CN115412850A - Short message management and control service system and method based on 5G communication - Google Patents
Short message management and control service system and method based on 5G communication Download PDFInfo
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
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- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/02—Services making use of location information
- H04W4/021—Services related to particular areas, e.g. point of interest [POI] services, venue services or geofences
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/12—Messaging; Mailboxes; Announcements
- H04W4/14—Short messaging services, e.g. short message services [SMS] or unstructured supplementary service data [USSD]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/90—Services for handling of emergency or hazardous situations, e.g. earthquake and tsunami warning systems [ETWS]
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Abstract
The invention discloses a short message management and control service system and a short message management and control service method based on 5G communication, and belongs to the technical field of short message management and control services. The system comprises a 5G short message service area construction module, an operation management and control module, a number capture module, a time analysis module and a content addition module; the output end of the 5G short message service area construction module is connected with the input end of the operation management and control module; the output end of the operation control module is connected with the input end of the number grabbing module; the output end of the number grabbing module is connected with the input end of the time analysis module; the output end of the time analysis module is connected with the input end of the content addition module. The method and the device can improve the probability of the user for viewing the short message, and simultaneously set the additional content, and set the additional reminding when the neglect probability of the user exceeds the threshold value, so as to prevent the user from missing the short message.
Description
Technical Field
The invention relates to the technical field of short message management and control service, in particular to a short message management and control service system and a short message management and control service method based on 5G communication.
Background
In recent years, the market of short message services in China is rapidly developing, and the national mobile short message service volume in 2014 exceeds 7630 hundred million. Meanwhile, some service providers have irregular operation and are highlighted in the phenomenon of sending spam short messages, so that the service providers are widely concerned by the society.
For the specific problems of the way that the user refuses to receive the short message, the obligation, the management measure and the legal responsibility of the short message service provider, clear regulations are still lacked, and the spam message management also faces the difficulties of insufficient legal basis and the like. In real life, people often receive bombing of a large number of commercial short messages, so that the probability of reading mass-sent short messages by people is greatly reduced, and therefore, the problem that the emergency short messages are not received timely often exists, for example, short messages with severe weather changes in meteorological offices, nucleic acid detection short messages with epidemic situations and the like, and how to improve the capacity of receiving and reading the emergency short messages becomes a problem to be solved urgently.
Disclosure of Invention
The invention aims to provide a short message management and control service system and a short message management and control service method based on 5G communication, so as to solve the problems in the background technology.
In order to solve the technical problems, the invention provides the following technical scheme:
a short message management and control service method based on 5G communication comprises the following steps:
s1, constructing a 5G short message service area in the coverage area of a short message notification system, capturing mobile phone numbers in the 5G short message service area, and constructing a time area for pre-sending short message messages; the mobile phone number in the 5G short message service area is used for acquiring the users which are registered in the short message notification system and exist in the 5G short message service area at the same time;
s2, obtaining the stay time of the operation pages, constructing a stay time threshold of each page, if Y pages stay time exceeds the threshold, triggering an alarm system, generating warning information to an administrator port, and Y represents the page quantity threshold;
s3, acquiring registration information of a user in a short message notification system according to the mobile phone number, counting the users in a 5G short message service area, and acquiring the time and the number of received commercial short messages under each age data, wherein the registration information comprises user age data, user gender data and user address data;
s4, according to the time and the quantity of the received business short messages under the data of each age, a model is constructed to generate a business short message quantity prediction output value of each age in each time period, and the short message sending time of each age is generated;
and S5, constructing a user neglecting probability model, setting a user neglecting probability threshold, and if the user neglecting probability exceeds the threshold, adding reminding information to the short message based on the user address data.
The application provides a short message notification system, a user registers on the short message notification system and retains personal information for receiving related group-sending emergency short message notifications, however, the group-sending short messages are still easily scratched into a spam short message sequence, so that the user cannot receive the short messages timely and loses the significance of the emergency notification.
According to the technical scheme, the retention time of each page when the short message is sent in the 5G short message service area is obtained according to historical operation data;
establishing a retention time threshold of each page:
wherein, B e A dwell time threshold representing page e; a represents a serial number; p represents the number of historical operation data; t is a unit of a Representing the dwell time of the page e in each operation;
calculating the retention time threshold of each page when the short message is sent in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
and if the retention time of the Y pages exceeds the threshold value, triggering an alarm system, and generating warning information to an administrator port.
