlation coefficient analysis tool can be used to examine whether each pair of measured value variable is intended to change simultaneously.Such as,
It is associated with the larger value of another variable whether the larger value of one variable is intended to, then to be positively correlated；Alternatively, a change
It is associated with the larger value of another variable whether the smaller value of amount is intended to, then is negatively correlated；Alternatively, two variables become
To in unrelated, then relative coefficient is similar to zero.
In one possible implementation, correlation analysis is carried out to integrated service index set, determines each individual event industry
The individual event weight of business index can carry out in the following manner.
Phase is carried out between the operational indicator of individual event two-by-two of at least one individual event operational indicator of each integrated service index
The analysis of closing property, determines the correlation mean value of each individual event operational indicator and the correlation summation of at least one individual event operational indicator,
Wherein, correlation summation is determined by least one corresponding correlation mean value of at least one individual event operational indicator；
Correlation mean value and correlation summation based on each individual event operational indicator, determine the list of each individual event operational indicator
Item weight.
It is below for wireless whole process is created as power, to determine that wireless whole process is created as the every of power by integrated service index
The individual event weight of a individual event operational indicator, wherein it is respectively wireless that wireless whole process is created as the individual event operational indicator that power includes
It is created as power, RRC connection reconstruction ratio, CSFB paging success rate and handover success rate.
See table 1, for each list for being created as power in the integrated service index set in region to be assessed about wireless whole process
Item operational indicator and corresponding single index value.
Table 1
In table 1, cell A1, cell B1 and cell C1 are the cell in 1 coverage area of base station；Cell A2, cell B2 and small
Area C2 is the cell in 2 coverage area of base station；Cell A3, cell B3 and cell C3 are the cell in 3 coverage area of base station；Cell
A4, cell B4 and cell C4 are the cell in 4 coverage area of base station.
Can use CORREL working table function calculate wirelessly be created as power, RRC connection reconstruction ratio, CSFB paging at
Power and the handover success rate correlation between individual event operational indicator two-by-two.For example, calculating, B column are wirelessly created as power and C is arranged
Correlation between handover success rate: CORREL (B2:B13, C2:C13)=0.547；It calculates B column and is wirelessly created as power and D
Arrange the correlation between RRC connection reconstruction ratio: CORREL (B2:B13, D2:D13)=- 0.499 etc..
It is consequently possible to calculate the correlation out in table 1 between each individual event operational indicator is as shown in table 2.
Table 2
Respectively the correlation mean value of column or each row is as shown in table 3 in table 2.
Table 3
In table 3 the correlation mean value of each individual event operational indicator be in table 2 in each row or each column each relevance values it is absolute
The average value of value.
For example, being wirelessly created as the correlation mean value of power are as follows:
(1.000+0.547+ | -0.499 |+| -0.150 |)/4=0.549；
The correlation mean value of handover success rate are as follows:
(0.547+1.000+ | -0.916 |+| 0.192 |)/4=0.664.
The correlation average calculation method of other individual event operational indicators is similar in table 3, and details are not described herein.Furthermore in table 3
Index related summation be each individual event operational indicator the sum of correlation mean value.
Network quality assessment device determines that the individual event weight of each individual event operational indicator can carry out according to the following formula:
Individual event weight=individual event operational indicator correlation mean value/single index correlation summation
According to above-mentioned formula, the individual event power that wireless whole process is created as each individual event operational indicator of power can be calculated
Weight is as shown in table 4.
Table 4
From table 4, it can be seen that the individual event weight for being wirelessly created as power is 24.34%, the individual event weight of handover success rate
It is 29.43% etc..
In the embodiment of the present invention, each comprehensive industry that CORREL working table function calculates integrated service index set can use
Then correlation between index of being engaged in calculates the correlation mean value of each integrated service index in integrated service index set, finally
According to the following formula:
Comprehensive weight=integrated service index correlation mean value/overall target correlation summation.
For example, network quality assessment device can use the above method and divide the integrated service index set of acquisition
Analysis calculates, and obtains the comprehensive weight of Bell's equipment cell integrated service index and the individual event weight of individual event operational indicator, refers to
Table 5；And the comprehensive weight of Huawei's equipment cell integrated service index and the individual event weight of individual event operational indicator are obtained, refer to table
6。
Table 5
In table 5, wirelessly it is created as power=RRC and connects into power * E-RAB being created as power * (1- wireless drop call rate),
That is if the corresponding individual event operational indicator of an individual event weight includes two or more sub- index, it should
The index value of individual event operational indicator is equal to the product for the corresponding index value of two or more sub- indexs that it includes.
Table 6
In the embodiment of the present invention, the network quality sensor model that network quality assessment device can construct is as shown in table 7.
