CN108429627A - broadband access planning method and device - Google Patents
broadband access planning method and device Download PDFInfo
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- CN108429627A CN108429627A CN201710077195.3A CN201710077195A CN108429627A CN 108429627 A CN108429627 A CN 108429627A CN 201710077195 A CN201710077195 A CN 201710077195A CN 108429627 A CN108429627 A CN 108429627A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L12/00—Data switching networks
- H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
- H04L12/2801—Broadband local area networks
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L12/00—Data switching networks
- H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
- H04L12/2854—Wide area networks, e.g. public data networks
- H04L12/2856—Access arrangements, e.g. Internet access
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L12/00—Data switching networks
- H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
- H04L12/2854—Wide area networks, e.g. public data networks
- H04L12/2856—Access arrangements, e.g. Internet access
- H04L12/2869—Operational details of access network equipments
- H04L12/287—Remote access server, e.g. BRAS
- H04L12/2874—Processing of data for distribution to the subscribers
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L12/00—Data switching networks
- H04L12/28—Data switching networks characterised by path configuration, e.g. LAN [Local Area Networks] or WAN [Wide Area Networks]
- H04L12/2854—Wide area networks, e.g. public data networks
- H04L12/2856—Access arrangements, e.g. Internet access
- H04L12/2869—Operational details of access network equipments
- H04L12/287—Remote access server, e.g. BRAS
- H04L12/2876—Handling of subscriber policies
-
- 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
- H04L41/32—Specific management aspects for broadband networks
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04Q—SELECTING
- H04Q11/00—Selecting arrangements for multiplex systems
- H04Q11/04—Selecting arrangements for multiplex systems for time-division multiplexing
- H04Q11/0428—Integrated services digital network, i.e. systems for transmission of different types of digitised signals, e.g. speech, data, telecentral, television signals
- H04Q11/0478—Provisions for broadband connections
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- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
The invention discloses a kind of broadband access planning method and devices.The broadband access planing method, including：Obtain the wireless network signal of one or more positions in the region yet to be built of broadband；Wireless network signal based on wireless area configuration data and acquisition determines the wireless area of m transmitting wireless network signal, wherein m is the integer more than 0；It obtains the operation data of wireless area and operation data is separately input into contracted user's prediction model, to predict contracted user's quantity of each wireless area in m wireless area；And the broadband access programme in broadband region yet to be built is determined according to contracted user's quantity of each wireless area in m wireless area.The broadband access method and device for planning can accurately and quickly predict broadband regional subscription number of users yet to be built and distribution, to carry out broadband access planning.
Description
Technical field
The invention belongs to field of communication technology more particularly to a kind of broadband access planning method and devices.
Background technology
It is accessed in planning process in cable broadband, can consider the benefit of investment construction, the rule that existing technology uses emphatically
The method of drawing is to determine certain some broadband access region yet to be built, then carries out the collection of basic information：Prospecting personnel can generally be sent
It is collected by the way of " sweeping building " at the scene.The basic information of acquisition includes mainly building number, property class in city
Type, amount, cell occupancy rate, race condition etc.；Include mainly amount, economic conditions, village aggregation dispersion journey in rural areas
Degree etc. is arranged different weights according to the power for influencing broadband construction investment benefit by these information to collection, carries out
It sorts after the comprehensive assessment of returns of investment, finally combines current certain investment construction scale, filter out in the top yet to be built
Region Implement Construction, and for existing planing method, there is a problem in data collection link often, cause to have obtained deviation or
The construction conclusion of mistake, in the link for the information collected at the scene, due to being influenced too strong, packet by inspection of the scene of a crime personnel's subjective factor
The sense of responsibility for for example reconnoitring personnel is included, the understandability etc. of different people can all cause the data of acquisition to have deviation, and that such as collects enters
Firmly when rate data：It can also be judged according to bright light amount by live night by being collected to property management or neighbourhood committee, but this
It is difficult to determine which kind of method is more accurate.Therefore it needs to find the inaccurate method for solving the problems, such as gathered data, but in practical rule
It draws in engineering, this puts into a large amount of man power and material and time cost during scene certainly will being caused to sweep building again, and result is still
It has no idea to verify its accuracy rapidly.
Invention content
An embodiment of the present invention provides a kind of broadband access planning method and devices, can accurately and quickly predict width
With regional subscription number of users yet to be built and distribution, to carry out broadband access planning.
In a first aspect, a kind of broadband access planing method is provided, including：One or one is obtained in the region yet to be built of broadband
The wireless network signal of the above position；Wireless network signal based on wireless area configuration data and acquisition determines m transmitting nothing
The wireless area of line network signal, wherein m is the integer more than 0；It obtains the operation data of wireless area and divides operation data
It is not input in contracted user's prediction model, to predict contracted user's quantity of each wireless area in m wireless area；With
And determine that the broadband access in broadband region yet to be built is planned according to contracted user's quantity of each wireless area in m wireless area
Scheme.