According to the technical scheme, the users in the 5G short message service area are counted, and the time of receiving the commercial short messages under the data of all ages is obtained;
the age data includes four groups under 20 years old, between 20 and 45 years old, between 45 and 60 years old, and above 60 years old;
taking a daily working time period and recording the daily working time period as an analysis time range, and recording the daily working time period as a time period every half hour;
the daily working period is 8 early to 20 late;
acquiring the quantity of the received commercial short messages in each time period under any group of age data, and recording the quantity as an original data set;
carrying out normalization processing on the original data set, and taking the normalized data as a model training data set;
constructing an LSTM network:
f t ＝σ(W f ×[h t-1 ，y t ]+b f )
i t ＝σ(W i ×[h t-1 ，y t ]+b i )
o t ＝σ(W o ×[h t-1 ，y t ]+b o )
wherein f is t 、i t 、o t Respectively representing the output of the forgetting gate, the input gate and the output gate; w f 、W i 、W o Respectively representing the weight matrixes of the forgetting gate, the input gate and the output gate;
[h t-1 ，y t ]represents a concatenation of two vectors; wherein h is t-1 Representing the last moment output; y is t An input representing a current time;
b f 、b i 、b o respectively representing the bias items of the forgetting gate, the input gate and the output gate;
sigma represents a sigmoid function; x represents a dot product;
wherein f is t The cell state C at the previous time is determined t-1 Cell state C reserved to the current time t The fraction of (A);
i t input y determining the current time t Cell state C reserved to the current time t The fraction of (A); o t The cell state C at the current time is determined t Output value h through LSTM t ；
According to the formula:
h t ＝o t ×tanh(C t )
wherein x represents a dot product;
extracting N pieces of data from the model training data set, inputting the N pieces of data into the generated LSTM network, and generating an output value of the number of the received commercial short messages in each time period under any group of age data;
calculating LSTM algorithm correction:
wherein,. DELTA.h t Representing the output value of the commercial short message quantity corrected by the LSTM algorithm; k is a radical of 1 The representative model training data set extracts the original output value of the commercial short message quantity of any one of the N pieces of data; k is a radical of formula 2 The model training data set extracts the real value of the number of the commercial short messages of any one of the N pieces of data; j represents a serial number;
the existing data is analyzed by using the LSTM network, the number of the commercial short messages in each time period in the time region of the short message pre-sending is estimated, the conflict with the commercial short messages is avoided as far as possible when the short messages are sent, and the probability of checking the short messages by a user is improved.
Acquiring a time region of the short message to be sent, and calculating the number prediction output value of the commercial short messages corrected by the LSTM algorithm of each age group of each time period in the time region of the short message to be sent; and selecting the time period corresponding to the minimum value of the prediction output value of each age group as the short message sending time of the age group.
According to the technical scheme, a user neglecting probability model is constructed:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein, F 0 Representing the probability that the short message is ignored by the user; m 0 The normalized values represent data of all age groups, and are four, and respectively correspond to the age below 20, between 20 and 45, between 45 and 60 and above 60; k is a radical of 3 、k 4 Representing the influence coefficient and calculating in a linear regression mode;
setting a user neglect probability threshold, if F exists 0 If the user neglect probability threshold is exceeded, F is obtained 0 The user address data under the corresponding age data is marked as S;
and selecting the corresponding user under the same user address data S under other age groups, and adding reminding information on the short message of the user.
The reminding information is used for reminding other users by a user with low ignoring probability, because under the current society, the mobile phone is already a necessary article, for example, each mobile phone is available in grandfather and grandfather three generations of a family, in the calculation, a young person between 20 and 45 may receive more commercial short messages due to frequent online shopping, and an old person over 60 receives less commercial short messages, so that the ignoring probability of the young person between 20 and 45 years is higher and exceeds a threshold, and at this time, reminding content, for example, "please remind your relatives of mobile phone number xxxx to know the message" is added to the short message received by the old person over 60 years, so as to ensure the maximum coverage rate of the message.
