CN105357699B - Quality of wireless network monitors system and method - Google Patents
Quality of wireless network monitors system and method Download PDFInfo
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- CN105357699B CN105357699B CN201510934789.2A CN201510934789A CN105357699B CN 105357699 B CN105357699 B CN 105357699B CN 201510934789 A CN201510934789 A CN 201510934789A CN 105357699 B CN105357699 B CN 105357699B
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- H04—ELECTRIC COMMUNICATION TECHNIQUE
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- H04W24/02—Arrangements for optimising operational condition
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Abstract
Quality of wireless network provided by the invention monitors system and method, the system includes mobile terminal, data acquisition module, data uploading module, data analysis module and control module, wherein, it include business monitoring data acquisition module in data acquisition module, the quality of service that business monitoring data acquisition module is used to acquire mobile terminal experiences key signal, it includes the delay of page first packet that quality of service, which experiences key signal, page open delay, video download rate and information transmit and receive success rate, data analysis module receives quality of service by data uploading module and experiences key signal, and key signal is experienced according to quality of service, acceptance rate is calculated with threshold value, control module exports the network optimization according to acceptance rate and controls signal.This method is the method for above system application.Monitoring system of the invention perceives index signal to the user of mobile terminal and is acquired, and Network Quality Analysis is carried out according to the data of upload from the background, to promote user experience.
Description
Technical field
The invention belongs to mobile communication technology fields, and in particular to a kind of quality of wireless network monitoring system and method.
Background technique
In quality of wireless network monitoring technology field, there are mainly two types of quality-monitoring approach at present, and one is by using special
The Radio Test Equipment of industry carries out drive test on the spot and to obtain network quality situation, then by specialized network optimizes personnel's progress result
Processing；Another kind be the complaint of client is received to obtain network quality problem by the complaint systems of wireless carriers, then
Problem is sent to network optimization department and carries out processing completion.
The shortcoming of both the above method all various degrees: the method for professional drive test needs in specific implementation
It drives to carry out field test, has been limited in measurement on travelable road, so that depth test is not achieved in measurement
Place, the network quality measurement result obtained in this way are typically superior to actual network quality, cannot reflect network quality strictly according to the facts；And
Complaint system is a kind of system done one's best, depending on the subjective initiative of client, although user can have found wireless network matter
It amount problem but not necessarily complains to network operator, only user wants that network operator is likely to obtain calling information when complaining, and only
The problem of can solve, the quality problems of entire wireless network can not be reflected by this system.
Summary of the invention
The main object of the present invention is to provide a kind of quality of wireless network for having quality of service and experiencing key signal monitoring
Monitoring system.
It is a further object of the present invention to provide quality of wireless network monitoring methods.
To realize above-mentioned main purpose, quality of wireless network monitoring system provided by the invention includes mobile terminal, number
According to acquisition module, data uploading module, data analysis module and control module, data acquisition module will be carried out in mobile terminal
Data acquisition, data acquisition module are exported by data uploading module to data analysis module, wherein are wrapped in data acquisition module
Business monitoring data acquisition module is included, the quality of service impression that business monitoring data acquisition module is used to acquire mobile terminal is crucial
Signal, it includes the delay of page first packet, page open delay, video download rate and information hair that quality of service, which experiences key signal,
Send successful receiving rate；Data analysis module receives quality of service by data uploading module and experiences key signal, and data analyze mould
Root tuber experiences key signal according to quality of service and acceptance rate is calculated in threshold value；Control module exports network according to acceptance rate
Optimal control signal.
By above scheme as it can be seen that under the premise of user's unaware, related data is carried out in a manner of passive silent monitoring
Acquisition, the data of acquisition are mainly the monitoring signals based on user experience, when finding that user perceives the case where being deteriorated, in time
Network is adjusted and is optimized.For this purpose, providing a kind of monitoring system, which can be bundled into the application on mobile phone,
Under the premise of user's unaware, relevant data acquisition is carried out in a manner of passive silent monitoring, the content of acquisition includes geographical position
The information such as confidence breath, network quality information, customer service perception information and network exception event, and relevant information is uploaded to
Background server, background server can carry out network quality and user's perception analysis according to the mass data of upload.
One Preferable scheme is that, data analysis module to quality of service experience key signal be arranged the first default weight,
Data analysis module according to the first default weight according to quality of service experience key signal be calculated with threshold value it is described excellent
Rate.