Table 7
In table 7, a reference value and challenging value can by appraiser according to user to the corresponding business of each operational indicator
Customized setting is carried out using internal consistency of general comfort, or device can also be assessed by network quality and be carried out certainly according to the index value of acquisition
Dynamic setting etc., wherein a reference value and challenging value the corresponding index of the base station cell in some service area can be separated it is excellent, good,
Generally, poor, poor class hierarchy.
In one possible implementation, determine that the comprehensive weight of each integrated service index can be in the following manner
It carries out.
Firstly, network quality assessment device can determine each integrated service index at least according to default code of points
First scoring of each individual event operational indicator in one individual event operational indicator；Then, the individual event based on each individual event operational indicator
Weight and first scoring, determine the second scoring of each integrated service index, and then to integrated service index set packet
One or more corresponding second scoring of one or more integrated service index included carries out correlation analysis, determines each
The comprehensive weight of integrated service index.
Wherein it is possible to which default code of points can be according to individual event operational indicator to network matter referring to the code of points in table 7
The influence degree of amount is divided into but is not limited only to following two situation.
If the superiority and inferiority of situation one, the index value of individual event operational indicator and network quality is positively correlated, i.e. individual event operational indicator
Index value it is bigger, network quality is better, and the index value of individual event operational indicator is smaller, and network quality is poorer, at this moment, preset scoring
Rule can be with are as follows:
If single index value is less than a reference value, i.e. first threshold, then the first scoring is zero；It is chosen if single index value is greater than
War value, i.e. second threshold, then the first scoring is full marks；If single index value is located at first threshold threshold value corresponding with second threshold
In range, then the first scoring is Linear Score, wherein Linear Score is related to first threshold and second threshold, and first threshold is small
In second threshold.
Such as code of points of CSFB connection reconstruction ratio, handover success rate individual event operational indicator.
In this case, if the first scoring is Linear Score, the first scoring can be calculated by following formula:
First scoring={ (single index value-first threshold)/(second threshold-first threshold) } * 100.
If the superiority and inferiority of situation two, the index value of individual event operational indicator and network quality is negatively correlated, i.e. individual event operational indicator
Index value it is bigger, network quality is poorer, and the index value of individual event operational indicator is smaller, and network quality is better, at this moment, preset scoring
Rule can be with are as follows:
If single index value is greater than a reference value, i.e. first threshold, then the first scoring is zero；It is chosen if single index value is less than
War value, i.e. second threshold, then the first scoring is full marks；If single index value is located at first threshold threshold value corresponding with second threshold
In range, then the first scoring is Linear Score, wherein Linear Score is related to first threshold and second threshold, and first threshold is big
In second threshold.
Such as code of points of RRC connection reconstruction ratio, user plane time delay individual event operational indicator.
In this case, if the first scoring is Linear Score, the first scoring can be calculated by following formula:
First scoring={ (first threshold-single index value)/(first threshold-second threshold) } * 100.
And then can be scored according to the individual event weight of each individual event operational indicator and first, it is calculated by the following formula acquisition
Second scoring of each integrated service index.
Assuming that an integrated service index includes m individual event operational indicator, m individual event operational indicator is corresponding in turn to individual event power
Weight Pm, wherein m is more than or equal to 1 positive integer, and therefore, the calculating of the second scoring is as follows:
First scoring * P2+ ... of the scoring * P1+ individual event operational indicator 2 of the second scoring=individual event operational indicator 1 first+
The first scoring * Pm of individual event operational indicator m.
By taking whole process wireless in table 6 is created as power as an example, wherein it includes wirelessly being successfully established that wireless whole process, which is created as power,
Four rate, RRC connection reconstruction ratio, CSFB paging success rate and handover success rate individual event operational indicators, then,
Wireless whole process is created as the second scoring=wireless the first scoring * P1+RRC connection reconstruction for being created as power of power
First scoring * P4 of the first scoring * P3+ handover success rate of the first scoring * P2+CSFB paging success rate of ratio.
And then one or more integrated service index for including to integrated service index set it is corresponding one or more
Second scoring carries out correlation analysis, determines the comprehensive weight of each integrated service index.
Calculate the process of the comprehensive weight of each integrated service index and the individual event of each individual event operational indicator of above-mentioned determination
Weight process is similar, and the embodiment of the present invention does not repeat.
Since the individual event weight of individual event operational indicator and the comprehensive weight of integrated service index can be according to a certain period
The calculating of interior network achievement data is resulting, therefore the individual event weight of the individual event operational indicator of the base station cell of distinct device producer
And/or the comprehensive weight of integrated service index may be different, or occurs varying widely in the network coverage or base station system is soft
When part upgrades, the individual event weight of base station cell individual event operational indicator and/or the comprehensive weight of integrated service index may also be different
At this moment sample then needs to recalculate the individual event weight of individual event operational indicator and/or the comprehensive weight of integrated service index.