The short message management and control service system based on 5G communication comprises a 5G short message service area construction module, an operation management and control module, a number capture module, a time analysis module and a content addition module;
the 5G short message service area construction module is used for constructing a 5G short message service area and realizing group sending of short messages for users in the 5G short message service area; the operation control module is used for acquiring the stay time of the operation pages, constructing each page stay time threshold, triggering an alarm system if the stay time of Y pages exceeds the threshold, generating warning information to an administrator port, and Y represents the page number threshold; the number grabbing module is used for grabbing the mobile phone number in the 5G short message service area, constructing a time area for pre-sending short message information and acquiring the registration information of the user; the time analysis module is used for counting the users in the 5G short message service area, acquiring the time and the quantity of the received commercial short messages under the data of each age, constructing a model to generate the predicted output value of the quantity of the commercial short messages of each age in each time period, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglecting probability model, setting a user neglecting probability threshold, and adding reminding information on the short message based on the user address data if the user neglecting probability exceeds the threshold;
the output end of the 5G short message service area construction module is connected with the input end of the operation management and control module; the output end of the operation control module is connected with the input end of the number grabbing module; the output end of the number grabbing module is connected with the input end of the time analysis module; the output end of the time analysis module is connected with the input end of the content addition module.
According to the technical scheme, the 5G short message service area construction module comprises a 5G short message service area construction sub-module and a data connection sub-module;
the 5G short message service area construction sub-module is used for constructing a 5G short message service area; the data connection sub-module is used for performing data connection on users in the 5G short message service area to realize group short message sending of the users in the 5G short message service area;
the output end of the 5G short message service area construction submodule is connected with the input end of the data connection submodule; and the output end of the data connection submodule is connected with the input end of the operation control module.
According to the technical scheme, the operation control module comprises a page retention time acquisition sub-module and an early warning sub-module;
the page staying time acquisition submodule is used for acquiring the staying time of the operation page and constructing a staying time threshold of each page; the early warning sub-module is used for triggering an alarm system when the retention time of Y pages exceeds a threshold value, and generating warning information to an administrator port;
the output end of the page residence time acquisition submodule is connected with the input end of the early warning submodule; and the output end of the early warning submodule is connected with the input end of the number grabbing module.
According to the technical scheme, the number grabbing module comprises a user mobile phone number grabbing sub-module and a user registration data acquisition sub-module;
the user mobile phone number grabbing submodule is used for grabbing mobile phone numbers in a 5G short message service area and constructing a time area for pre-sending short message messages; the user registration data acquisition submodule is used for acquiring registration information of a user;
the output end of the user mobile phone number grabbing submodule is connected with the input end of the user registration data acquisition submodule; and the output end of the user registration data acquisition submodule is connected with the input end of the time analysis module.
According to the technical scheme, the time analysis module comprises a commercial short message counting submodule and a short message sending time generation submodule;
the business short message counting submodule is used for counting users in a 5G short message service area and acquiring the time and the quantity of business short messages received under each age data; the short message sending time generation submodule is used for constructing a model to generate a business short message quantity prediction output value of each age group in each time period and generating the short message sending time of each age group;
the output end of the commercial short message counting submodule is connected with the input end of the short message sending time generating submodule.
According to the technical scheme, the content addition module comprises a user neglecting probability calculation sub-module and an additional message sub-module;
the user neglecting probability calculation submodule is used for constructing a user neglecting probability model and setting a user neglecting probability threshold; the additional message submodule is used for adding reminding information to the short message based on the user address data under the condition that the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation submodule is connected with the input end of the additional message submodule.