Therefore data analysis module experiences key signal to quality of service and the first default weight is arranged, first is default
Weight includes experiencing quality of service the page first packet delay for including, page open delay, video download rate in key signal
And information transmits and receives the respectively arranged weight proportion of success rate.
One Preferable scheme is that, data acquisition module include Network Abnormal monitoring modular, co-ordinate position information acquisition mould
Block and information of mobile terminal acquisition module；Network Abnormal monitoring modular acquires Network Abnormal signal, Network Abnormal monitoring modular
Network Abnormal signal is exported to data analysis module；Co-ordinate position information acquisition module coordinate acquisition position signal, coordinate position
Information acquisition module output coordinate position signal is to data analysis module；Information of mobile terminal acquisition module acquires mobile terminal letter
Information signal, information of mobile terminal acquisition module output mobile end message signal to data analysis module；Data analysis module pair
The second default weight is arranged in Network Abnormal signal, coordinate position signal and information of mobile terminal signal, and data analysis module is pressed
Key signal, Network Abnormal signal, coordinate position are experienced according to the first default weight and the second default weight, and according to quality of service
Acceptance rate is calculated in signal, information of mobile terminal signal and threshold value.
Therefore monitoring system of the invention has a powerful information collection function, the of data analysis module setting
Two default weights include to Network Abnormal signal, coordinate position signal and the respectively arranged weight ratio of information of mobile terminal signal
Example.
One Preferable scheme is that, data acquisition module includes wireless data acquisition module, and wireless data acquisition module is used
In acquisition LTE index signal and CDMA index signal, wireless data acquisition module exports LTE index signal and the CDMA index
Signal is to data analysis module；Data analysis module presets weight, number to LTE index signal and CDMA index signal setting third
Weight is preset according to the first default weight, the second default weight and third according to analysis module, and experiences crucial according to quality of service
Signal, Network Abnormal signal, coordinate position signal, information of mobile terminal signal, LTE index signal, CDMA index signal and institute
It states threshold value and acceptance rate is calculated.
Therefore wireless data acquisition module, to LTE index signal, CDMA index signal data are acquired, and
Acquisition is synchronized to location information while signal acquisition, the result of acquisition uploads to background server, can be in GIS
Real-time exhibition and analysis are carried out on (GIS-Geographic Information System) map.It includes pair that the third of data analysis module setting, which presets weight,
LTE index signal and the respectively arranged weight proportion of CDMA index signal.
One Preferable scheme is that, the business monitoring data acquisition module according to setting time capturing service qualitative perception by
Key signal.
Therefore monitoring system of the invention supports that capturing service qualitative perception is by key signal in the given time, such as
According to 5 minutes, 15 minutes, hour, day, week or the specific period such as the moon carry out signal statistics, in order to the period that notes abnormalities.
In order to realize another object of the present invention, quality of wireless network monitoring method provided by the invention, this method according to
Secondary includes data collection steps, data upload step, data analysis step and rate-determining steps, wherein data collection steps packet
Business monitoring data acquisition step is included, business monitoring data acquisition step includes acquiring the quality of service impression key of mobile terminal
The step of signal, it includes the delay of page first packet, page open delay, video download rate and letter that quality of service, which experiences key signal,
Breath transmits and receives success rate；Data upload step includes the steps that experiencing quality of service into key signal transmission；Data analysis step
Suddenly include the steps that reception quality of service experiences key signal and experiences key signal according to quality of service to calculate with threshold value
The step of acceptance rate out；Rate-determining steps include the steps that exporting network optimization control signal according to acceptance rate.
By above scheme as it can be seen that when user's normal use mobile terminal carry out various businesses when, its use all kinds of business
During, the background process of application program for mobile terminal continues to monitor the business usage behavior of user, after application program
Platform process is experienced key signal to the quality of service of the user automatically and is acquired, and will acquire information according to the rule of agreement
It is automatically uploaded to background server.In such a mode, user does not need to carry out any additional operation, and data acquisition and on
The process of biography will not generate any interference to the normal use of user.
Detailed description of the invention
Fig. 1 is the structural block diagram of quality of wireless network monitoring system of the invention.
Fig. 2 is the flow chart of quality of wireless network monitoring method of the invention.
Fig. 3 is the evaluation thresholding table of quality of wireless network monitoring method of the invention.
Fig. 4 is the network optimization flow chart of quality of wireless network monitoring method of the invention.
Fig. 5 is the flow chart of wireless network analysis step in quality of wireless network monitoring method of the invention.