Second aspect provides a kind of broadband access device for planning, including：Acquiring unit, judging unit, predicting unit and
Planning unit.The acquiring unit, the wireless network signal for obtaining one or more positions in the region yet to be built of broadband；It should
Judging unit is used for the wireless network signal based on wireless area configuration data and acquisition, determines m transmitting wireless network signal
Wireless area, wherein m is integer more than 0；The predicting unit, operation data for obtaining wireless area simultaneously will operations
Data are separately input into contracted user's prediction model, to predict contracted user's number of each wireless area in m wireless area
Amount；The planning unit, for determining broadband region yet to be built according to contracted user's quantity of each wireless area in m wireless area
Broadband access programme.
The broadband access method and device for planning provided according to embodiments of the present invention, by obtaining in the region yet to be built of broadband
Wireless network signal determines the wireless area of transmitting wireless network signal, and pre- based on the operation data of determining wireless area
Survey contracted user's quantity in each region and distribution in the region yet to be built of the broadband, to efficiently, accurately to broadband region yet to be built
Carry out broadband access planning.After by carrying out wireless signal collection to broadband access area yet to be built, this can be accurately found out
The wireless user in broadband access area yet to be built, and broadband access area contracted user's number yet to be built is predicted by data analysis calculating, sentence
It is disconnected whether to reach construction criteria, do not have to obtain basic data by " sweeping building " mode again, avoiding artificial subjective factor causes to count
According to acquisition mistake, the planning accuracy and planning efficiency of existing cable broadband access area are greatly improved, is not in build
Cable broadband access area Broadband subscriber afterwards is few, caused by investment waste.System architecture and the system design of this programme are difficult
Spend small, easy formation large-scale production and application, the rule in real-time, easy, the reliable design personnel progress broadband access area of energy
It draws.
Description of the drawings
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, drawings described below is only some embodiments of the present invention, for
For those of ordinary skill in the art, without creative efforts, other are can also be obtained according to these attached drawings
Attached drawing.
Fig. 1 is a kind of exemplary scenario schematic diagram that the base station of embodiment is communicated with terminal；
Fig. 2 is a kind of schematic flow chart of the broadband access planing method of embodiment of the present invention；
Fig. 3 is a kind of illustrative diagram of contracted user's prediction model structure of embodiment of the present invention；
Fig. 4 is a kind of illustrative diagram of contracted user's prediction model structure of embodiment of the present invention；
Fig. 5 is a kind of example predictive design sketch of contracted user's prediction model of embodiment of the present invention；
Fig. 6 is a kind of schematic block diagram of the broadband access device for planning of embodiment of the present invention；
Fig. 7 is the schematic structure frame that a kind of computing device of the broadband access device for planning of embodiment of the present invention is realized
Figure.
Specific implementation mode
The feature and exemplary embodiment of various aspects of the invention is described more fully below.In following detailed description
In, it is proposed that many details, in order to provide complete understanding of the present invention.But to those skilled in the art
It will be apparent that the present invention can be implemented in the case of some details in not needing these details.Below to implementing
The description of example is just for the sake of by showing that the example of the present invention is better understood from the present invention to provide.The present invention never limits
In any concrete configuration set forth below and algorithm, but cover under the premise of without departing from the spirit of the present invention element,
Any modification, replacement and the improvement of component and algorithm.In the the accompanying drawings and the following description, well known structure and skill is not shown
Art is unnecessary fuzzy to avoid causing the present invention.
Example embodiment is described more fully with reference to the drawings.However, example embodiment can be with a variety of shapes
Formula is implemented, and is not understood as limited to embodiment set forth herein；On the contrary, thesing embodiments are provided so that the present invention more
Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.In the figure in order to clear
It is clear, it may be exaggerated the thickness of region and layer.Identical reference numeral indicates same or similar structure in figure, thus will save
Slightly their detailed description.
It should be noted that in the absence of conflict, the features in the embodiments and the embodiments of the present application can phase
Mutually combination.The application is described in detail below with reference to the accompanying drawings and in conjunction with the embodiments.
Fig. 1 is a kind of exemplary scenario schematic diagram that the base station of embodiment is communicated with terminal.As shown in Figure 1, including
Base station and terminal, in some instances, the base station can be in GSM or CDMA base station (BaseTransceiverStation,
Referred to as " BTS "), it can also be the base station (NodeB, referred to as " NB ") in WCDMA, can also be the evolved base in LTE
It stands (EvolutionalNodeB, referred to as " eNB or e-NodeB ").The base station can be applied to various wireless communications with terminal
In system, such as：Global system for mobile telecommunications (Global System of Mobilecommunication, referred to as " GSM ") system
System, CDMA (Code Division Multiple Access, referred to as " CDMA ") system, wideband code division multiple access
(Wideband Code Division Multiple Access, referred to as " WCDMA ") system, General Packet Radio Service
(General Packet Radio Service, referred to as " GPRS "), long term evolution (Long Term Evolution, referred to as
For " LTE ") system, LTE frequency division duplex (Frequency Division Duplex, referred to as " FDD ") system, LTE time-divisions be double
Work (Time Division Duplex, referred to as " TDD "), Universal Mobile Communication System (Universal Mobile
Telecommunication System, referred to as " UMTS ") or global interconnection inserting of microwave (Worldwide
Interoperability for Microwave Access, referred to as " WiMAX ") communication system etc., it can also apply not
To be possible to the system occurred.The terminal (Terminal) can be referred to as user equipment (User Equipment, referred to as UE),
Mobile station (Mobile Station, referred to as MS) or mobile terminal (Mobile Terminal) etc., the terminal device can be through
Wireless access network (Radio Access Network, referred to as RAN) is communicated with one or more core nets, for example, eventually
End equipment can be mobile phone (or being " honeycomb " phone) or the computer etc. with mobile terminal, for example, terminal device
Can also be portable, pocket, hand-held, built-in computer or vehicle-mounted mobile device, they can pass through base station
Or voice and/or data are directly exchanged with wireless access network.Ordinary circumstance, can be by the covered model of signal institute of a base station
It encloses and is defined as cell or wireless area, use broadband access planning method and device of the wireless area to the embodiment of the present invention below
It is described.
