CN115412850B - 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
- H04W—WIRELESS COMMUNICATION NETWORKS
- 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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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- 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
- G06Q10/00—Administration; Management
- 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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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
- Y02D30/00—Reducing energy consumption in communication networks
- Y02D30/70—Reducing energy consumption in communication networks in wireless communication networks
Abstract
The invention discloses a short message management and control service system and method based on 5G communication, and belongs to the technical field of short message management and control service. The system comprises a 5G short message service area construction module, an operation management and control module, a number grabbing 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 invention can improve the probability of the user checking the short message, and is provided with the additional content at the same time, and when the neglect probability of the user exceeds the threshold value, the additional reminding is set 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 system and a method for short message management and control service based on 5G communication.
Background
In recent years, the short message service market in China rapidly develops, and the national mobile short message service volume in 2014 exceeds over 7630 hundred million. Meanwhile, some service providers have the situation of irregular operation, and the phenomenon of abusing and sending spam messages is prominent and is widely focused by society.
For the specific problems of the way of rejecting the short message by the user, the obligation, management measures and legal responsibility of the short message service provider, the clear regulation is still lacking, and the management of the junk short message also faces the difficulties of insufficient legal basis and the like. In real life, people often receive a large number of commercial short messages, so that the probability of people reading mass-sending short messages is greatly reduced, and therefore, the problem of untimely receiving of some emergency short messages, such as weather severe change short messages of weather bureaus, nucleic acid detection short messages of epidemic situations and the like, is often existed, and how to improve the receiving and reading capacity of people for 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 method based on 5G communication, which are used for solving 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 a coverage area of a short message notification system, capturing mobile phone numbers in the 5G short message service area, and constructing a pre-sending short message time area; the mobile phone number in the grabbing 5G short message service area is a user which is registered in the short message notification system and simultaneously exists in the 5G short message service area;
s2, acquiring the stay time of the operation pages, constructing stay time thresholds of the pages, triggering an alarm system if Y stay times exceed the thresholds, generating alarm information to an administrator port, and enabling Y to represent the threshold of the number of the pages;
s3, acquiring registration information of a user in a short message notification system according to the mobile phone number, counting the user in a 5G short message service area, and acquiring business short message time and quantity received 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 commercial messages received under the data of each age, constructing a model to generate a predicted output value of the quantity of the commercial messages of each age group under each time period, and generating the sending time of the short messages of each age group;
s5, constructing a user neglect probability model, setting a user neglect probability threshold value, and adding reminding information on the short message based on the user address data if the user neglect probability exceeds the threshold value.
The application provides a short message notification system, wherein 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 easy to be marked into a junk short message sequence, so that the user is not timely received and the meaning of the emergency notification is lost.
According to the technical scheme, according to the historical operation data, the residence time of each page when the short message is sent in the 5G short message service area is obtained;
building each page dwell time threshold:
wherein B is e A dwell time threshold representing page e; a represents a serial number; p represents the number of historical operating data; t (T) a Representing the dwell time of page e in each operation;
calculating the residence time threshold value of each page when sending the short message in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
if Y pages stay time exceeds the threshold value, triggering an alarm system and generating alarm information to an administrator port.