The invention will be further described with reference to the accompanying drawings and embodiments.
Specific embodiment
Referring to Fig. 1, Fig. 1 is the structural block diagram that quality of wireless network of the present invention monitors system.Wireless network matter of the invention
Amount monitoring system includes mobile terminal 10, data acquisition module 1, data uploading module 2, data analysis module 3 and control mould
Block 4, wherein different including business monitoring data acquisition module 11, wireless data acquisition module 12, network in data acquisition module 1
Normal monitoring modular 13, co-ordinate position information acquisition module 14 and information of mobile terminal acquisition module 15.
Business monitoring data acquisition module 11 includes that business conduct information acquisition module 111 and data connection information acquire mould
Block 112, wherein the quality of service that business conduct information acquisition module 111 is used to acquire on mobile terminal 10 experiences signal, and same
When record traffic occur when radio environment information.Quality of service experiences signal and specifically includes that the delay of page first packet, page open
Delay, video download rate and information transmit and receive success rate, wherein the delay of page first packet is that user's initiation browse request arrives
Duration experienced between destination server response is received, page open delay is that user initiates browse request to receiving first
The duration of http response, from the rate of server foradownloaded video when video traffic downloading rate is user's browsing video, and i.e.
When communication information transmit and receive success rate be user use instant messaging business when, message transmit and receive number of success account for it is total
The percentage of message transmitting and receiving number.Data connection information acquisition module 112, for acquiring the letter of the KPI on mobile terminal 10
Number.KPI signal is key network performance signals, user when carrying out data service using the application program on mobile terminal 10,
Record mobile terminal 10 is converted to success rate and time used into data connection state by no data connection status.Specific note
Record following information: business uses time started, IMEI(international mobile equipment identification number), IMSI(international mobile subscriber identifies
Code), establish whether data connection succeeds, establishes data connection time delay, network formats, CDMA signal index and LTE signal and refer to
Mark.
Wireless data acquisition module 12, for acquiring the LTE index signal and CDMA index signal of mobile terminal 10.Its
Middle CDMA index signal content covers the SID(system identification of cdma base station), NID(Network ID), BSID(identification of base stations
Code) and CDMA signal strength information, LTE index signal content cover the TAC(Tracking Area Code of LTE base station), CI(cell
Code), the physical area PCI(code) index and LTE signal RSRP(Reference Signal Received Power), SINR(signal-to-noise ratio) and RSRQ
(Reference Signal Received Quality) information.
Network Abnormal monitoring modular 13, for acquiring the Network Abnormal signal occurred on mobile terminal 10.Prison of the invention
The Network Abnormal signal of examining system acquisition includes that network can not be connected, data network connection exception, network frequent switching, weak be covered
The network exception events such as lid, falling, and at the same time location information (longitude and latitude) and wireless environment when record Network Abnormal occurs
Information.
Co-ordinate position information acquisition module 14 is used for coordinate acquisition position signal.Monitoring system registers coordinate of the invention
The information of position, coordinate acquisition position signal, coordinate position signal include in business monitoring process: GPS longitude and latitude, province name
Title, address name and street information；In the case where no GPS signal, by network positions, wifi network or data are such as used
Then network connection carries out network assistance positioning by general third party's interface, such as uses CDMA or LTE network, Ke Yiding
Longitude and latitude of the position to base station where serving cell.
Information of mobile terminal acquisition module 15, for acquiring the relevant information of mobile terminal 10.Wherein mobile terminal 10 refers to
Mobile phone, monitoring system of the invention have the acquisition function to mobile phone relevant information, and mobile phone relevant information includes: the world IMSI(
Mobile identification number), MEID(CDMA mobile device identification code)/IMEI(international mobile equipment identification number), mobile phone type, OS
Version, baseband version, kernel version, internal release, mobile phone EMS memory occupancy, mobile phone CPU usage and power consumption.
Collected data are uploaded to server 20 by data uploading module 2 by data acquisition module 1, and server 20 wraps
Data analysis module 3 and control module 4 are included, data analysis module 3 experiences key signal to business and the first default weight is arranged, right
The second default weight is arranged in Network Abnormal signal, coordinate position signal and information of mobile terminal signal, to LTE index signal and
CDMA index signal is arranged third and presets weight, presets weight, and root according to the first default weight, the second default weight and third
Key signal, Network Abnormal signal, coordinate position signal, information of mobile terminal signal, LTE index letter are experienced according to quality of service
Number, CDMA index signal and threshold value acceptance rate is calculated.