In the planning for carrying out cable broadband access area, generally can substantially it be determined according to specific planning construction strategy
Cable broadband access area yet to be built, can be according to the demand of market development, or selects for the purpose of promoting competitiveness yet to be built to have
Line width band access area.Primary election cable broadband access area yet to be built may include following scene, for example, property plots, it may include more
High level, low layer residential building；Small towns township, it may include main residential building, commercial establishment in the township of small towns；Rural areas,
It may include the administrative village villagers' committee, health-center, school and periphery farm house etc. have primary election is yet to be built below for ease of description
Line width band access area is known as broadband region yet to be built.It can be advised by the broadband access in Fig. 2 in the broadband region yet to be built reconnoitred
The method of drawing carries out broadband access planning.In some instances, which moves suitable for all 2G/3G/4G
The wireless base station inspection of the scene of a crime of communication standard standard, for example, including GSM900, DCS1800, CDMA1X, CDMA2000, WCDMA,
The mobile communication standards standard such as TD-SCDMA, TD-LTE, FDD LTE.
Fig. 2 is a kind of schematic flow chart of the broadband access planing method of embodiment of the present invention.As shown in Fig. 2, should
Broadband access planing method 200, including：S210 obtains the wireless network of one or more positions in the region yet to be built of broadband
Signal, for example, the wireless network signal of multiple positions in the region yet to be built of broadband can be obtained under the period of setting.S220,
Wireless network signal based on wireless area configuration data and acquisition determines the wireless area of m transmitting wireless network signal,
In, m is the integer more than 0.S230, obtains the operation data of wireless area and that operation data is separately input into contracted user is pre-
It surveys in model, to predict contracted user's quantity of each wireless area in m wireless area, for example, by under the wireless area
Wireless data produced by wireless user extracts the voice telephone traffic amount generated under GSM network including user, data traffic, TD-
Above-mentioned operation data is input to trained BP neural network mould by the data such as the data service flow generated under LTE network
In type, can in m wireless area of defeated prediction each wireless area contracted user's quantity.And S240, it is wireless small according to m
Contracted user's quantity of each wireless area determines the broadband access programme in broadband region yet to be built in area.By obtaining broadband
Wireless network signal in region yet to be built determines the wireless area of transmitting wireless network signal, and based on determining wireless area
Operation data predict contracted user's quantity in each region and distribution in the region yet to be built of the broadband, to efficiently, accurately it is right
Broadband region yet to be built carries out broadband access planning.It, can be compared with after by carrying out wireless signal collection to broadband access area yet to be built
The wireless user in the broadband access area yet to be built is accurately found out, and broadband access area yet to be built is predicted by data analysis calculating and is signed
About number of users judges whether to reach construction criteria, does not have to obtain basic data by " sweeping building " mode again, avoid artificial subjectivity
Factor causes data to acquire mistake, greatly improves the planning accuracy and planning efficiency of existing cable broadband access area, no
Will appear build after cable broadband access area Broadband subscriber it is few, caused by investment waste.The system architecture of this programme and
System design difficulty is small, easy formation large-scale production and application, can in real time, easy, reliable design personnel carry out broadband
The planning of access area.
According to some embodiments, in S210, the wireless network of one or more positions in the region yet to be built of broadband is obtained
Network signal may include：By vehicle-mounted mobile communication network test terminal and or handheld test mobile phone terminal, to broadband area yet to be built
Domain is traversed, and the wireless network signal of one or more positions in the region yet to be built of broadband is obtained.In some instances, may be used
To test terminal, such as sweep generator and testing mobile phone terminal by vehicle-mounted mobile communication network, one is carried out around the region yet to be built
The area wireless network signal yet to be built is covered in the traversal in week, collection.Hand-held test can be utilized by reconnoitring tester
Mobile phone terminal collects the wireless network signal for covering the region yet to be built to carrying out walking traversal in region yet to be built.Show at some
In example, the wireless network signal of collection may include：GSM network signal：Know level value rxlev cell BCCH dominant frequency periods base station
Other code BSIC；TD-LTE network signals：Level value RS-PSRP, cell identification code PCI；TD-SCDMA network signal：Level value
PCCPCH-RSCP, frequency point number, cell PCI codes；WCDMA network signals：Level value RSCP, cell identification code SC, frequency point number.