According to the technical scheme, the users in the 5G short message service area are counted, and the business short message time received under the data of each age is obtained;
the age data includes four groups of under 20 years old, between 20 and 45 years old, between 45 and 60 years old, over 60 years old;
taking a daily working time period as an analysis time range, and taking each half hour as a time period;
the daily working time period is 8:00 early to 20:00 late;
acquiring the number of business short messages received in each time period under any group of age data, and recording the number as an original data set;
normalizing the original data set, and taking normalized data as a model training data set;
building 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 The outputs of the forget gate, the input gate and the output gate are represented respectively; w (W) f 、W i 、W o The weight matrix respectively represents a forgetting gate, an input gate and an output gate;
[h t-1 ，y t ]representing a concatenation of two vectors; wherein h is t-1 Representing the output at the last moment; y is t An input representing the current time;
b f 、b i 、b o the bias items respectively represent a forget gate, an input gate and an output gate;
sigma represents a sigmoid function; x represents dot product;
wherein f t Determine the cell state C at the last time t-1 Cell state C reserved to current time t Is a fraction of (2);
i t determines the input y at the current time t Cell state C reserved to current time t Is a fraction of (2); o (o) t Determine the current time cell state C 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 a generated LSTM network, and generating a business short message quantity output value received in each time period under any group of age data;
calculating LSTM algorithm corrections:
wherein Δh t Representing the output value of the business short message quantity after the LSTM algorithm is corrected; k (k) 1 Extracting commercial short message quantity original output values of any one of N pieces of data from the representative model training data set; k (k) 2 The model training data set extracts the true value of the business short message quantity of any one of the N pieces of data; j represents a serial number;
and analyzing the existing data by utilizing the LSTM network, and supposing to obtain the business short message quantity of each time period in the time zone of the pre-sent short message, avoiding conflict with the business short message when sending the short message as far as possible, and improving the probability of checking the short message by a user.
Acquiring a pre-sent short message time region, and calculating commercial short message quantity prediction output values corrected by an LSTM algorithm of each age group of each time period in the pre-sent short message time region; and selecting a time period corresponding to the minimum value of the predicted output value of each age group as the short message sending time of the age group.
According to the technical scheme, a user neglect probability model is constructed:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein F is 0 Representing the probability of short message being ignored by the user; m is M 0 Normalized values representing data of each age group are four, and correspond to the ages of 20 years old or less, 20 to 45 years old, 45 to 60 years old and above 60 years old respectively; k (k) 3 、k 4 Representing the influence coefficient, and calculating in a linear regression mode;
setting a user neglect probability threshold value, if F exists 0 Exceeding the user neglect probability threshold, acquiring F 0 User address data under corresponding age group data is recorded as S;
and selecting the corresponding users under the same user address data S in other age groups, and adding reminding information on the short message.
The reminding information is used for reminding other users with low neglect probability, because in the current society, the mobile phone is a necessary article for people, for example, all ancestors in the third generation of a family have respective mobile phones, in calculation, young people between 20 and 45 years old can receive more commercial short messages due to frequent online shopping, and old people above 60 years old receive fewer commercial short messages, so that the neglect probability of young people between 20 and 45 years old is higher, the threshold value is exceeded, and reminding content is added in the short message received by old people above 60 years old, for example, please remind your relatives of mobile phone number xxxxxx to know the message, and the like, so as to ensure the maximum coverage rate of the message.
The system comprises a 5G short message service area construction module, an operation management and control module, a number grabbing 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 short messages for users in the 5G short message service area; the operation management and control module is used for acquiring the residence time of the operation pages, constructing residence time thresholds of the pages, triggering an alarm system if Y page residence times exceed the thresholds, generating alarm information to an administrator port, and enabling Y to represent page quantity thresholds; the number grabbing module is used for grabbing mobile phone numbers in the 5G short message service area, constructing a pre-sent short message time area and acquiring registration information of a user; the time analysis module is used for counting users in the 5G short message service area, acquiring the time and the quantity of the commercial short messages received under each age data, constructing a model to generate a predicted output value of the quantity of the commercial short messages under each time period of each age, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglect probability model, setting a user neglect probability threshold value, and adding reminding information on the short message based on user address data if the user neglect probability exceeds the threshold value;
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 submodule is used for constructing a 5G short message service area; the data connection submodule is used for carrying out data connection on users in the 5G short message service area and realizing the mass 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 sub-module is connected with the input end of the data connection sub-module; the output end of the data connection sub-module is connected with the input end of the operation control module.