And then S103 can be entered, i.e., it is commented according to the network quality that network quality sensor model treats assessment area
Estimate, and obtains assessment result.
In a kind of mode in the cards, it can be scored according to the comprehensive weight of each integrated service index and second,
By following formula calculate obtain assessment result, i.e., region to be assessed Quality of experience (Quality of Experience,
QoE) comprehensive score.
Assuming that integrated service index set includes n integrated service index, n is the positive integer more than or equal to 1, and n synthesis
Operational indicator is corresponding in turn to comprehensive weight Kn.
Therefore, the scoring * K1+ integrated service of QoE comprehensive score=integrated service index 1 second of base station cell to be assessed
The second scoring scoring of * K2+ ...+integrated service index n second * Kn of index 2.
As an example it is assumed that integrated service index set includes that wireless whole process is created as power, service building success rate, business
Six transmission factor, signal coverage rate, throughput factor and capacity utilization factor integrated service indexs, then
The QOE comprehensive score of base station cell to be assessed=K1* is wireless whole process is created as the second scoring+K2* business of power
The the second scoring+K5* for being created as the second scoring+K4* signal coverage rate of the second scoring+K3* business transmission factor of power is gulped down
Spit the second scoring of the second scoring+K6* capacity utilization factor of rate factor.
Finally, average system can be carried out in comprehensive score in different time periods by treating the base station cell of assessment area
Meter, it can be estimated that obtain the assessment result of the network quality in region to be assessed, and then can be predicted according to assessment result to be assessed
The user in region is directed to the user satisfaction of network quality.
For example, network quality assessment device is according to network quality sensor model to three counties and cities, Guigang company grade business
The network quality of area base station cell is assessed, and assessment result may refer to table 8.
Table 8
| Counties and cities' service area | Guigang marketing center | Guiping service area | Pingnan County's service area | Guigang service area |
| September score | 75.85 | 69.40 | 68.53 | 73.94 |
| November score | 75.18 | 67.13 | 67.99 | 70.60 |
In one possible implementation, the network quality that assessment area is treated based on network quality sensor model into
Row assessment, and after obtaining assessment result, method further include:
If judging whether assessment result is less than default assessment threshold value, judging result is obtained；If the determination result is YES, then to net
Tube apparatus sends the prompting message of the network quality exception in region to be assessed, so that network maintenance staff is received based on Network Management Equipment
Prompting message the network in the region to be assessed is safeguarded.
Default assessment threshold value can be set before the network quality for treating assessment area is assessed, certainly,
The default assessment threshold value can be made by oneself by network maintenance staff according to current network conditions or the operating status of equipment etc.
Justice.Then, after the network quality for treating assessment area by network quality sensor model is assessed, it can be determined that the assessment
As a result whether smaller than default assessment threshold value, if it is judged that be it is yes, then the network quality in region to be assessed is there may be exception,
At this moment, network quality assessment device can send prompt information to Network Management Equipment connected to it, to prompt network maintenance staff
The network for treating assessment area is detected, and is taken measures on customs clearance in time and treated the network of assessment area and safeguarded.
In conclusion one or more technical solution of the embodiment of the present invention, have the following technical effect that or advantage:
The first, in the embodiment of the present invention, the integrated service index set of the network service operation in region to be assessed is obtained first,
Then, according to integrated service index set, the network quality sensor model for assessing the network quality in region to be assessed is constructed, into
And it is assessed by the network quality that network quality sensor model treats assessment area and obtains assessment result.I.e. the present invention is real
It applies in example and is assessed by the network quality that building network quality sensor model treats assessment area, so that treating assessment area
Network quality assessment it is more objective, and then improve the accuracy of the assessment of network quality.
The second, due to the comprehensive weight that can determine each integrated service index in the embodiment of the present invention and each individual event
The individual event weight of operational indicator, therefore each integrated service index and/or each individual event operational indicator can be known to network matter
The influence degree of the superiority and inferiority of amount provides data basis to the maintenance of network quality for subsequent network maintenance personnel, improves maintenance
Efficiency.
Third, due in the embodiment of the present invention, can be according to the index value of individual event operational indicator and the superiority and inferiority of network quality
Between relationship, in the first scoring for calculating each individual event operational indicator using default code of points accordingly, so that calculating
Result out is more objective, improves the accuracy assessed network quality.
Embodiment two
Fig. 2 is referred to, based on the same inventive concept, the embodiment of the present invention provides a kind of network quality assessment device, including
Obtain module 21, building module 22 and evaluation module 23.