Compared with the prior art, the invention has the following beneficial effects:
the method can set the commercial short message receiving time for analysis in consideration of the number of the commercial short messages received by the users in all ages in the process of sending the short messages in groups, ensures that the number of the short messages received by the users in the same time period is minimum, improves the probability of the users for checking the short messages, simultaneously sets additional content, searches relatives and friends of the users by using the user address when the neglecting probability of the users exceeds a threshold value, sets additional reminding, and prevents the users from missing the short message messages;
meanwhile, the invention also manages and controls the internal operation time of the system, and judges that the user is unskilled or maliciously reads and copies information when the user stays for too long time to generate early warning information, thereby effectively protecting the privacy of the user.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description serve to explain the principles of the invention and not to limit the invention. In the drawings:
FIG. 1 is a schematic flow chart of a short message management and control service system and method based on 5G communication according to the present invention;
fig. 2 is a schematic diagram of an embodiment of a short message management and control service system and method based on 5G communication according to the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Referring to fig. 1-2, in the present embodiment:
take the "nucleic acid detection notification short message" as an example:
the content of the short message is that the xxx district epidemic prevention command department reminds you: xxx street for nucleic acid detection, please attend in time, xxxx "
Constructing a 5G short message service area, capturing a mobile phone number in the 5G short message service area, and constructing a time area for sending short message messages in advance;
the time region of the pre-sent short message is 16-00;
obtaining the dwell time of the operation pages, and constructing the dwell time threshold of each page:
according to historical operation data, the staying time of each page when the short message is sent in the 5G short message service area is obtained;
establishing a retention time threshold of each page:
wherein, B e A dwell time threshold representing page e; a represents a serial number; p represents the amount of historical operating data; t is a Representing the dwell time of the page e in each operation;
calculating the retention time threshold of each page when the short message is sent in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
the Y page dwell times do not occur beyond the threshold and therefore do not trigger the alarm system.
Acquiring registration information of a user according to a mobile phone number, counting the users in a 5G short message service area, and acquiring the time and the quantity of received commercial short messages under each age data, wherein the registration information of the user comprises user age data, user gender data and user address data;
counting users in the 5G short message service area to obtain the time of receiving commercial short messages under each age data;
the age data includes four groups under 20 years old, between 20 and 45 years old, between 45 and 60 years old, and above 60 years old;
taking a working time period every day, recording the working time period as an analysis time range, and recording the working time period every half hour as a time period;
the daily working period is 8 early to 20 late; selecting 16;
acquiring the quantity of the received commercial short messages in each time period under any group of age data, and recording the quantity of the received commercial short messages as an original data set;
carrying out normalization processing on the original data set, and taking the normalized data as a model training data set;
constructing an LSTM network:
f t ＝σ(W f ×[h t-1 ，y t ]+b f )
i t ＝σ(W i ×[h t-1 ，y t ]+b i )
o t ＝σ(W o ×[h t-1 ，y t ]+b o )
wherein f is t 、i t 、o t Respectively representing the output of the forgetting gate, the input gate and the output gate; w f 、W i 、W o Respectively representing the weight matrixes of the forgetting gate, the input gate and the output gate;
[h t-1 ，y t ]represents a concatenation of two vectors; wherein h is t-1 Representing the last moment output; y is t An input representing a current time;
b f 、b i 、b o respectively representing the bias items of the forgetting gate, the input gate and the output gate;
sigma represents a sigmoid function; x represents a dot product;
wherein f is t The cell state C at the previous time is determined t-1 Cell state C reserved to the current time t The fraction of (A);
i t input y determining the current time t Cell state C reserved to the current time t The fraction of (A); o. o t The current time cell state C is determined t Output value h through LSTM t ；
According to the formula:
h t ＝o t ×tanh(C t )
wherein x represents a dot product;
extracting N pieces of data from the model training data set, inputting the N pieces of data into the generated LSTM network, and generating an output value of the number of the received commercial short messages in each time period under any group of age data;
calculating LSTM algorithm correction:
wherein,. DELTA.h t Representing the output value of the commercial short message quantity corrected by the LSTM algorithm; k is a radical of 1 Extracting the original output value of the commercial short message quantity of any one of the N pieces of data from the representative model training data set; k is a radical of 2 Extracting a true value of the number of the commercial short messages of any one of the N pieces of data by the model training data set; j represents a serial number;
acquiring a time region of a short message to be sent, and calculating the number prediction output value of commercial short messages corrected by the LSTM algorithm of each age group of each time period in the time region of the short message to be sent; and selecting the time period corresponding to the minimum value of the prediction output value of each age group as the short message sending time of the age group.
Constructing a user neglecting probability model:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein, F 0 Representing the probability that the short message is ignored by the user; m is a group of 0 The normalized values represent data of all age groups, and are four, and respectively correspond to the age below 20, between 20 and 45, between 45 and 60 and above 60; k is a radical of 3 、k 4 Representing the influence coefficient and calculating in a linear regression mode;
setting a user ignoring probability threshold to find that F exists 0 If the user neglect probability threshold is exceeded, F is obtained 0 The user address data under the corresponding age data is marked as S;
wherein F 0 The corresponding age data is 20-45 years old;
acquiring user address data under the age data;
selecting corresponding users under the same user address data S under other age groups;
finding that the same user address data exists in the age group above age 45-60 years old;
adding reminding information to the short message: "xxx district epidemic prevention commander reminds you: carrying out nucleic acid detection on xxx streets, asking you to participate in time, xxxx; please remind your relatives 139xxxxxxxx to receive this message ".
