CN110035094A - A kind of train-installed wireless traffic driving means and distribution method based on demographics - Google Patents

A kind of train-installed wireless traffic driving means and distribution method based on demographics Download PDF

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Publication number
CN110035094A
CN110035094A CN201810027889.0A CN201810027889A CN110035094A CN 110035094 A CN110035094 A CN 110035094A CN 201810027889 A CN201810027889 A CN 201810027889A CN 110035094 A CN110035094 A CN 110035094A
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China
Prior art keywords
user
information
train
demographics
hot
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Granted
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CN201810027889.0A
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Chinese (zh)
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CN110035094B (en
Inventor
熊箭
李冰
归琳
张伟
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Shanghai Jiaotong University
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Shanghai Jiaotong University
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Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/12Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/50Network services
    • H04L67/535Tracking the activity of the user
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/50Network services
    • H04L67/55Push-based network services
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/06Selective distribution of broadcast services, e.g. multimedia broadcast multicast service [MBMS]; Services to user groups; One-way selective calling services
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/30Services specially adapted for particular environments, situations or purposes
    • H04W4/40Services specially adapted for particular environments, situations or purposes for vehicles, e.g. vehicle-to-pedestrians [V2P]
    • H04W4/42Services specially adapted for particular environments, situations or purposes for vehicles, e.g. vehicle-to-pedestrians [V2P] for mass transport vehicles, e.g. buses, trains or aircraft

Abstract

The invention discloses a kind of train-installed wireless traffic driving means based on demographics, before bullet train sending, apparatus of the present invention receive the hot information of cloud computing center push and are cached in cache module;Then, user is linked into the driving means by vehicle-mounted WiFi signal, and logged in cell-phone number verifying, demographics and information preference statistical module pass through the cell-phone number counting user number logged in, and carry out initial preference according to the interest tags that user oneself selects and count;According to the click behavior of train user, hot information prediction module further predicts the interested information of user using statistics or machine learning algorithm;Finally, the hot information predicted is pushed to user terminal by hot information pushing module.The invention also discloses a kind of train-installed wireless traffic distribution method based on demographics.The convenient and efficient number for counting validated user of the present invention, can formulate corresponding distribution policy according to effective number of users and user tag.