Module 21 is obtained, the integrated service index set that the network service for obtaining region to be assessed is run, the synthesis
Operational indicator collection includes wireless foundation, business foundation, business transmission, network signal covering, throughput factor and capacity utilization
In one or more integrated service index, each integrated service index includes at least one individual event operational indicator and corresponding
At least one single index value；
Module 22 is constructed, for being based on the integrated service index set, constructs the net for assessing the region to be assessed
The network quality sensor model of network quality；
Evaluation module 23, for being carried out based on network quality of the network quality sensor model to the region to be assessed
Assessment, and obtain assessment result.
In one possible implementation, the building module 22 is used for:
Correlation analysis is carried out to the integrated service index set, determines the comprehensive weight of each integrated service index and every
The individual event weight of a individual event operational indicator；
Based at least one described single index value, the comprehensive weight and the individual event weight, the network matter is constructed
Measure sensor model.
In one possible implementation, the building module 22 is used for:
Phase is carried out between the operational indicator of individual event two-by-two of at least one individual event operational indicator of each integrated service index
The analysis of closing property, the correlation of the correlation mean value and at least one individual event operational indicator that determine each individual event operational indicator are total
With, wherein the correlation summation is determined by least one corresponding correlation mean value of at least one described individual event operational indicator；
Correlation mean value and the correlation summation based on each individual event operational indicator, determine each individual event business
The individual event weight of index.
In one possible implementation, the building module 22 is used for:
Based on default code of points, determine each at least one individual event operational indicator of each integrated service index
First scoring of individual event operational indicator；
Individual event weight and first scoring based on each individual event operational indicator, determine each integrated service
Second scoring of index；
One or more integrated service index for including to integrated service index set it is corresponding one or more second
Scoring carries out correlation analysis, determines the comprehensive weight of each integrated service index.
In one possible implementation, the default code of points are as follows:
If it is determined that single index value is less than first threshold, then first scoring is zero, however, it is determined that single index value is big
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is less than the second threshold；Or
If it is determined that single index value is greater than first threshold, then first scoring is zero, however, it is determined that single index value is small
In second threshold, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and second threshold
It is worth in corresponding threshold range, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and
The second threshold is related, and the first threshold is greater than the second threshold.
In one possible implementation, the evaluation module 23 is also used to:
It assesses, and is commented based on network quality of the network quality sensor model to the region to be assessed
After estimating result, judge whether the assessment result is less than default assessment threshold value, obtains judging result；
If the judging result be it is yes, the prompt of the network quality exception in the region to be assessed is sent to Network Management Equipment
Message, so that network maintenance staff is based on the received prompting message of the Network Management Equipment to the network in the region to be assessed
It is safeguarded.
Embodiment three
Based on the same inventive concept, a kind of network quality assessment device is provided in the embodiment of the present invention, described device includes:
At least one processor, and
The memory that is connect at least one described processor communication, communication interface；
Wherein, the memory is stored with the instruction that can be executed by least one described processor, described at least one
The instruction that device is stored by executing the memory is managed, the communication interface is utilized to execute the method as described in embodiment one.
Example IV
Based on the same inventive concept, the embodiment of the present invention provides a kind of computer readable storage medium, and the computer can
It reads storage medium and is stored with computer instruction, when the computer instruction is run on computers, so that computer executes such as
Method described in embodiment one.
In the specific implementation process, computer readable storage medium includes: general serial bus USB
(Universal Serial Bus flash drive, USB), mobile hard disk, read-only memory (Read-Only Memory,
ROM), random access memory (Random Access Memory, RAM), magnetic or disk etc. are various can store program
The storage medium of code.
The apparatus embodiments described above are merely exemplary, wherein units/modules as illustrated by the separation member
It may or may not be physically separated, the component shown as units/modules may or may not be
Physical unit/module, it can it is in one place, or may be distributed in multiple network unit/modules.It can basis
It is actual to need that some or all of the modules therein is selected to achieve the purpose of the solution of this embodiment.Ordinary skill people
Member is without paying creative labor, it can understands and implements.
Through the above description of the embodiments, those skilled in the art can be understood that each embodiment can
It realizes by means of software and necessary general hardware platform, naturally it is also possible to pass through hardware.Based on this understanding, on
Stating technical solution, substantially the part that contributes to existing technology can be embodied in the form of software products in other words, should
Computer software product may be stored in a computer readable storage medium, such as ROM/RAM, magnetic disk, CD, including several fingers
It enables and using so that a computer equipment (can be personal computer, server or the network equipment etc.) executes each implementation
Method described in certain parts of example or embodiment.
Finally, it should be noted that the above embodiments are merely illustrative of the technical solutions of the present invention, rather than its limitations；Although
Present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: it still may be used
To modify the technical solutions described in the foregoing embodiments or equivalent replacement of some of the technical features；
And these are modified or replaceed, technical solution of various embodiments of the present invention that it does not separate the essence of the corresponding technical solution spirit and
Range.