In the second embodiment, a short message management and control service system based on 5G communication is provided:
the system comprises a 5G short message service area construction module, an operation management and control module, a number capture module, a time analysis module and a content addition module;
the 5G short message service area construction module is used for constructing a 5G short message service area and realizing group sending of short messages for users in the 5G short message service area; the operation control module is used for acquiring the stay time of the operation pages, constructing each page stay time threshold, triggering an alarm system if the stay time of Y pages exceeds the threshold, generating warning information to an administrator port, and Y represents the page number threshold; the number grabbing module is used for grabbing the mobile phone number in the 5G short message service area, constructing a time area for pre-sending short message information and acquiring the registration information of the user; the time analysis module is used for counting the users in the 5G short message service area, acquiring the time and the quantity of the received commercial short messages under the data of each age, constructing a model to generate the predicted output value of the quantity of the commercial short messages of each age in each time period, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglecting probability model, setting a user neglecting probability threshold, and adding reminding information on the short message based on the user address data if the user neglecting probability exceeds the threshold;
the output end of the 5G short message service area construction module is connected with the input end of the operation management and control module; the output end of the operation control module is connected with the input end of the number grabbing module; the output end of the number grabbing module is connected with the input end of the time analysis module; the output end of the time analysis module is connected with the input end of the content addition module.
The 5G short message service area construction module comprises a 5G short message service area construction sub-module and a data connection sub-module;
the 5G short message service area construction submodule is used for constructing a 5G short message service area; the data connection sub-module is used for carrying out data connection on users in the 5G short message service area so as to realize group sending of short messages to the users in the 5G short message service area;
the output end of the 5G short message service area construction submodule is connected with the input end of the data connection submodule; and the output end of the data connection submodule is connected with the input end of the operation control module.
The operation control module comprises a page residence time acquisition sub-module and an early warning sub-module;
the page staying time acquisition submodule is used for acquiring the staying time of the operation page and constructing a staying time threshold of each page; the early warning sub-module is used for triggering an alarm system when the retention time of Y pages exceeds a threshold value, and generating warning information to an administrator port;
the output end of the page residence time acquisition submodule is connected with the input end of the early warning submodule; and the output end of the early warning submodule is connected with the input end of the number grabbing module.
The number grabbing module comprises a user mobile phone number grabbing sub-module and a user registration data acquisition sub-module;
the user mobile phone number grabbing submodule is used for grabbing mobile phone numbers in a 5G short message service area and constructing a time area for pre-sending short message messages; the user registration data acquisition submodule is used for acquiring registration information of a user;
the output end of the user mobile phone number grabbing submodule is connected with the input end of the user registration data acquisition submodule; and the output end of the user registration data acquisition submodule is connected with the input end of the time analysis module.
The time analysis module comprises a commercial short message statistic submodule and a short message sending time generation submodule;
the business short message counting submodule is used for counting users in a 5G short message service area and acquiring the time and the quantity of business short messages received under each age data; the short message sending time generation submodule is used for constructing a model to generate a business short message quantity prediction output value of each age group in each time period and generating the short message sending time of each age group;
the output end of the commercial short message counting submodule is connected with the input end of the short message sending time generating submodule.
The content adding module comprises a user neglecting probability calculation sub-module and an additional message sub-module;
the user neglecting probability calculation submodule is used for constructing a user neglecting probability model and setting a user neglecting probability threshold; the additional message submodule is used for adding reminding information to the short message based on the user address data under the condition that the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation submodule is connected with the input end of the additional message submodule.
It is noted that, herein, relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus.