In some examples, above-mentioned wireless network signal includes the longitude and latitude for the wireless area for emitting wireless network signal.For example, wireless network
Network signal includes the CELL ID of wireless area and the GPS longitudes and latitudes of wireless area.In some instances, which plans
Method can also include：According to the longitude and latitude in the longitude and latitude of wireless area and broadband region yet to be built, wireless area and broadband are calculated
The distance in region yet to be built determines k wireless area in m wireless area, wherein k is the integer more than 0 and less than or equal to m.
For example, above-mentioned wireless area position and yet to be built can be calculated according to the formula of the air line distance of 2 points of 2 points of calculation of longitude ＆ latitude
The distance in region will fix tentatively to cover the wireless area for waiting for broadband access area apart from rational cell, for example, can basis
For GSM network distance in 800 meters, TD-LTE network distances select wireless area in 400 meters.And pass through calculation of longitude ＆ latitude distance
There are many ways to S, such as：
Wherein, Lat1 indicates that A point latitudes, Lat2 indicate that B point latitudes, Lung1 indicate that A point longitudes, Lung2 indicate B points warp
Degree, a=Lat1-Lat2 are the difference of 2 latitudes, and b=Lung1-Lung2 is the difference of 2 longitudes, and 6378.137 be the earth half
Diameter, unit are km.
According to some embodiments, broadband access planing method can also include according to the wireless small of transmitting wireless network signal
The carrier level in area determines p wireless area in m wireless area, wherein p is the integer more than 0 and less than or equal to m.
In some examples, broadband access planing method can also include the carrier wave electricity according to the wireless area of transmitting wireless network signal
It is flat, p wireless area is determined in k wireless area, wherein p is the integer more than 0 and less than or equal to k.For example, selection connects
The stronger cell of first three of collection of letters carrier level is ultimately determined to cover the wireless area in broadband access area yet to be built.
In some instances, which can also include：According to the longitude and latitude of wireless area and broadband
The longitude and latitude in region yet to be built, calculates wireless area at a distance from the region yet to be built of broadband, and k are determined in p wireless area wirelessly
Cell, wherein k is the integer more than 0 and less than or equal to p.
It, can also be according to the mark of m determining wireless area from network operation number in S230 according to some embodiments
According to the operation data of each wireless area obtained in library in m wireless area.In some instances, wireless area can be passed through
CELL ID, the average value of the daily business in wireless area is selected in network operation database, the operation data of acquisition can wrap
It includes：GSM voice telephone traffics amount, data service flow, communication user number and TD-LTE data business volumes etc..
According to some embodiments, S240, by contracted user's quantity of each wireless area in m wireless area and default label
About number of users is compared, determine in the region yet to be built of broadband plan broadband access wireless area quantity q, wherein q be more than
Or the integer equal to 0.In some instances, determining wireless area quantity q and default wireless area quantity n can also be carried out
Compare；When determining wireless area quantity q is more than default wireless area quantity n, contracted user is selected in q wireless area
A fairly large number of preceding n wireless area is as the wireless area for planning broadband access in the region yet to be built of broadband.If for example, obtaining
It, then can be by the prediction label of multiple broadband access wireless areas more than the wireless area quantity of the broadband access of current period construction scale
About number of users is ranked up, according to plan current period construction scale optimum selecting.In some embodiments, if passing through the above method
The wireless area quantity that there is no the broadband access yet to be built of standard up to standard, then can reselect broadband access area yet to be built or reduction
The above method is used to carry out broadband access planning again after construction criteria.
In some instances, which can also include：By to including multiple broadbands built up
The data sample of the wireless user data of the wireless area of access area and number of broadband customers of having contracted, which is trained, to be signed
About user in predicting model.For example, contracted user's prediction model can be BP neural network model.In some instances, the BP
Neural network model can be that the data sample collected according to multiple broadband access areas built up is trained, and pass through BP nerves
Network model is found out between the wireless user data and broadband user's number of having contracted of the wireless area for covering these broadband access areas
Data correlation.With reference to Fig. 3 to Fig. 5 for the BP neural network model to the structure of contracted user's prediction model and
Effect is described in detail.
Fig. 3 is a kind of illustrative diagram of contracted user's prediction model structure of embodiment of the present invention.Such as Fig. 3 institutes
Show, by taking the scene of small towns as an example, the base station in scene includes 2G websites and 4G websites, to one in the region yet to be built of the broadband of acquisition or
Primary data in the wireless network signal of more than one position carries out the analysis and arrangement of user's side data, for example, user side number
According to including：2G telephone traffics and 2G flows, 4G data services flow, 2G numbers of users, 4G numbers of users etc..Obtained user's side data number
According to being given in Table 1：
Table 1 is user side Data Data
To build BP neural network model, such as it can pass through using above-mentioned given data as sample data
Building for BP neural network model is realized in the software programmings such as matlab, R, spss.Neural network information is given in Table 2：
Table 2 is neural network information
Sigmoid functions in table 2 are the functions of a common S type in biology, and also referred to as S-shaped growth curve is
The nonlinear interaction function of neuron.The sample explanation of input：The ratio for being wherein used for the sample of training and the sample of verification is 7
∶3。
Fig. 4 is a kind of illustrative diagram of contracted user's prediction model structure of embodiment of the present invention.Such as Fig. 4 institutes
Show, contracted user's prediction model is the BP neural network model of 2 layers of single neuron；Input layer：Including 4 continuous variables,
It is 2G telephone traffics, 2G flows, 4G telephone traffics and classmate's number of users respectively.The layer 1 of hidden layer includes 3 neurons, and layer 2 includes 2
A neuron.The importance and model abstract that wireless data is respectively inputted in the BP model training results provide in table 3 and table 4：
Table 3 is the importance of wireless data
Table 4 is made a summary for model
Fig. 5 is a kind of example predictive design sketch of contracted user's prediction model of embodiment of the present invention.