Fig. 2 is the flow chart of quality of wireless network monitoring method of the present invention.Step S1 is first carried out, mobile terminal 10 is adopted
Collection quality of service experiences key signal, then executes step S2, experiences key signal according to the quality of service of acquisition and calculates business
The acceptance rate of quality customer perception then executes step S3, judges whether the region of data acquisition is the area Zhi Cha by acceptance rate
Domain is to execute S4, and poor region of confronting carries out the network optimization, no to then follow the steps S5, determines the client of this area to business matter
Amount perception is good.
Monitoring system acquisition quality of service of the invention experiences key signal primarily to finding and finding mobile interchange
Network service perceives poor user, terminal, business and region, so as to targetedly promote the perception of user.This hair
Bright monitoring method supports that capturing service qualitative perception is by key signal in the given time, such as according to 5 minutes, 15 minutes, hour,
The specific period such as day, week or the moon carries out signal statistics, in order to the period that notes abnormalities.The business acquired from mobile terminal 10
Qualitative perception is compared by key signal with the evaluation thresholding of setting, thus obtain the superiority and inferiority of existing customer service-aware, wherein
The institute's value for evaluating thresholding is to accuse investigation and industrywide standard in conjunction with application program for mobile terminal test, phone Shen to determine,
Monitoring system of the invention is mainly to the webpage first packet delay of the web page browsings such as news portal and page open according to Fig. 3
The signal of time delay, the video download rate of video traffic and instant messaging transmits and receives this four big index signal progress of success rate
Evaluation, wherein the threshold value of indices signal evaluation is divided into the case where 3G and 4G, and each index signal is set
There are the range of the excellent limit of evaluation and the range that an evaluation is inferior, so that the customer perception for the business that judgement is currently tested is excellent
It is bad.Then all test results in the region are counted, calculates the ratio inferior that every quality of service experiences key signal
Example, i.e. customer perception are the ratio that test sample number inferior accounts for total test sample number.As long as in the big index signal of above-mentioned four
There is one when being more than the ratio inferior of setting, which is judged as poor matter region, confronts difference subsequently through control module 4
Region carries out the network optimization.
Monitoring system of the invention, which experiences every quality of service of each mobile terminal of collected specific region, closes
Key signals are summarized, and are then evaluated, are mainly carried out below according to the score that calculating quality of service experiences key signal
Computation rule: 1. by the delay of page first packet, page open delay, video download rate and information transmit and receive success rate this four
Big index signal and calculates quality of service according to aforementioned four index signal and experiences key signal according to the associated weight of setting
Acceptance rate, when reaching preset a reference value, (such as 80%) obtains the full marks of the part, often be lower than a reference value one percentage point button
One point, until having detained；2. according to test APP(application program) quantity arrival rate give a mark, test APP quantity arrival rate be examine
The quantity of test APP deployment accounts for the mobile terminal user of all internet behaviors (having internet records within the examination period) in the core time
The ratio of quantity, when testing APP arrival rate and reaching the benchmark thresholding of setting, (such as 3 ‰) obtain basis point, are often lower than benchmark door
Limit a ten thousandth then subtracts corresponding score in basis point, and minimum 0 point, when arrival rate is more than benchmark thresholding and reaches one
When fixed ratio, increase corresponding score, highest obtains the full marks of the part；3. being given a mark according to matter difference region fix-rate, matter is poor
Region fix-rate is that the upper examination period matter difference region quantity solved in the current examination period accounts for a phase matter difference region quantity
Ratio, (such as 85%) obtains basis point when matter difference region, fix-rate reaches the benchmark thresholding of setting, is often lower than one percentage of thresholding
Point detains corresponding score, minimum 0 point, when matter difference region fix-rate is more than benchmark thresholding and reaches certain ratio, increases
Add corresponding score, highest obtains the full marks of the part.Wherein the above-mentioned examination period be setting time, support according to 5 minutes,
15 minutes, hour, day, week or the specific period such as the moon carry out index signal statistics.