Finally, it should be noted that: although the present invention has been described in detail with reference to the foregoing embodiments, it will be apparent to those skilled in the art that changes may be made in the embodiments and/or equivalents thereof without departing from the spirit and scope of the invention. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims (10)
1. A short message management and control service method based on 5G communication is characterized in that: the method comprises the following steps:
s1, constructing a 5G short message service area in the coverage area of a short message notification system, capturing a mobile phone number in the 5G short message service area, and constructing a time area for pre-sending a short message; the mobile phone number in the captured 5G short message service area is used for acquiring a user which is registered in the short message notification system and is simultaneously present in the 5G short message service area;
s2, obtaining the stay time of the operation pages, constructing a stay time threshold of each page, if Y pages stay time exceeds the threshold, triggering an alarm system, generating warning information to an administrator port, and Y represents the page quantity threshold;
s3, acquiring registration information of a user in a short message notification system according to the mobile phone number, counting the users in a 5G short message service area, and acquiring the time and the number of received commercial short messages under each age data, wherein the registration information comprises user age data, user gender data and user address data;
s4, according to the time and the quantity of the received business short messages under the data of each age, a model is constructed to generate a business short message quantity prediction output value of each age in each time period, and the short message sending time of each age is generated;
s5, constructing a user neglecting probability model, setting a user neglecting probability threshold, and adding reminding information to the short message based on the user address data if the user neglecting probability exceeds the threshold.
2. The short message management and control service method based on 5G communication according to claim 1, wherein:
according to historical operation data, the staying time of each page when the short message is sent in the 5G short message service area is obtained;
establishing a retention time threshold of each page:
wherein, B e A dwell time threshold representing page e; a represents a serial number; p represents the number of historical operation data; t is a Representing the dwell time of the page e in each operation;
calculating the retention time threshold of each page when the short message is sent in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
and if the retention time of the Y pages exceeds the threshold value, triggering an alarm system, and generating warning information to an administrator port.
3. The short message management and control service method based on 5G communication according to claim 1, wherein:
counting users in the 5G short message service area to obtain the time of receiving the commercial short messages under the data of all ages;
the age data comprises four groups of 20 years old or below, 20 to 45 years old, 45 to 60 years old and 60 years old or above;
taking a working time period every day, recording the working time period as an analysis time range, and recording the working time period every half hour as a time period;
the working time period of each day is as early as 8:00 to night 20:00;
acquiring the quantity of the received commercial short messages in each time period under any group of age data, and recording the quantity as an original data set;
carrying out normalization processing on the original data set, and taking the normalized data as a model training data set;
constructing an LSTM network:
f t ＝σ(W f ×[h t-1 ，y t ]+b f )
i t ＝σ(W i ×[h t-1 ，y t ]+b i )
o t ＝σ(W o ×[h t-1 ，y t ]+b o )
wherein, f t 、i t 、o t Respectively representing the output of the forgetting gate, the input gate and the output gate; w f 、W i 、W o Respectively representing weight matrixes of a forgetting gate, an input gate and an output gate;
[h t-1 ，y t ]represents a concatenation of two vectors; wherein h is t-1 Representing the last moment output; y is t An input representing a current time;
b f 、b i 、b o respectively representing the bias items of the forgetting gate, the input gate and the output gate;
sigma represents a sigmoid function; x represents a dot product;
wherein f is t The cell state C at the previous time is determined t-1 Cell state C reserved to the current time t The fraction of (A);
i t input y determining the current time t Cell state C is retained until the current time t The fraction of (c); o t The cell state C at the current time is determined t Output value h through LSTM t ；
According to the formula:
h t ＝o t ×tanh(C t )
wherein x represents a dot product;
extracting N pieces of data from the model training data set, inputting the N pieces of data into the generated LSTM network, and generating an output value of the number of the received commercial short messages in each time period under any group of age data;
calculating LSTM algorithm correction:
wherein,. DELTA.h t Representing the output value of the commercial short message quantity corrected by the LSTM algorithm; k is a radical of 1 The representative model training data set extracts the original output value of the commercial short message quantity of any one of the N pieces of data; k is a radical of 2 The model training data set extracts the real value of the number of the commercial short messages of any one of the N pieces of data; j represents a serial number;
acquiring a time region of a short message to be sent, and calculating the number prediction output value of commercial short messages corrected by the LSTM algorithm of each age group of each time period in the time region of the short message to be sent; and selecting the time period corresponding to the minimum value of the prediction output value of each age group as the short message sending time of the age group.