Claims (9)
1. a kind of network quality appraisal procedure, which is characterized in that the described method includes:
The integrated service index set of the network service operation in region to be assessed is obtained, the integrated service index set includes wirelessly building
Vertical, business is established, business is transmitted, network signal covers, one or more synthesis in throughput factor and capacity utilization
Operational indicator, each integrated service index include at least one individual event operational indicator and at least one corresponding single index value；
Based on the integrated service index set, the network quality perception of the network quality for assessing the region to be assessed is constructed
Model；
It is assessed based on network quality of the network quality sensor model to the region to be assessed, and obtains assessment knot
Fruit.
2. the method as described in claim 1, which is characterized in that it is described to be based on the integrated service index set, it constructs for commenting
Estimate the network quality sensor model of the network quality in the region to be assessed, comprising:
Correlation analysis is carried out to the integrated service index set, determines the comprehensive weight and each list of each integrated service index
The individual event weight of item operational indicator；
Based at least one described single index value, the comprehensive weight and the individual event weight, the network quality sense is constructed
Perception model.
3. method according to claim 2, which is characterized in that described to carry out correlation point to the integrated service index set
Analysis, determines the individual event weight of each individual event operational indicator, comprising:
Correlation is carried out between the operational indicator of individual event two-by-two of at least one individual event operational indicator of each integrated service index
Analysis, determines the correlation mean value of each individual event operational indicator and the correlation summation of at least one individual event operational indicator,
Wherein, the correlation summation is determined by least one corresponding correlation mean value of at least one described individual event operational indicator；
Correlation mean value and the correlation summation based on each individual event operational indicator, determine each individual event operational indicator
Individual event weight.
4. method as claimed in claim 3, which is characterized in that described to carry out correlation point to the integrated service index set
Analysis, determines the comprehensive weight of each integrated service index, comprising:
Based on default code of points, each individual event at least one individual event operational indicator of each integrated service index is determined
First scoring of operational indicator；
Individual event weight and first scoring based on each individual event operational indicator, determine each integrated service index
Second scoring；
One or more corresponding second scoring of one or more integrated service index for including to integrated service index set
Correlation analysis is carried out, determines the comprehensive weight of each integrated service index.
5. method as claimed in claim 4, which is characterized in that the default code of points are as follows:
If it is determined that single index value is less than first threshold, then first scoring is zero, however, it is determined that single index value is greater than the
Two threshold values, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and the second threshold pair
In the threshold range answered, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and described
Second threshold is related, and the first threshold is less than the second threshold；Or
If it is determined that single index value is greater than first threshold, then first scoring is zero, however, it is determined that single index value is less than the
Two threshold values, then first scoring is full marks, however, it is determined that single index value is located at the first threshold and the second threshold pair
In the threshold range answered, then first scoring is Linear Score；Wherein, the Linear Score and the first threshold and described
Second threshold is related, and the first threshold is greater than the second threshold.
6. the method as described in claim any in claim 1-5, which is characterized in that be based on the network quality sensor model
The network quality in the region to be assessed is assessed, and after obtaining assessment result, the method also includes:
Judge whether the assessment result is less than default assessment threshold value, obtains judging result；
If the judging result be it is yes, the prompt for sending the network quality exception in the region to be assessed to Network Management Equipment disappears
Breath so that network maintenance staff based on the received prompting message of the Network Management Equipment to the network in the region to be assessed into
Row maintenance.
7. a kind of network quality assesses device, which is characterized in that the network quality assessment device is connect with the network equipment, described
Device includes:
Module is obtained, the integrated service index set that the network service for obtaining region to be assessed is run, the integrated service refers to
Marking collection includes one in wireless foundation, business foundation, business transmission, network signal covering, throughput factor and capacity utilization
A or multiple integrated service indexs, each integrated service index include at least one individual event operational indicator and corresponding at least one
A single index value；
Module is constructed, for being based on the integrated service index set, constructs the network quality for assessing the region to be assessed
Network quality sensor model；
Evaluation module, for being assessed based on network quality of the network quality sensor model to the region to be assessed,
And obtain assessment result.
8. a kind of network quality assesses device, which is characterized in that described device includes:
At least one processor, and
The memory that is connect at least one described processor communication, communication interface；
Wherein, the memory is stored with the instruction that can be executed by least one described processor, at least one described processor
By executing the instruction of the memory storage, executed using the communication interface as of any of claims 1-6
Method.