As shown in figure 5, abscissa is actual value, ordinate is predicted value, and 2 dimension coordinate points of predicted value and actual value all paste
On the straight line of nearly K=1, prediction deviation can receive.Model for training sample, the accuracy rate of prediction 87.5%, verification
84.6%, overall accuracy can be used for broadband access area future yet to be built and can sign 85% or so for sample accuracy
The about prediction of number of users；Prediction signing broadband user's number is maximum by the communication user number of wireless user data, accounting 45.3%,
Secondary is 4G flows accounting 32.7%, 2G telephone traffics 12.4%, 2G flows 9.5%.
Above-mentioned broadband access planning method and device be suitable for city, small towns, the broadband access section planning of rural areas, by
It is affected by ground type and building environment complexity in wireless signal, causes wireless signal transmission quality big rise and fall, be not easy
Which covered by wireless area by the broadband access region yet to be built that artificial micro-judgment is reconnoitred；On the other hand artificial experience
Also the conclusion whether built can not can not be correctly provided compared with the Broadband subscriber number in Accurate Prediction broadband access area yet to be built,
Therefore it needs to improve planning efficiency and accuracy by system and method proposed by the invention.
Above in conjunction with Fig. 2, broadband access planing method according to the ... of the embodiment of the present invention is described in detail, below in conjunction with
Broadband access device for planning according to the ... of the embodiment of the present invention is described in detail in Fig. 6 and Fig. 7.
Fig. 6 is a kind of schematic block diagram of the broadband access device for planning of embodiment of the present invention.As shown in fig. 6,
The broadband access device for planning 600 includes：Acquiring unit 610, judging unit 620, predicting unit 630 and planning unit 640.It should
Acquiring unit 610, the wireless network signal for obtaining one or more positions in the region yet to be built of broadband；The judging unit
620, it is used for the wireless network signal based on wireless area configuration data and acquisition, determines the nothing of m transmitting wireless network signal
Line cell, wherein m is the integer more than 0；The predicting unit 630, operation data for obtaining wireless area simultaneously will run number
According to being separately input into contracted user's prediction model, to predict contracted user's quantity of each wireless area in m wireless area；
The planning unit 640, for determining broadband region yet to be built according to contracted user's quantity of each wireless area in m wireless area
Broadband access programme.By obtaining the wireless network signal in the region yet to be built of broadband, transmitting wireless network signal is determined
Wireless area, and based on the operation data of determining wireless area predict each region in the region yet to be built of the broadband signing use
Amount amount and distribution, to efficiently, accurately carry out broadband access planning to broadband region yet to be built.By being connect to broadband yet to be built
After entering area's progress wireless signal collection, the wireless user in the broadband access area yet to be built can be accurately found out, and pass through data
Analysis calculates and predicts broadband access area contracted user's number yet to be built, judges whether to reach construction criteria, does not have to pass through " sweeping building " again
Mode obtains basic data, and avoiding artificial subjective factor causes data to acquire mistake, greatly improves existing cable broadband
The planning accuracy and planning efficiency of access area, be not in build after cable broadband access area Broadband subscriber it is few, make
At investment waste.The system architecture and system design difficulty of this programme be small, easy formation large-scale production and application, can in real time,
Easy, reliable design personnel carry out the planning in broadband access area.
Broadband access device for planning 600 according to the ... of the embodiment of the present invention can correspond to broadband according to the ... of the embodiment of the present invention and connect
Enter the executive agent in planing method 200, and above and other operation of each unit in broadband access device for planning 600
And/or function is respectively in order to realize the corresponding flow of each method in Fig. 2, for sake of simplicity, details are not described herein.
According to some embodiments, which can be also used for：Terminal is tested by vehicle-mounted mobile communication network
With or handheld test mobile phone terminal, broadband region yet to be built is traversed, obtain broadband region yet to be built in one or more
The wireless network signal of position.
According to some embodiments, which includes the longitude and latitude for the wireless area for emitting wireless network signal；
The judging unit 620 can be also used for：According to the longitude and latitude in the longitude and latitude of wireless area and broadband region yet to be built, calculate wireless small
Area determines k wireless area at a distance from the region yet to be built of broadband in m wireless area, wherein k is more than 0 and to be less than or equal to
The integer of m.
According to some embodiments, which can be also used for：According to the wireless area of transmitting wireless network signal
Carrier level determines p wireless area in m wireless area, wherein p is the integer more than 0 and less than or equal to m.