According to the technical scheme, the operation management and control module comprises a page stay time acquisition sub-module and an early warning sub-module;
the page stay time acquisition sub-module is used for acquiring the stay time of the operation page and constructing the stay time threshold of each page; the early warning submodule is used for triggering the alarm system when the stay time of Y pages exceeds a threshold value, and generating warning information to an administrator port;
the output end of the page stay time acquisition sub-module is connected with the input end of the early warning sub-module; the output end of the early warning sub-module 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 sub-module is used for grabbing mobile phone numbers in the 5G short message service area and constructing a pre-sent short message time area; 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; the output end of the user registration data acquisition sub-module is connected with the input end of the time analysis module.
According to the technical scheme, the time analysis module comprises a business short message statistics sub-module and a short message sending time generation sub-module;
the business short message statistics sub-module is used for counting the users in the 5G short message service area and acquiring the time and the quantity of the business short messages received under the data of each age; 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 under each time period and generate short message sending time of each age group;
the output end of the business short message statistics sub-module is connected with the input end of the short message sending time generation sub-module.
According to the technical scheme, the content adding module comprises a user neglect probability calculating sub-module and an additional message sub-module;
the user neglect probability calculation submodule is used for constructing a user neglect probability model and setting a user neglect probability threshold; the additional message sub-module is used for adding reminding information on the short message based on the address data of the user when the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation sub-module is connected with the input end of the additional message sub-module.
Compared with the prior art, the invention has the following beneficial effects:
according to the invention, in the process of mass sending of the short messages, the business short message receiving time is set to analyze in consideration of the business short message receiving quantity of users in all age groups, so that the quantity of the short messages received by the users in the same time period is ensured to be minimum, the probability of the users looking up the short messages is improved, meanwhile, additional content is set, when the neglect probability of the users exceeds a threshold value, the user addresses are used for searching for relatives and friends of the users, and additional reminding is set to prevent the users from missing the short message;
meanwhile, the invention also manages and controls the internal operation time of the system, and judges that the system is unskilled or maliciously used for reading and copying information when the residence time of a user is too long, thereby generating early warning information and effectively protecting the privacy of the user.
Drawings
The accompanying drawings are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate the invention and together with the embodiments of the invention, serve to explain the invention. In the drawings:
FIG. 1 is a flow diagram of a system and method for managing and controlling SMS messages based on 5G communication according to the present invention;
fig. 2 is a schematic diagram of an embodiment of a sms message management and control service system and method based on 5G communication according to the present invention.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
Referring to fig. 1-2, in the present embodiment:
take "nucleic acid detection notification message" as an example:
the content of the short message is that an xxx epidemic prevention commander reminds you: carrying out nucleic acid detection on xxx streets, asking for timely participation, and carrying out xxx "
A 5G short message service area is constructed, mobile phone numbers in the 5G short message service area are grabbed, and a pre-sending short message time area is constructed;
the time area of the pre-sent short message is 16:00-18:00;
acquiring operation page stay time, and constructing each page stay time threshold value:
acquiring the residence time of each page when sending the short message in the 5G short message service area according to the historical operation data;
building each page dwell time threshold:
wherein B is e A dwell time threshold representing page e; a represents a serial number; p represents the number of historical operating data; t (T) a Representing the dwell time of page e in each operation;
calculating the residence time threshold value of each page when sending the short message in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
there are no Y pages whose dwell time exceeds the threshold, so the alarm system is not triggered.