9. a kind of computer readable storage medium, it is characterised in that:
The computer-readable recording medium storage has computer instruction, when the computer instruction is run on computers,
So that computer executes such as method of any of claims 1-6.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710778800.XA CN109428759A (en) | 2017-09-01 | 2017-09-01 | A kind of network quality appraisal procedure and device |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201710778800.XA CN109428759A (en) | 2017-09-01 | 2017-09-01 | A kind of network quality appraisal procedure and device |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN109428759A true CN109428759A (en) | 2019-03-05 |
Family
ID=65512836
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201710778800.XA Pending CN109428759A (en) | 2017-09-01 | 2017-09-01 | A kind of network quality appraisal procedure and device |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN109428759A (en) |
Cited By (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110690932A (en) * | 2019-09-06 | 2020-01-14 | 国网浙江省电力有限公司嘉兴供电公司 | Integral network scoring method applied to 230MHz wireless private network system |
| CN111106969A (en) * | 2019-12-31 | 2020-05-05 | 青岛海尔科技有限公司 | Automatic evaluation method and system of Internet of things platform and storage medium |
| CN112153663A (en) * | 2019-06-26 | 2020-12-29 | 大唐移动通信设备有限公司 | Wireless network evaluation method and device |
| CN112383828A (en) * | 2019-12-12 | 2021-02-19 | 致讯科技(天津)有限公司 | Experience quality prediction method, equipment and system with brain-like characteristic |
| CN112383829A (en) * | 2019-11-06 | 2021-02-19 | 致讯科技(天津)有限公司 | Experience quality evaluation method and device |
| CN112564954A (en) * | 2020-11-30 | 2021-03-26 | 锐捷网络股份有限公司 | Network quality prediction method and device |
| CN112580869A (en) * | 2020-12-17 | 2021-03-30 | 建信金融科技有限责任公司 | Service optimization method, device and equipment |
| CN112653594A (en) * | 2020-12-07 | 2021-04-13 | 深圳市高德信通信股份有限公司 | CDN quality evaluation system |
| CN113596134A (en) * | 2021-07-23 | 2021-11-02 | 中国联合网络通信集团有限公司 | Block chain-based network quality evaluation method, node and block chain |
| CN113891336A (en) * | 2021-10-15 | 2022-01-04 | 中国联合网络通信集团有限公司 | Communication network frequency-reducing network-quitting method and device, computer equipment and storage medium |
| CN114071526A (en) * | 2021-11-16 | 2022-02-18 | 北京鼎兴达信息科技股份有限公司 | GSM-R network operation state diagnosis method |
| CN114268985A (en) * | 2021-11-26 | 2022-04-01 | 中国联合网络通信集团有限公司 | Quality evaluation method and device for 5G private network, electronic equipment and storage medium |
| CN114286360A (en) * | 2020-09-27 | 2022-04-05 | ***通信集团设计院有限公司 | Wireless network communication optimization method and device, electronic equipment and storage medium |
| CN114301803A (en) * | 2021-12-24 | 2022-04-08 | 北京百度网讯科技有限公司 | Network quality detection method and device, electronic equipment and storage medium |
| CN114375003A (en) * | 2021-12-29 | 2022-04-19 | 中国电信股份有限公司 | Method, device and storage medium for improving 5G user satisfaction |
| CN114727320A (en) * | 2022-04-15 | 2022-07-08 | 中国联合网络通信集团有限公司 | Network user perception evaluating method and device, electronic equipment and storage medium |
| CN114745303A (en) * | 2022-03-31 | 2022-07-12 | Oppo广东移动通信有限公司 | Method and device for determining network quality, terminal equipment, storage medium and product |
| CN115086140A (en) * | 2021-03-16 | 2022-09-20 | ***通信集团江苏有限公司 | Quality evaluation method and device of broadband service, electronic equipment and storage medium |
| CN115941502A (en) * | 2022-11-24 | 2023-04-07 | 中国联合网络通信集团有限公司 | Method and device for determining network operation and maintenance capability |
| CN116208516A (en) * | 2023-02-27 | 2023-06-02 | 中国联合网络通信集团有限公司 | Enterprise internet private line perception evaluation method, device, equipment and medium |
| CN116437409A (en) * | 2023-06-13 | 2023-07-14 | 微网优联科技(成都)有限公司 | Channel switching method and device for wireless router |
| CN117376955A (en) * | 2023-11-07 | 2024-01-09 | 杭州纵横通信股份有限公司 | Intelligent monitoring method for indoor network signal quality |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20070071145A1 (en) * | 2005-09-23 | 2007-03-29 | Yona Perets | Method and apparatus to correct channel quality indicator estimation |
| CN102098686A (en) * | 2011-01-17 | 2011-06-15 | ***通信集团山西有限公司 | 'Three-layer and one-experience' evaluation model for mobile communication network optimization |