By experiencing quality of service the evaluation of key signal, quality of service can be measured from different data granularity,
Data granularity is the related notion belonged in business intelligence in data warehouse, meter of the data granularity mainly for achievement data
Range is calculated, is range or using community as range statistics if population this data item is using block in practice, in the present invention
Concrete application in, measuring that quality of service is reflected in data granularity can be overall by index signal to all users
Evaluation, reflects the whole service-aware situation of network；By the index signal evaluation to single user's dimension, reflect the user's
Perceive situation；By the index signal evaluation to base station dimension, reflect the perception situation of user under single base station；By to business
The index signal of dimension is evaluated, and reflects the overall recognition situation of business；And to single target with (video website) dimension
Index signal evaluation, reflects the overall recognition situation of destination service.
Referring to fig. 4, Fig. 4 is the network optimization flow chart of quality of wireless network monitoring method of the invention.As shown in Figure 4,
Step S10 is first carried out, setting needs to carry out the matter difference region of the network optimization, then executes step S11 and judges whether it is mobile
Terminal or cloud service go wrong, and are, i.e., non-wireless network goes wrong, then terminate network optimization process, otherwise execute step
The problem of rapid S12 judges whether it is core network or IP backbone network, is that is, non-wireless network goes wrong, then terminates network
Optimizing Flow, it is no to then follow the steps S13, it is determined as wireless network or IP RAN goes wrong and carries out to radio network problems
Then analysis executes step S14, optimized by wireless network optimization and IP RAN and then fed back, wherein IP RAN refers to nothing
Line access IPization is to return application scenarios for IPization base station to optimize the router of customization or interchanger integrally solves
Scheme.
Fig. 5 is the flow chart of wireless network analysis step S13 in network optimization flow chart shown in Fig. 4.Step is first carried out
Rapid S20 determines that wireless network traffic perception difference is the quality of wireless network problem of non-equipment class, then executes step S21 to discovery
Association analysis between the problem of carry out problem is substantially carried out matter difference network element problem, matter difference regional issue, wireless side perception difference and asks
Association analysis between topic and subscriber complaint problem, wherein network element is the minimum list that can be monitored and manage in network management
Position, it can be understood as the equipment in network, wireless side refer to wireless access network, such as BSC(Binary Synchronous Communication Protocol)/RNC(without
Line network controller).Then step S22 is executed to carry out according to priority and by the association between collected problem data
Problem diagnosis, wherein preferential associated for traffic statistics data, alarm data, supplemental characteristic and configuration data, above-mentioned traffic statistics number
According to being statistics to indexs such as calling network, call drop, switching and telephone traffics, it is secondary it is associated be MR(measurement report) data and
Message registration data finally assist associated being DT(drive test) or CQT(call quality test calls) data.Then step is executed
The reason of rapid S23 location client perception goes wrong finally executes step S24 processing problem according to questions and prospect and is located
Compliance test result after reason.
As it can be seen that the present invention carries out signal monitoring by index of user experience, it can be in the case where user's unaware, with quilt
The mode of the silent monitoring of sound carries out the acquisition that user perceives index signal, can be in time to net when finding that user's perception is deteriorated
Network is adjusted and optimizes, and changes tradition just for the test of network KPI (key network performance indicator) signal.And it utilizes
Mobile phone terminal instantaneous acquiring and upload related data, can understand the quality condition of regional signal locating for mobile phone terminal at any time, change
The status for needing Test Engineer that can just find the problem to on-the-spot test is become, while having saved cost and improving working efficiency.
Finally it is emphasized that above-described embodiment is only preferred scheme of the invention, when practical application, can also have
More variations, for example, the quality of service for increasing acquisition experiences key signal；Alternatively, changing the door that indices signal compares
Limit value；Or the acquisition of information of mobile terminal is saved, such change is also able to achieve the purpose of the present invention, also should include
Within the scope of the invention as claimed.