4. The short message management and control service method based on 5G communication according to claim 3, wherein:
constructing a user neglecting probability model:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein, F 0 Representing the probability that the short message is ignored by the user; m is a group of 0 The normalized values represent data of all age groups, and are four, and respectively correspond to the age below 20, between 20 and 45, between 45 and 60 and above 60; k is a radical of 3 、k 4 Representing the influence coefficient and calculating in a linear regression mode;
setting a user neglecting probability threshold, if F exists 0 If the user neglect probability threshold value is exceeded, F is obtained 0 The user address data under the corresponding age data is marked as S;
and selecting the corresponding user under the same user address data S under other age groups, and adding reminding information on the short message of the user.
5. SMS message management and control service system based on 5G communication, its characterized in that: the system comprises a 5G short message service area construction module, an operation control module, a number grabbing module, a time analysis module and a content adding module;
the 5G short message service area construction module is used for constructing a 5G short message service area in the coverage area of the short message notification system and realizing group sending of short messages for users in the 5G short message service area; the operation control module is used for acquiring the stay time of the operation pages, constructing each page stay time threshold, triggering an alarm system if the stay time of Y pages exceeds the threshold, generating warning information to an administrator port, and Y represents the page number threshold; the number grabbing module is used for grabbing mobile phone numbers in a 5G short message service area, constructing a time area for pre-sending short message messages and acquiring registration information of users; the time analysis module is used for counting users in a 5G short message service area, acquiring the time and the quantity of the received business short messages under the data of all ages, constructing a model to generate a business short message quantity prediction output value of each age in each time period, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglecting probability model, setting a user neglecting probability threshold, and adding reminding information on the short message based on the user address data if the user neglecting probability exceeds the threshold;
the output end of the 5G short message service area construction module is connected with the input end of the operation management and control module; the output end of the operation control module is connected with the input end of the number grabbing module; the output end of the number grabbing module is connected with the input end of the time analysis module; the output end of the time analysis module is connected with the input end of the content addition module.
6. The short message management and control service system based on 5G communication according to claim 5, wherein: the 5G short message service area construction module comprises a 5G short message service area construction sub-module and a data connection sub-module;
the 5G short message service area construction submodule is used for constructing a 5G short message service area; the data connection sub-module is used for carrying out data connection on users in the 5G short message service area so as to realize group sending of short messages to the users in the 5G short message service area;
the output end of the 5G short message service area construction submodule is connected with the input end of the data connection submodule; and the output end of the data connection submodule is connected with the input end of the operation control module.
7. The short message management and control service system based on 5G communication according to claim 5, wherein: the operation control module comprises a page residence time acquisition sub-module and an early warning sub-module;
the page staying time acquisition submodule is used for acquiring the staying time of the operation page and constructing a staying time threshold of each page; the early warning sub-module is used for triggering the warning system when the retention time of the Y pages exceeds a threshold value, and generating warning information to the administrator port;
the output end of the page residence time acquisition submodule is connected with the input end of the early warning submodule; the output end of the early warning submodule is connected with the input end of the number grabbing module.
8. The short message management and control service system based on 5G communication according to claim 5, wherein: the number grabbing module comprises a user mobile phone number grabbing sub-module and a user registration data acquisition sub-module;
the user mobile phone number grabbing submodule is used for grabbing mobile phone numbers in a 5G short message service area and constructing a time area for pre-sending short message messages; the user registration data acquisition submodule is used for acquiring registration information of a user;
the output end of the user mobile phone number grabbing sub-module is connected with the input end of the user registration data acquisition sub-module; and the output end of the user registration data acquisition submodule is connected with the input end of the time analysis module.
9. The short message management and control service system based on 5G communication according to claim 5, wherein: the time analysis module comprises a commercial short message statistic submodule and a short message sending time generation submodule;
the business short message counting submodule is used for counting users in a 5G short message service area and acquiring the time and the quantity of business short messages received under each age data; the short message sending time generation submodule is used for constructing a model to generate a business short message quantity prediction output value of each age group in each time period and generating short message sending time of each age group;
the output end of the commercial short message counting submodule is connected with the input end of the short message sending time generating submodule.
10. The short message management and control service system based on 5G communication according to claim 5, wherein: the content adding module comprises a user neglecting probability calculation sub-module and an adding message sub-module;
the user neglecting probability calculation submodule is used for constructing a user neglecting probability model and setting a user neglecting probability threshold; the additional message submodule is used for adding reminding information to the short message based on the user address data under the condition that the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation submodule is connected with the input end of the additional message submodule.