| CN103530347A (en) * | 2013-10-09 | 2014-01-22 | 北京东方网信科技股份有限公司 | Internet resource quality assessment method and system based on big data mining |
| CN106709823A (en) * | 2017-03-19 | 2017-05-24 | 国网福建省电力有限公司 | Method for evaluating operation property of electric utilization information collection system of power user |
| CN107026750A (en) * | 2016-02-02 | 2017-08-08 | ***通信集团广东有限公司 | A kind of user's online QoE evaluation methods and device |
-
2017
- 2017-09-01 CN CN201710778800.XA patent/CN109428759A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20070071145A1 (en) * | 2005-09-23 | 2007-03-29 | Yona Perets | Method and apparatus to correct channel quality indicator estimation |
| CN102098686A (en) * | 2011-01-17 | 2011-06-15 | ***通信集团山西有限公司 | 'Three-layer and one-experience' evaluation model for mobile communication network optimization |
| CN103530347A (en) * | 2013-10-09 | 2014-01-22 | 北京东方网信科技股份有限公司 | Internet resource quality assessment method and system based on big data mining |
| CN107026750A (en) * | 2016-02-02 | 2017-08-08 | ***通信集团广东有限公司 | A kind of user's online QoE evaluation methods and device |
| CN106709823A (en) * | 2017-03-19 | 2017-05-24 | 国网福建省电力有限公司 | Method for evaluating operation property of electric utilization information collection system of power user |
Non-Patent Citations (1)
| Title |
|---|
| 白雪梅等: "由指标相关性引出的确定权重的方法", 《江苏统计》 * |
Cited By (33)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112153663A (en) * | 2019-06-26 | 2020-12-29 | 大唐移动通信设备有限公司 | Wireless network evaluation method and device |
| CN110690932A (en) * | 2019-09-06 | 2020-01-14 | 国网浙江省电力有限公司嘉兴供电公司 | Integral network scoring method applied to 230MHz wireless private network system |
| CN112383829B (en) * | 2019-11-06 | 2022-06-24 | 致讯科技(天津)有限公司 | Experience quality evaluation method and device |
| CN112383829A (en) * | 2019-11-06 | 2021-02-19 | 致讯科技(天津)有限公司 | Experience quality evaluation method and device |
| CN112383828A (en) * | 2019-12-12 | 2021-02-19 | 致讯科技(天津)有限公司 | Experience quality prediction method, equipment and system with brain-like characteristic |
| CN111106969A (en) * | 2019-12-31 | 2020-05-05 | 青岛海尔科技有限公司 | Automatic evaluation method and system of Internet of things platform and storage medium |
| CN111106969B (en) * | 2019-12-31 | 2022-08-05 | 青岛海尔科技有限公司 | Automatic evaluation method and system of Internet of things platform and storage medium |
| CN114286360A (en) * | 2020-09-27 | 2022-04-05 | ***通信集团设计院有限公司 | Wireless network communication optimization method and device, electronic equipment and storage medium |
| CN114286360B (en) * | 2020-09-27 | 2023-09-05 | ***通信集团设计院有限公司 | Wireless network communication optimization method and device, electronic equipment and storage medium |
| CN112564954B (en) * | 2020-11-30 | 2023-03-21 | 锐捷网络股份有限公司 | Network quality prediction method and device |
| CN112564954A (en) * | 2020-11-30 | 2021-03-26 | 锐捷网络股份有限公司 | Network quality prediction method and device |
| CN112653594A (en) * | 2020-12-07 | 2021-04-13 | 深圳市高德信通信股份有限公司 | CDN quality evaluation system |
| CN112580869A (en) * | 2020-12-17 | 2021-03-30 | 建信金融科技有限责任公司 | Service optimization method, device and equipment |
| CN115086140A (en) * | 2021-03-16 | 2022-09-20 | ***通信集团江苏有限公司 | Quality evaluation method and device of broadband service, electronic equipment and storage medium |
| CN113596134B (en) * | 2021-07-23 | 2022-09-02 | 中国联合网络通信集团有限公司 | Block chain-based network quality evaluation method, node and block chain |
| CN113596134A (en) * | 2021-07-23 | 2021-11-02 | 中国联合网络通信集团有限公司 | Block chain-based network quality evaluation method, node and block chain |
| CN113891336A (en) * | 2021-10-15 | 2022-01-04 | 中国联合网络通信集团有限公司 | Communication network frequency-reducing network-quitting method and device, computer equipment and storage medium |
| CN113891336B (en) * | 2021-10-15 | 2023-09-05 | 中国联合网络通信集团有限公司 | Communication network frequency-reducing network-exiting method, device, computer equipment and storage medium |
| CN114071526B (en) * | 2021-11-16 | 2024-01-30 | 北京鼎兴达信息科技股份有限公司 | GSM-R network running state diagnosis method |
| CN114071526A (en) * | 2021-11-16 | 2022-02-18 | 北京鼎兴达信息科技股份有限公司 | GSM-R network operation state diagnosis method |
| CN114268985B (en) * | 2021-11-26 | 2024-02-13 | 中国联合网络通信集团有限公司 | Quality evaluation method and device for 5G private network, electronic equipment and storage medium |