Acquiring registration information of a user according to a mobile phone number, counting the user in a 5G short message service area, and acquiring business short message time and quantity received under each age data, wherein the registration information of the user comprises user age data, user gender data and user address data;
counting the users in the 5G short message service area to obtain the business short message time received under each age data;
the age data includes four groups of under 20 years old, between 20 and 45 years old, between 45 and 60 years old, over 60 years old;
taking a daily working time period as an analysis time range, and taking each half hour as a time period;
the daily working time period is 8:00 early to 20:00 late; wherein 16:00-18:00 is selected as an analysis time range;
acquiring the number of business short messages received in each time period under any group of age data, and recording the number as an original data set;
normalizing the original data set, and taking normalized data as a model training data set;
building 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 The outputs of the forget gate, the input gate and the output gate are represented respectively; w (W) f 、W i 、W o The weight matrix respectively represents a forgetting gate, an input gate and an output gate;
[h t-1 ，y t ]representing a concatenation of two vectors; wherein h is t-1 Representing the output at the last moment; y is t An input representing the current time;
b f 、b i 、b o the bias items respectively represent a forget gate, an input gate and an output gate;
sigma represents a sigmoid function; x represents dot product;
wherein f t Determine the cell state C at the last time t-1 Cell state C reserved to current time t Is a fraction of (2);
i t determines the input y at the current time t Cell state C reserved to current time t Is a fraction of (2); o (o) t Determine the current time cell state C 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 a generated LSTM network, and generating a business short message quantity output value received in each time period under any group of age data;
calculating LSTM algorithm corrections:
wherein Δh t Representing the output value of the business short message quantity after the LSTM algorithm is corrected; k (k) 1 Extracting commercial short message quantity original output values of any one of N pieces of data from the representative model training data set; k (k) 2 The model training data set extracts the true value of the business short message quantity of any one of the N pieces of data; j represents a serial number;
acquiring a pre-sent short message time region, and calculating commercial short message quantity prediction output values corrected by an LSTM algorithm of each age group of each time period in the pre-sent short message time region; and selecting a time period corresponding to the minimum value of the predicted output value of each age group as the short message sending time of the age group.
Constructing a user neglect probability model:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein F is 0 Representing the probability of short message being ignored by the user; m is M 0 Normalized values representing data of each age group are four, and correspond to the ages of 20 years old or less, 20 to 45 years old, 45 to 60 years old and above 60 years old respectively; k (k) 3 、k 4 Representing the influence coefficient, and calculating in a linear regression mode;
setting a user neglect probability threshold value to find F exists 0 Exceeding the user neglect probability threshold, acquiring F 0 User address data under corresponding age group data is recorded as S;
wherein F is 0 The corresponding age group data is 20-45 years old;
acquiring user address data under the age group data;
selecting corresponding users under the same user address data S under other age groups;
the same user address data exists in the age range of 45-60 years old or older;
adding reminding information on the short message: "xxx district epidemic prevention commander reminds you: carrying out nucleic acid detection on xxx streets, asking for timely participation, and carrying out xxx; please also 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 grabbing 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 short messages for users in the 5G short message service area; the operation management and control module is used for acquiring the residence time of the operation pages, constructing residence time thresholds of the pages, triggering an alarm system if Y page residence times exceed the thresholds, generating alarm information to an administrator port, and enabling Y to represent page quantity thresholds; the number grabbing module is used for grabbing mobile phone numbers in the 5G short message service area, constructing a pre-sent short message time area and acquiring registration information of a user; the time analysis module is used for counting users in the 5G short message service area, acquiring the time and the quantity of the commercial short messages received under each age data, constructing a model to generate a predicted output value of the quantity of the commercial short messages under each time period of each age, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglect probability model, setting a user neglect probability threshold value, and adding reminding information on the short message based on user address data if the user neglect probability exceeds the threshold value;
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 submodule is used for carrying out data connection on users in the 5G short message service area and realizing the mass 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 sub-module is connected with the input end of the data connection sub-module; the output end of the data connection sub-module is connected with the input end of the operation control module.
The operation management and control module comprises a page stay time acquisition sub-module and an early warning sub-module;
the page stay time acquisition sub-module is used for acquiring the stay time of the operation page and constructing the stay time threshold of each page; the early warning submodule is used for triggering the alarm system when the stay time of Y pages exceeds a threshold value, and generating warning information to an administrator port;
the output end of the page stay time acquisition sub-module is connected with the input end of the early warning sub-module; the output end of the early warning sub-module 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 sub-module is used for grabbing mobile phone numbers in the 5G short message service area and constructing a pre-sent short message time area; 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; the output end of the user registration data acquisition sub-module is connected with the input end of the time analysis module.
The time analysis module comprises a business short message statistics sub-module and a short message sending time generation sub-module;
the business short message statistics sub-module is used for counting the users in the 5G short message service area and acquiring the time and the quantity of the business short messages received under the data of each age; 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 under each time period and generate short message sending time of each age group;
the output end of the business short message statistics sub-module is connected with the input end of the short message sending time generation sub-module.