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN116582828A (en) * | 2023-07-14 | 2023-08-11 | 深圳市诚立业科技发展有限公司 | Intelligent scene short message service system and method based on artificial intelligence |
Citations (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20060035652A1 (en) * | 2004-07-29 | 2006-02-16 | Pantech & Curitel Communications, Inc. | Short message service management system equipped with additional data transfer function |
| KR20060014625A (en) * | 2004-08-11 | 2006-02-16 | 엘지전자 주식회사 | Confirmation method of all received short messages for mobile communication terminal |
| CN101790142A (en) * | 2010-03-11 | 2010-07-28 | 上海粱江通信系统股份有限公司 | Method and system for identifying spam message sources by combining message contents and transmission frequency |
| CN102111723A (en) * | 2009-12-24 | 2011-06-29 | 上海粱江通信系统股份有限公司 | Method for identifying spam short message user by analyzing short message frequency and content |
| CN105704690A (en) * | 2016-01-20 | 2016-06-22 | 福州大学 | Short message confidential communication method and system based on cell phone digital fingerprint verification |
| CN110072017A (en) * | 2019-04-28 | 2019-07-30 | 济南大学 | Abnormal phone recognition methods and system based on feature selecting and integrated study |
| WO2019200799A1 (en) * | 2018-04-17 | 2019-10-24 | 平安科技（深圳）有限公司 | Short message verification code pushing method, electronic device and readable storage medium |
| US20200344348A1 (en) * | 2016-11-29 | 2020-10-29 | Samsung Electronics Co., Ltd. | Message processing method and electronic device implementing same |
| WO2021163970A1 (en) * | 2020-02-20 | 2021-08-26 | 深圳市欢太科技有限公司 | Short message pushing method and apparatus, server, and storage medium |
| WO2021179671A1 (en) * | 2020-03-12 | 2021-09-16 | 江苏鑫合易家信息技术有限责任公司 | Method and system for unbinding vacant mobile phone number account |
-
2022
- 2022-08-18 CN CN202210992191.9A patent/CN115412850B/en active Active
Patent Citations (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20060035652A1 (en) * | 2004-07-29 | 2006-02-16 | Pantech & Curitel Communications, Inc. | Short message service management system equipped with additional data transfer function |
| KR20060014625A (en) * | 2004-08-11 | 2006-02-16 | 엘지전자 주식회사 | Confirmation method of all received short messages for mobile communication terminal |
| CN102111723A (en) * | 2009-12-24 | 2011-06-29 | 上海粱江通信系统股份有限公司 | Method for identifying spam short message user by analyzing short message frequency and content |
| CN101790142A (en) * | 2010-03-11 | 2010-07-28 | 上海粱江通信系统股份有限公司 | Method and system for identifying spam message sources by combining message contents and transmission frequency |
| CN105704690A (en) * | 2016-01-20 | 2016-06-22 | 福州大学 | Short message confidential communication method and system based on cell phone digital fingerprint verification |
| US20200344348A1 (en) * | 2016-11-29 | 2020-10-29 | Samsung Electronics Co., Ltd. | Message processing method and electronic device implementing same |
| WO2019200799A1 (en) * | 2018-04-17 | 2019-10-24 | 平安科技（深圳）有限公司 | Short message verification code pushing method, electronic device and readable storage medium |
| CN110072017A (en) * | 2019-04-28 | 2019-07-30 | 济南大学 | Abnormal phone recognition methods and system based on feature selecting and integrated study |
| WO2021163970A1 (en) * | 2020-02-20 | 2021-08-26 | 深圳市欢太科技有限公司 | Short message pushing method and apparatus, server, and storage medium |
| WO2021179671A1 (en) * | 2020-03-12 | 2021-09-16 | 江苏鑫合易家信息技术有限责任公司 | Method and system for unbinding vacant mobile phone number account |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN116582828A (en) * | 2023-07-14 | 2023-08-11 | 深圳市诚立业科技发展有限公司 | Intelligent scene short message service system and method based on artificial intelligence |
| CN116582828B (en) * | 2023-07-14 | 2023-09-22 | 深圳市诚立业科技发展有限公司 | Intelligent scene short message service system and method based on artificial intelligence |
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|---|---|
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