| CN114268985A (en) * | 2021-11-26 | 2022-04-01 | 中国联合网络通信集团有限公司 | Quality evaluation method and device for 5G private network, electronic equipment and storage medium |
| CN114301803B (en) * | 2021-12-24 | 2024-03-08 | 北京百度网讯科技有限公司 | Network quality detection method and device, electronic equipment and storage medium |
| CN114301803A (en) * | 2021-12-24 | 2022-04-08 | 北京百度网讯科技有限公司 | Network quality detection method and device, electronic equipment and storage medium |
| CN114375003A (en) * | 2021-12-29 | 2022-04-19 | 中国电信股份有限公司 | Method, device and storage medium for improving 5G user satisfaction |
| CN114375003B (en) * | 2021-12-29 | 2024-06-14 | 中国电信股份有限公司 | Method, device and storage medium for improving satisfaction of 5G user |
| CN114745303A (en) * | 2022-03-31 | 2022-07-12 | Oppo广东移动通信有限公司 | Method and device for determining network quality, terminal equipment, storage medium and product |
| CN114727320A (en) * | 2022-04-15 | 2022-07-08 | 中国联合网络通信集团有限公司 | Network user perception evaluating method and device, electronic equipment and storage medium |
| CN115941502A (en) * | 2022-11-24 | 2023-04-07 | 中国联合网络通信集团有限公司 | Method and device for determining network operation and maintenance capability |
| CN116208516A (en) * | 2023-02-27 | 2023-06-02 | 中国联合网络通信集团有限公司 | Enterprise internet private line perception evaluation method, device, equipment and medium |
| CN116437409B (en) * | 2023-06-13 | 2023-08-22 | 微网优联科技(成都)有限公司 | Channel switching method and device for wireless router |
| CN116437409A (en) * | 2023-06-13 | 2023-07-14 | 微网优联科技(成都)有限公司 | Channel switching method and device for wireless router |
| CN117376955A (en) * | 2023-11-07 | 2024-01-09 | 杭州纵横通信股份有限公司 | Intelligent monitoring method for indoor network signal quality |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN109428759A (en) | A kind of network quality appraisal procedure and device | |
| CN109803295B (en) | Method and device for evaluating communication cell rectification priority | |
| CN104854900B (en) | Measurement method, user equipment, the network equipment and the system of wireless network KPI | |
| CN102104901B (en) | Method and device for acquiring key performance index | |
| Ozturk et al. | Energy‐aware smart connectivity for IoT networks: enabling smart ports | |
| CN106162714A (en) | A kind of calling information processing method and processing device | |
| CN105376089B (en) | A kind of network plan method and device | |
| Basu et al. | A post-disaster demand forecasting system using principal component regression analysis and case-based reasoning over smartphone-based DTN | |
| Shayea et al. | Performance analysis of mobile broadband networks with 5g trends and beyond: Urban areas scope in malaysia | |
| CN106658434A (en) | Business package recommending method and device | |
| CN104145473B (en) | Information processing device, usage charges method of calculation | |
| US20230370356A1 (en) | Methods and apparatus for detecting internet connection problems | |
| CN109949123A (en) | Source of houses recommended method, device, computer equipment and computer readable storage medium | |
| JPWO2011021606A1 (en) | Population flow information generation system and population flow information generation method | |
| CN105357699A (en) | Wireless network quality monitoring system and method | |
| CN105519177A (en) | Minimization of drive-tests measurement method and device based on heterogeneous network | |
| CN104581743A (en) | Method and device for achieving WLAN deployment | |
| KR20130055651A (en) | Information analysis device and information analysis method | |
| CN108124271A (en) | A kind of network quality appraisal procedure perceived based on user and device | |
| Schmitt et al. | Community-level access divides: A refugee camp case study | |
| CN108696888A (en) | A kind of method and device of determining overlapping coverage cell | |
| CN109587721A (en) | A kind of subzone network coverage evaluating method and device | |
| CN106604290A (en) | Method for user perception and evaluation of wireless network performance based on webpage browsing | |
| Shayea et al. | Predicting required licensed spectrum for the future considering big data growth | |
| CN106603341A (en) | CDN quality automatic evaluation method and system |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20190305 |
|
| RJ01 | Rejection of invention patent application after publication |