According to some embodiments, which can be also used for：According to the mark of m determining wireless area from network
The operation data of each wireless area in m wireless area is obtained in operation data library.
According to some embodiments, which can also include model foundation unit, be used for：By to packet
The data sample of the wireless user data and signing number of broadband customers of wireless area containing multiple broadband access regions built up
Originally it is trained and obtains contracted user's prediction model.In some instances, which can be BP nerve nets
Network model.
According to some embodiments, which can be also used for：By each wireless area in m wireless area
Contracted user's quantity is compared with default contracted user's quantity, is determined and is planned the wireless small of broadband access in the region yet to be built of broadband
Area quantity q, wherein q is the integer more than or equal to 0.
According to some embodiments, which can be also used for：By determining wireless area quantity q with it is default wireless small
Area quantity n is compared；When determining wireless area quantity q is more than default wireless area quantity n, in q wireless area
Select a fairly large number of preceding n wireless area of contracted user as the wireless area for planning broadband access in the region yet to be built of broadband.
Fig. 7 is the schematic structure frame that a kind of computing device of the broadband access device for planning of embodiment of the present invention is realized
Figure.As shown in fig. 7, at least part in conjunction with above-mentioned broadband access planing method and broadband access device for planning can be by counting
It includes input equipment 701, input port 702, processor 703, memory 704, output port 705 and output to calculate equipment 700
Equipment 706.Wherein, input port 702, processor 703, memory 704 and output port 705 are interconnected by 710 phase of bus
It connects, input equipment 701 and output equipment 706 are connect by input port 702 and output port 705 with bus 710 respectively, in turn
It is connect with the other assemblies of computing device 700.It should be noted that output interface and input interface here can also use I/O
Interface indicates.Specifically, input equipment 701 is received from external input information, and by input port 702 by input information
It is transmitted to processor 703；Processor 703 carries out input information based on the computer executable instructions stored in memory 704
Output information is temporarily or permanently stored in memory 704 to generate output information, then passes through output port by processing
Output information is transmitted to output equipment 706 by 705；Output information is output to the outside of computing device 700 by output equipment 706.
Above-mentioned memory 704 includes the mass storage for data or instruction.For example unrestricted, memory
704 may include HDD, floppy disk, flash memory, CD, magneto-optic disk, tape or universal serial bus (USB) driver or two
The combination of a or more the above.In a suitable case, memory 704 may include can be removed or non-removable (or solid
Medium calmly).In a suitable case, memory 704 can be inside or outside computing device 700.In a particular embodiment,
Memory 704 is non-volatile solid state memory.In a particular embodiment, memory 704 includes read-only memory (ROM).
In the case of suitable, which can be that the ROM of masked edit program, programming ROM (PROM), erasable PROM (EPROM), electricity can
Wipe PROM (EEPROM), electrically-alterable ROM (EAROM) or the combination of flash memory or two or more the above.
Bus 710 includes hardware, software or both, and the component of computing device 700 is coupled to each other together.For example
And it is unrestricted, bus 710 may include accelerated graphics port (AGP) or other graphics bus, enhancing Industry Standard Architecture (EISA)
Bus, front side bus (FSB), super transmission (HT) interconnection, the interconnection of Industry Standard Architecture (ISA) bus, infinite bandwidth, low pin count
(LPC) bus, memory bus, micro- channel architecture (MCA) bus, peripheral component interconnection (PCI) bus, PCI-Express
(PCI-X) bus, Serial Advanced Technology Attachment (SATA) bus, Video Electronics Standards Association part (VLB) bus or other conjunctions
The combination of suitable bus or two or more the above.In a suitable case, bus 710 may include one or more
Bus 710.Although specific bus has been described and illustrated in the embodiment of the present invention, the present invention considers any suitable bus or mutual
Even.
When realizing the broadband access device for planning for combining Fig. 6 descriptions by computing device 700 shown in Fig. 7, input is set
Standby 701 receive the wireless network signal of one or more positions in the region yet to be built of broadband, in a particular embodiment, with output
The connected I/O interfaces of equipment may include hardware, software or both, provide in computing device 700 and one or more I/O
One or more interfaces of communication between equipment.In a suitable case, computing device 700 may include one or more of these
I/O equipment.The permissible communication between people and computer system 700 of one or more of these I/O equipment.For example it rather than limits
System, I/O equipment may include keyboard, keypad, microphone, monitor, mouse, printer, scanner, loud speaker, static photograph
Machine, contact pilotage, handwriting pad, touch screen, trace ball, video camera, another suitable I/O equipment or two or more more than
These combination.I/O equipment may include one or more sensors.The embodiment of the present invention considers for any suitable of them
I/O equipment and any suitable I/O interfaces.In a suitable case, I/O interfaces may include one or more devices or can permit
Perhaps processor 703 drives the software driver of one or more of these I/O equipment.In a suitable case, I/O interfaces may include
One or more I/O interfaces.Although specific I/O interfaces have been described and illustrated in the embodiment of the present invention, the embodiment of the present invention is examined
Consider any suitable I/O interfaces.The processor 703 is based on the computer executable instructions stored in memory 704, based on wireless
The wireless network signal of cell configuration data and acquisition determines the wireless area of m transmitting wireless network signal, wherein m is big
In 0 integer；It obtains the operation data of wireless area and operation data is separately input into contracted user's prediction model, with pre-
Survey contracted user's quantity of each wireless area in m wireless area；And according to each wireless area in m wireless area
Contracted user's quantity determine the broadband access programme in broadband region yet to be built.Then needing via 705 He of output port
Output equipment 706 is by above-mentioned programme.