The content adding module comprises a user neglecting probability calculating sub-module and an additional message sub-module;
the user neglect probability calculation submodule is used for constructing a user neglect probability model and setting a user neglect probability threshold; the additional message sub-module is used for adding reminding information on the short message based on the address data of the user when the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation sub-module is connected with the input end of the additional message sub-module.
It is noted that relational terms such as first and second, and the like are 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. Moreover, 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: the foregoing description is only a preferred embodiment of the present invention, and the present invention is not limited thereto, but it is to be understood that modifications and equivalents of some of the technical features described in the foregoing embodiments may be made by those skilled in the art, although the present invention has been described in detail with reference to the foregoing embodiments. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims (10)
1. The 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 a coverage area of a short message notification system, capturing mobile phone numbers in the 5G short message service area, and constructing a pre-sending short message time area; the mobile phone number in the grabbing 5G short message service area is a user which is registered in the short message notification system and simultaneously exists in the 5G short message service area;
s2, acquiring the stay time of the operation pages, constructing stay time thresholds of the pages, triggering an alarm system if Y stay times exceed the thresholds, generating alarm information to an administrator port, and enabling Y to represent the threshold of the number of the pages;
s3, acquiring registration information of a user in a short message notification system according to the mobile phone number, counting the user in a 5G short message service area, and acquiring business short message time and quantity received 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 commercial messages received under the data of each age, constructing a model to generate a predicted output value of the quantity of the commercial messages of each age group under each time period, and generating the sending time of the short messages of each age group;
s5, constructing a user neglect probability model, setting a user neglect probability threshold value, and adding reminding information on the short message based on the user address data if the user neglect probability exceeds the threshold value.
2. The short message management and control service method based on 5G communication according to claim 1, wherein:
acquiring the residence time of each page when sending the short message in the 5G short message service area according to the historical operation data;
building each page dwell time threshold:
wherein B is e A dwell time threshold representing page e; a represents a serial number; p represents the number of historical operating data; t (T) a Representing the dwell time of page e in each operation;
calculating the residence time threshold value of each page when sending the short message in the 5G short message service area;
acquiring the time of a user staying on each page in the current state in real time;
if Y pages stay time exceeds the threshold value, triggering an alarm system and generating alarm information to an administrator port.
3. The short message management and control service method based on 5G communication according to claim 1, wherein:
counting the users in the 5G short message service area to obtain the business short message time received under each age data;
the age data includes four groups of under 20 years old, between 20 and 45 years old, between 45 and 60 years old, over 60 years old;
taking a daily working time period as an analysis time range, and taking each half hour as a time period;
the daily working period is 8:00 to 20 a.night: 00;
acquiring the number of business short messages received in each time period under any group of age data, and recording the number as an original data set;
normalizing the original data set, and taking normalized data as a model training data set;
building 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 Representing respectively a forgetting door, an input door and an output doorOutputting; w (W) f 、W i 、W o The weight matrix respectively represents a forgetting gate, an input gate and an output gate;
[h t-1 ，y t ]representing a concatenation of two vectors; wherein h is t-1 Representing the output at the last moment; y is t An input representing the current time;
b f 、b i 、b o the bias items respectively represent a forget gate, an input gate and an output gate;
sigma represents a sigmoid function; x represents dot product;
wherein f t Determine the cell state C at the last time t-1 Cell state C reserved to current time t Is a fraction of (2);
i t determines the input y at the current time t Cell state C reserved to current time t Is a fraction of (2); o (o) t Determine the current time cell state C 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 a generated LSTM network, and generating a business short message quantity output value received in each time period under any group of age data;
calculating LSTM algorithm corrections:
wherein Δh t Representing the output value of the business short message quantity after the LSTM algorithm is corrected; k (k) 1 Extracting commercial short message quantity original output values of any one of N pieces of data from the representative model training data set; k (k) 2 The model training data set extracts the true value of the business short message quantity of any one of the N pieces of data; j represents a serial number;
acquiring a pre-sent short message time region, and calculating commercial short message quantity prediction output values corrected by an LSTM algorithm of each age group of each time period in the pre-sent short message time region; and selecting a time period corresponding to the minimum value of the predicted 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 neglect probability model:
F 0 ＝(Δh t +1)*k 3 +M 0 *k 4
wherein F is 0 Representing the probability of short message being ignored by the user; m is M 0 Normalized values representing data of each age group are four, and correspond to the ages of 20 years old or less, 20 to 45 years old, 45 to 60 years old and above 60 years old respectively; k (k) 3 、k 4 Representing the influence coefficient, and calculating in a linear regression mode;
setting a user neglect probability threshold value, if F exists 0 Exceeding the user neglect probability threshold, acquiring F 0 User address data under corresponding age group data is recorded as S;
and selecting the corresponding users under the same user address data S in other age groups, and adding reminding information on the short message.