Description

A kind of train-installed wireless traffic driving means and distribution method based on demographics
Technical field
The present invention relates to wireless communication fields, more particularly to the content distribution techniques based on wireless traffic pre-cache, tool Body refers to a kind of train-installed wireless traffic driving means and distribution method based on demographics.
Background technique
Since number of users statistics must obtain train passenger data to relevant departments on high-speed running train, to be awarded It is troublesome to weigh program, and existing demographic method is more complicated, such as by recognition of face come statistical number of person;Pass through WiFi access is relatively easy quick to count true number of users on train, is conducive to formulate significantly more efficient content distribution plan Slightly.
Due to the appearance of gradually universal, all kinds of multimedia service of intelligent terminal, cause wireless communication resources still opposite It is rare;In high-speed running train under this special scene, it is limited to Doppler frequency shift and car body brought by high-speed mobile Penetration loss causes wireless communication bandwidth on train more rare, and the bandwidth that each train user gets is less.
The business correlation of most users request is very big, has focused largely in limited website and business, real-time industry Business proportion is especially small;Matthew effect causes hot information more welcome;Due to machine learning and deep learning Research is goed deep into, and counting and predicting from volatile internet information will be become more by the interested hot information of spectators It is easy to add;The price of the intelligent terminals such as mobile phone is lower and lower, and memory space is increasing, and battery durable ability gradually increases.
Using the storage capacity of the intelligent terminals such as mobile phone, hot spot is received in advance from fusing wireless fusion broadcast with cellular network Information, it is possible to reduce the expense of wireless telecommunications and improve QoS of customer.
Summary of the invention
For the convenience and validity for counting effective amount on train, it is an object of the invention to propose that one kind is based on The train-installed wireless traffic driving means and distribution method of demographics, the distribution method can be counted conveniently The number (validated user number refers to the user for being ready the hot information of receiving device push) of validated user, and then being capable of basis Effective number of users and user tag (user tag refers to classifying content interested to user, such as sport, video display etc.) Corresponding distribution policy is formulated, preferential push has information interested to the grouping of most numbers.
The present invention is realized according to following technical scheme:
A kind of train-installed wireless traffic driving means based on demographics characterized by comprising
Hot information cache module receives the hot information of cloud computing center push before bullet train sending;
Demographics and information preference statistical module, when train user accesses the WiFi signal that train gives out, first It carries out cell-phone number verifying to log in, and selects oneself interest tags;
Hot information prediction module predicts that user is interested according to machine learning according to the click behavior of train user Information;
Hot information pushing module carries out hot information according to the interest tags of user and the hot information of prediction Push.
In above-mentioned technical proposal, when carrying out cell-phone number verifying to user, the demographics and information preference count mould The information preference of block counting user, and the hot information prediction module according to the access content of user carries out the pre- of Hot Contents It surveys.
In above-mentioned technical proposal, different multicast networks is assigned to user according to the information preference of the user counted, Number and different multicastapackets further according to wireless channel formulate corresponding content distribution policy, when channel number is less than grouping When number, preferential push has information interested to the multicastapackets of most numbers.
In above-mentioned technical proposal, the multicast network uses WiFi multicast or enhanced multimedia broadcast multicast service group It broadcasts.
A kind of train-installed wireless traffic distribution method based on demographics of the invention, according to above-mentioned train-installed nothing What line service driving means was realized, further include content delivering apparatus, which comprises the steps of:
(1) content delivering apparatus updates hot information and distributes WiFi;
(2) user for having intention to receive hot information on train accesses WiFi in such a way that phone number is verified, with this Information labels interested to simultaneous selection oneself, then content delivering apparatus records the interest tags of accessing user;In user The label of information interested to user is predicted according to machine learning method during browsing information, and is added to the emerging of user Interesting label;
(3) content delivering apparatus identifies different train users according to different telephone numbers;
(4) information that content delivering apparatus clicks behavior according to user and user interest Tag Estimation user is most interested in, Driving means carries out hot information multicast by means of enhanced multimedia broadcast multicast service or WiFi.
Compared with prior art, the present invention having following technical effect that
User can quickly obtain the information read required for correlation according to the technique and scheme of the present invention.
Detailed description of the invention
Upon reading the detailed description of non-limiting embodiments with reference to the following drawings, other feature of the invention, Objects and advantages will become more apparent upon:
Train-installed wireless traffic diostribution device functional block diagram of the Fig. 1 based on demographics;
Train-installed wireless traffic distribution flow schematic diagram of the Fig. 2 based on demographics.
Specific embodiment
The present invention is described in detail combined with specific embodiments below.Following embodiment will be helpful to the technology of this field Personnel further understand the present invention, but the invention is not limited in any way.It should be pointed out that the ordinary skill of this field For personnel, without departing from the inventive concept of the premise, several changes and improvements can also be made.These belong to the present invention Protection scope.
The present invention will be further described with specific implementation with reference to the accompanying drawing.
As shown in fig. 1, a kind of train-installed wireless traffic driving means based on demographics of the invention, feature It is, comprising:
Hot information cache module receives the hot information of cloud computing center push before bullet train sending;
Demographics and information preference statistical module, when train user accesses the WiFi signal that train gives out, first It carries out cell-phone number verifying to log in, and selects oneself interest tags;
Hot information prediction module predicts that user is interested according to machine learning according to the click behavior of train user Information;
Hot information pushing module carries out hot information according to the interest tags of user and the hot information of prediction Push.
In this embodiment, when carrying out cell-phone number verifying to user, the demographics and information preference statistical module are united The information preference of user is counted, and the hot information prediction module according to the access content of user carries out the prediction of Hot Contents.
User is assigned to different multicast networks according to the information preference of the user counted, further according to wireless channel Number and different multicastapackets formulate corresponding content distribution policy, when channel number is less than grouping number, preferential push tool There is information interested to the multicastapackets of most numbers.
Multicast network uses WiFi multicast or enhanced multimedia broadcast multicast service multicast.
As shown in Figure 2, a kind of train-installed wireless traffic distribution method based on demographics of the invention, according to upper It states what train-installed wireless traffic driving means was realized, further includes content delivering apparatus, which comprises the steps of:
(1) content delivering apparatus updates hot information and distributes WiFi;
(2) user for having intention to receive hot information on train accesses WiFi in such a way that phone number is verified, with this Information labels interested to simultaneous selection oneself, the then interest tags of content delivering apparatus record accessing user, such as body It educates, entertain, science and technology etc.;Information interested to user is predicted according to machine learning method during user browses information Label, and it is added to the interest tags of user;
(3) content delivering apparatus identifies different train users according to different telephone numbers;
(4) information that content delivering apparatus clicks behavior according to user and user interest Tag Estimation user is most interested in, Driving means carries out hot information multicast by means of enhanced multimedia broadcast multicast service or WiFi.
The present invention can conveniently count the number of validated user, and then can be according to effective number of users and use Family label formulates corresponding distribution policy, and preferential push has information interested to the grouping of most numbers.
Specific embodiments of the present invention are described above.It is to be appreciated that the invention is not limited to above-mentioned Particular implementation, those skilled in the art can make a variety of changes or modify within the scope of the claims, this not shadow Ring substantive content of the invention.In the absence of conflict, the feature in embodiments herein and embodiment can any phase Mutually combination.