That is, broadband access device for planning according to the ... of the embodiment of the present invention can also be implemented as including being stored with meter
The memory 704 of calculation machine executable instruction；And processor 703, the processor 703 when executing computer executable instructions,
The broadband access planing method for combining Fig. 2 and Fig. 6 to describe and broadband access device for planning may be implemented.
In a suitable case, computer executable instructions may include that one or more based on semiconductor or other are integrated
Circuit (IC) (for example, such as field programmable gate array (FPGA) or application-specific integrated circuit (ASIC)), hard disk drive (HDD), mixing
Hard disk drive (HHD), CD, CD drive (ODD), magneto-optic disk, magneto optical driver, floppy disk, floppy disk
(FDD), tape, hologram memory medium, solid state drive (SSD), ram driver, safe digital card or driving or other are suitable
Computer-readable non-transitory storage medium or two or more the above combination.
It needs to define, the invention is not limited in specific configuration described above and shown in figure and processing.Also,
For brevity, the detailed description to known method technology is omitted here.In the above-described embodiments, it has been described and illustrated several
Specific step is as example.But procedure of the invention is not limited to described and illustrated specific steps, this field
Technical staff can be variously modified after the spirit for understanding the present invention, modification and addition, or between changing the step
Sequentially.
The unit illustrated as separating component may or may not be physically separated, aobvious as unit
The component shown may or may not be physical unit, you can be located at a place, or may be distributed over multiple
In network element.Some or all of unit therein can be selected according to the actual needs to realize the embodiment of the present invention
Purpose.
The above description is merely a specific embodiment, but scope of protection of the present invention is not limited thereto, any
Those familiar with the art in the technical scope disclosed by the present invention, can readily occur in various equivalent modifications or replace
It changes, these modifications or substitutions should be covered by the protection scope of the present invention.Therefore, protection scope of the present invention should be with right
It is required that protection domain subject to.
Claims (12)
1. a kind of broadband access planing method, which is characterized in that including：
Obtain the wireless network signal of one or more positions in the region yet to be built of broadband；
Wireless network signal based on wireless area configuration data and acquisition determines the nothing of the m transmitting wireless network signal
Line cell, wherein m is the integer more than 0；
It obtains the operation data of the wireless area and the operation data is separately input into contracted user's prediction model, with
Predict contracted user's quantity of each wireless area in the m wireless areas；
The broadband in broadband region yet to be built is determined according to contracted user's quantity of each wireless area in the m wireless areas
Access programme.
2. broadband access planing method according to claim 1, which is characterized in that the wireless network signal includes transmitting
The longitude and latitude of the wireless area of the wireless network signal；
The method further includes：
According to the longitude and latitude in the longitude and latitude of the wireless area and the broadband region yet to be built, calculate the wireless area with it is described
The distance in broadband region yet to be built determines k wireless area in the m wireless areas, wherein the k is more than 0 and to be less than
Integer equal to m.
3. broadband access planing method according to claim 1 or 2, which is characterized in that the method further includes：According to institute
The carrier level for stating the wireless area for emitting the wireless network signal determines p wireless small in the m wireless areas
Area, wherein the p is the integer more than 0 and less than or equal to m.
4. broadband access planing method according to claim 1, which is characterized in that the method further includes：
It is used by wireless user data to the wireless area comprising multiple broadband access regions built up and broadband of having contracted
The data sample of amount amount, which is trained, obtains contracted user's prediction model, and contracted user's prediction model is BP nerves
Network model.
5. broadband access planing method according to claim 1, which is characterized in that described according to the m wireless areas
In contracted user's quantity of each wireless area determine the broadband access programme in broadband region yet to be built, including：
Contracted user's quantity of each wireless area in the m wireless areas is compared with default contracted user's quantity,
Determine the wireless area quantity q that broadband access is planned in the region yet to be built of the broadband, wherein q is the integer more than or equal to 0.
6. broadband access planing method according to claim 5, which is characterized in that the method further includes：
The wireless area quantity q of the determination is compared with default wireless area quantity n；
When the wireless area quantity q of the determination is more than the default wireless area quantity n, in the q wireless areas
Select a fairly large number of preceding n wireless area of contracted user as in the region yet to be built of the broadband plan broadband access it is wireless small
Area.
7. a kind of broadband access device for planning, which is characterized in that including：
Acquiring unit, the wireless network signal for obtaining one or more positions in the region yet to be built of broadband；
Judging unit is used for the wireless network signal based on wireless area configuration data and acquisition, determines that m transmitting is described wireless
The wireless area of network signal, wherein m is the integer more than 0；
The operation data is simultaneously separately input into contracted user by predicting unit, operation data for obtaining the wireless area
In prediction model, to predict contracted user's quantity of each wireless area in the m wireless areas；
Planning unit, for determining the broadband according to contracted user's quantity of each wireless area in the m wireless areas
The broadband access programme in region yet to be built.