Claims (2)
1. quality of wireless network monitoring method, which is characterized in that the monitoring method successively includes data collection steps, in data
Pass step, data analysis step, rate-determining steps, judge by acceptance rate the step of region of data acquisition and confrontation difference region into
The step of row network optimization；
The data collection steps include business monitoring data acquisition step, and the business monitoring data acquisition step includes acquisition
The step of quality of service of mobile terminal experiences key signal, it includes that page first packet prolongs that the quality of service, which experiences key signal,
When, page open delay, video download rate and information transmit and receive success rate；
The data upload step includes the steps that experiencing the quality of service into key signal transmission；
The data analysis step includes the steps that receiving the quality of service experiences key signal and according to the quality of service
Experience the step of acceptance rate is calculated with threshold value in key signal；
The rate-determining steps include the steps that exporting network optimization control signal according to the acceptance rate；
The region acquired such as data is matter difference region, then executes the step of poor region of confrontation carries out the network optimization；
The step of poor region carries out the network optimization of confronting include:
Setting needs to carry out the matter difference region of the network optimization；
Judge whether it is mobile terminal or cloud service goes wrong, then terminates network optimization process in this way；
If mobile terminal or cloud service do not go wrong, then the problem of judging whether it is core network or IP backbone network, such as
It is then to terminate network optimization process；
The problem of if not being core network or IP backbone network, is determined as wireless network or IP RAN goes wrong and to wireless
Network problem is analyzed；
It is optimized by wireless network and IP RAN and is then fed back, wherein IP RAN refers to wireless access network IPization；
The data analysis step include the steps that experiencing the quality of service key signal be arranged the first default weight and by
Key signal is experienced according to the quality of service according to the described first default weight and the acceptance rate is calculated in the threshold value
The step of；
The data collection steps further include Network Abnormal monitoring step, co-ordinate position information acquisition step and mobile terminal letter
Cease acquisition step；
The Network Abnormal monitoring step includes the steps that acquiring Network Abnormal signal and exports the step of the Network Abnormal signal
Suddenly；
The co-ordinate position information acquisition step includes the steps that coordinate acquisition position signal and exports the coordinate position signal
The step of；The information of mobile terminal acquisition step includes the steps that acquiring information of mobile terminal signal and export described mobile whole
The step of client information signal；
The data analysis step includes believing the Network Abnormal signal, the coordinate position signal and the mobile terminal
Information signal is arranged the step of the second default weight and according to the described first default weight and the second default weight, and according to institute
It states quality of service and experiences key signal, the Network Abnormal signal, the coordinate position signal, the information of mobile terminal signal
The step of acceptance rate is calculated with the threshold value；
The data collection steps further include data acquisition step, and the data acquisition step includes that acquisition LTE refers to
The step of marking signal and CDMA index signal, and the step including exporting the LTE index signal and the CDMA index signal
Suddenly；
The data analysis step includes presetting weight to the LTE index signal and CDMA index signal setting third
Step and weight is preset according to the described first default weight, the second default weight and the third, and according to the business
Qualitative perception is by key signal, the Network Abnormal signal, the coordinate position signal, the information of mobile terminal signal, described
The step of acceptance rate is calculated in LTE index signal, the CDMA index signal and the threshold value；
The CDMA index signal content cover the system identification of cdma base station, Network ID, base station identity code and
CDMA signal strength information.
2. quality of wireless network monitoring method according to claim 1, it is characterised in that:
The business monitoring data acquisition step includes the step for acquiring the quality of service according to setting time and experiencing key signal
Suddenly.
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| CN107135090B (en) * | 2016-02-29 | 2020-06-16 | 华为技术有限公司 | Method and device for realizing network poor quality problem positioning |
| CN107787006A (en) * | 2017-09-29 | 2018-03-09 | 努比亚技术有限公司 | Hotspot network quality detection method, mobile terminal and storage medium |
| CN107801201A (en) * | 2017-10-19 | 2018-03-13 | 维沃移动通信有限公司 | Network recovery method and device |
| CN108989116B (en) * | 2018-07-25 | 2021-05-25 | 河北华沃通信科技有限公司 | Big data collection and analysis system and method |
| CN110267315B (en) * | 2019-06-28 | 2021-03-09 | 南昌黑鲨科技有限公司 | Network connection control method, system, intelligent terminal and computer readable storage medium |
| CN112396816A (en) * | 2019-08-15 | 2021-02-23 | 广东经纬天地科技有限公司 | Network performance monitoring method and system based on NB-IOT module |
| CN113676926B (en) * | 2020-05-15 | 2024-03-19 | 中国移动通信集团设计院有限公司 | User network sensing portrait method and device |
| CN112333756B (en) * | 2020-09-14 | 2024-02-27 | 咪咕文化科技有限公司 | Regional network quality monitoring method, system, electronic equipment and storage medium |
| CN113630285A (en) * | 2020-11-11 | 2021-11-09 | 中国移动通信有限公司研究院 | Broadband network quality diagnosis method, device and system |
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| CN102752792A (en) * | 2011-12-26 | 2012-10-24 | 华为技术有限公司 | Method, device and system for monitoring internet service quality of mobile terminal |
| CN103188722A (en) * | 2011-12-29 | 2013-07-03 | 同济大学 | Stratification testing method and device for time division long term evolution (TD-LTE) system road testing |
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