Claims (5)

1. a kind of train-installed wireless traffic driving means based on demographics characterized by comprising
Hot information cache module receives the hot information of cloud computing center push before bullet train sending;
Demographics and information preference statistical module carry out first when train user accesses the WiFi signal that train gives out Cell-phone number verifying logs in, and selects oneself interest tags;
Hot information prediction module predicts the interested information of user according to machine learning according to the click behavior of train user;
Hot information pushing module carries out the push of hot information according to the interest tags of user and the hot information of prediction.
2. a kind of train-installed wireless traffic driving means based on demographics according to claim 1, feature exist In, when carrying out cell-phone number verifying to user, the information preference of the demographics and information preference statistical module counts user, And the hot information prediction module according to the access content of user carries out the prediction of Hot Contents.
3. a kind of train-installed wireless traffic driving means based on demographics according to claim 2, feature exist In user being assigned to different multicast networks according to the information preference of the user counted, further according to the number of wireless channel Corresponding content distribution policy is formulated with different multicastapackets, when channel number is less than grouping number, preferential push has most Information interested to the multicastapackets of more numbers.
4. a kind of train-installed wireless traffic driving means based on demographics according to claim 3, feature exist In the multicast network uses WiFi multicast or enhanced multimedia broadcast multicast service multicast.
5. a kind of train-installed wireless traffic distribution method based on demographics, according to claim 1-4 What train-installed wireless traffic driving means was realized, further include content delivering apparatus, which comprises the steps of:
(1) content delivering apparatus updates hot information and distributes WiFi;
(2) user for having intention to receive hot information on train accesses WiFi in such a way that phone number is verified, at the same time The information labels interested to oneself are selected, then the interest tags of content delivering apparatus record accessing user;It is browsed in user The label of information interested to user is predicted according to machine learning method during information, and is added to the interest mark of user Label;
(3) content delivering apparatus identifies different train users according to different telephone numbers;
(4) information that content delivering apparatus clicks behavior according to user and user interest Tag Estimation user is most interested in, push Device carries out hot information multicast by means of enhanced multimedia broadcast multicast service or WiFi.
CN201810027889.0A 2018-01-11 2018-01-11 Train-mounted wireless service pushing device and distribution method based on people counting Active CN110035094B (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117253597A (en) * 2023-10-11 2023-12-19 南通市亿东医疗仪器有限公司 Medical equipment integrated command vehicle and medical vehicle distribution method

Citations (3)

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CN104899303A (en) * 2015-06-10 2015-09-09 杭州祥声通讯股份有限公司 Cloud big data analysis system applied to rail transportation means
CN105072172A (en) * 2015-07-31 2015-11-18 网宿科技股份有限公司 Content delivery network based hot spot statistic and pushing method and system

Patent Citations (3)

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Publication number Priority date Publication date Assignee Title
CN102255966A (en) * 2011-07-07 2011-11-23 苏州阔地网络科技有限公司 Message pushing method and instant communication server
CN104899303A (en) * 2015-06-10 2015-09-09 杭州祥声通讯股份有限公司 Cloud big data analysis system applied to rail transportation means
CN105072172A (en) * 2015-07-31 2015-11-18 网宿科技股份有限公司 Content delivery network based hot spot statistic and pushing method and system

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Cited By (1)

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