8. broadband access device for planning according to claim 7, which is characterized in that the wireless network signal includes transmitting
The longitude and latitude of the wireless area of the wireless network signal；
The judging unit is additionally operable to：
According to the longitude and latitude in the longitude and latitude of the wireless area and the broadband region yet to be built, calculate the wireless area with it is described
The distance in broadband region yet to be built determines k wireless area in the m wireless areas, wherein the k is more than 0 and to be less than
Integer equal to m.
9. broadband access device for planning according to claim 7 or 8, which is characterized in that the judging unit is additionally operable to：Root
According to the carrier level of the wireless area of the transmitting wireless network signal, p are determined in the m wireless areas wirelessly
Cell, wherein the p is the integer more than 0 and less than or equal to m.
10. broadband access device for planning according to claim 7, which is characterized in that further include model foundation unit, use
In：
It is used by wireless user data to the wireless area comprising multiple broadband access regions built up and broadband of having contracted
The data sample of amount amount, which is trained, obtains contracted user's prediction model, and contracted user's prediction model is BP nerves
Network model.
11. broadband access device for planning according to claim 7, which is characterized in that the planning unit is additionally operable to：
Contracted user's quantity of each wireless area in the m wireless areas is compared with default contracted user's quantity,
Determine the wireless area quantity q that broadband access is planned in the region yet to be built of the broadband, wherein q is the integer more than or equal to 0.
12. broadband access device for planning according to claim 11, which is characterized in that the planning unit is additionally operable to：
The wireless area quantity q of the determination is compared with default wireless area quantity n；
When the wireless area quantity q of the determination is more than the default wireless area quantity n, in the q wireless areas
Select a fairly large number of preceding n wireless area of contracted user as in the region yet to be built of the broadband plan broadband access it is wireless small
Area.
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Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110621042A (en) * | 2019-05-23 | 2019-12-27 | 王涵 | Broadband data flow distribution and time limit control method |
| CN111130830A (en) * | 2018-10-31 | 2020-05-08 | 广东省电信规划设计院有限公司 | Base station access network planning method and device, computer equipment and storage medium |
| CN111130824A (en) * | 2018-10-31 | 2020-05-08 | 广东省电信规划设计院有限公司 | Broadband network planning method, device, computer equipment and storage medium |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101399727A (en) * | 2007-09-28 | 2009-04-01 | 华为技术有限公司 | Wireless wideband access network, device and access method |
| US20110151871A1 (en) * | 2005-06-24 | 2011-06-23 | Aylus Networks, Inc. | Ims networks with avs sessions with multiple access networks |
| CN104703059A (en) * | 2013-12-09 | 2015-06-10 | 中国移动通信集团设计院有限公司 | Planning method and device of broadband access network |
| CN105376089A (en) * | 2015-10-23 | 2016-03-02 | 上海华为技术有限公司 | Network planning method and device |
| CN105898762A (en) * | 2015-01-26 | 2016-08-24 | 华为技术有限公司 | Base station optimization and deployment method and device |
-
2017
- 2017-02-13 CN CN201710077195.3A patent/CN108429627B/en active Active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20110151871A1 (en) * | 2005-06-24 | 2011-06-23 | Aylus Networks, Inc. | Ims networks with avs sessions with multiple access networks |
| CN101399727A (en) * | 2007-09-28 | 2009-04-01 | 华为技术有限公司 | Wireless wideband access network, device and access method |
| CN104703059A (en) * | 2013-12-09 | 2015-06-10 | 中国移动通信集团设计院有限公司 | Planning method and device of broadband access network |
| CN105898762A (en) * | 2015-01-26 | 2016-08-24 | 华为技术有限公司 | Base station optimization and deployment method and device |
| CN105376089A (en) * | 2015-10-23 | 2016-03-02 | 上海华为技术有限公司 | Network planning method and device |
Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111130830A (en) * | 2018-10-31 | 2020-05-08 | 广东省电信规划设计院有限公司 | Base station access network planning method and device, computer equipment and storage medium |
| CN111130824A (en) * | 2018-10-31 | 2020-05-08 | 广东省电信规划设计院有限公司 | Broadband network planning method, device, computer equipment and storage medium |
| CN111130830B (en) * | 2018-10-31 | 2022-07-05 | 广东省电信规划设计院有限公司 | Base station access network planning method and device, computer equipment and storage medium |
| CN111130824B (en) * | 2018-10-31 | 2022-07-08 | 广东省电信规划设计院有限公司 | Broadband network planning method, device, computer equipment and storage medium |
| CN110621042A (en) * | 2019-05-23 | 2019-12-27 | 王涵 | Broadband data flow distribution and time limit control method |
| CN110621042B (en) * | 2019-05-23 | 2023-08-08 | 王涵 | Broadband data flow distribution and time limit control method |
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|---|---|
| CN108429627B (en) | 2021-06-04 |
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