5. The short message management and control service system based on 5G communication is characterized in that: the system comprises a 5G short message service area construction module, an operation management and control module, a number grabbing 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 in the coverage area of the short message notification system and realizing group sending short messages for users in the 5G short message service area; the operation management and control module is used for acquiring the residence time of the operation pages, constructing residence time thresholds of the pages, triggering an alarm system if Y page residence times exceed the thresholds, generating alarm information to an administrator port, and enabling Y to represent page quantity thresholds; the number grabbing module is used for grabbing mobile phone numbers in the 5G short message service area, constructing a pre-sent short message time area and acquiring registration information of a user; the time analysis module is used for counting users in the 5G short message service area, acquiring the time and the quantity of the commercial short messages received under each age data, constructing a model to generate a predicted output value of the quantity of the commercial short messages under each time period of each age, and generating the short message sending time of each age; the content attachment module is used for constructing a user neglect probability model, setting a user neglect probability threshold value, and adding reminding information on the short message based on user address data if the user neglect probability exceeds the threshold value;
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 5G communication based sms message management and control service system of 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 submodule is used for carrying out data connection on users in the 5G short message service area and realizing the mass 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 sub-module is connected with the input end of the data connection sub-module; the output end of the data connection sub-module is connected with the input end of the operation control module.
7. The 5G communication based sms message management and control service system of claim 5, wherein: the operation management and control module comprises a page stay time acquisition sub-module and an early warning sub-module;
the page stay time acquisition sub-module is used for acquiring the stay time of the operation page and constructing the stay time threshold of each page; the early warning submodule is used for triggering the alarm system when the stay time of Y pages exceeds a threshold value, and generating warning information to an administrator port;
the output end of the page stay time acquisition sub-module is connected with the input end of the early warning sub-module; the output end of the early warning sub-module is connected with the input end of the number grabbing module.
8. The 5G communication based sms message management and control service system of 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 sub-module is used for grabbing mobile phone numbers in the 5G short message service area and constructing a pre-sent short message time area; 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; the output end of the user registration data acquisition sub-module is connected with the input end of the time analysis module.
9. The 5G communication based sms message management and control service system of claim 5, wherein: the time analysis module comprises a business short message statistics sub-module and a short message sending time generation sub-module;
the business short message statistics sub-module is used for counting the users in the 5G short message service area and acquiring the time and the quantity of the business short messages received under the data of each age; 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 under each time period and generate short message sending time of each age group;
the output end of the business short message statistics sub-module is connected with the input end of the short message sending time generation sub-module.
10. The 5G communication based sms message management and control service system of claim 5, wherein: the content adding module comprises a user neglecting probability calculating sub-module and an additional message sub-module;
the user neglect probability calculation submodule is used for constructing a user neglect probability model and setting a user neglect probability threshold; the additional message sub-module is used for adding reminding information on the short message based on the address data of the user when the user neglect probability exceeds a threshold value;
the output end of the user neglect probability calculation sub-module is connected with the input end of the additional message sub-module.
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