WO2024055814A1 - Timing signaling generation method and system, electronic device, and storage medium - Google Patents

Abstract

The present application discloses a timing signaling generation method and system, an electronic device, and a storage medium. The timing signaling generation method comprises: sorting signaling collected in network elements to generate corresponding timing signaling; collecting signaling context feature information corresponding to the timing signaling, and according to the signaling context feature information, constructing signaling context features corresponding to the timing signaling; and performing signaling sorting prediction on the timing signaling by means of the signaling context features, and adjusting the signaling sorting of the timing signaling to obtain target timing signaling.

Description

Timing signaling generation method, system, electronic device and storage medium

Related applications

This application claims priority to the Chinese patent application with application number 202211127071.9 filed on September 16, 2022, the entire content of which is incorporated into this application by reference.

Technical field

The present application relates to the field of artificial intelligence technology, and in particular to a timing signaling generation method, system, electronic device and storage medium.

Background technique

In order to graphically display signaling, it is usually necessary to sort the signaling between network elements to generate timing signaling. Currently, the signaling is usually sorted according to the time difference of the signaling to generate timing signaling. However, due to the network element clock synchronization deviation Reasons such as network delay and network delay often lead to inaccurate signaling positions in timing signaling.

Contents of the invention

The main purpose of this application is to provide a timing signaling generation method, system, electronic device and storage medium, aiming to solve the technical problem of low signaling sequence position accuracy in the prior art.

In order to achieve the above purpose, this application provides a timing signaling generation method. The timing signaling generation method includes:

Sort the signaling collected in each network element and generate corresponding timing signaling;

Collect signaling context feature information corresponding to the timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

Predict the signaling ordering of the timing signaling based on the signaling context characteristics, adjust the signaling ordering of the timing signaling, and obtain target timing signaling.

In order to achieve the above purpose, this application also provides a timing signaling generation system. The timing signaling generation system includes:

A signaling collection device configured to collect signaling in each network element;

A feature information collection device configured to collect signaling context feature information corresponding to timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

A signaling sorting device configured to sort the signaling collected in each network element, generate corresponding timing signaling, and perform signaling sorting prediction on the timing signaling based on the signaling context characteristics, and adjust the timing The signaling is sequenced to obtain the target timing signaling.

This application also provides an electronic device. The electronic device is a physical device. The electronic device includes: a memory, A processor and a program of the timing signaling generation method stored in the memory and executable on the processor. When the program of the timing signaling generation method is executed by the processor, the timing signaling as described above can be realized. Let generate the steps of the method.

The present application also provides a computer-readable storage medium. The computer-readable storage medium stores a program for implementing a timing signaling generation method. When the program for the timing signaling generation method is executed by a processor, the above-mentioned timing is implemented. Steps of the signaling generation method.

Description of drawings

The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the application and together with the description, serve to explain the principles of the application.

In order to more clearly explain the embodiments of the present application or the technical solutions in the prior art, the following will briefly introduce the drawings needed to describe the embodiments or the prior art. Obviously, for those of ordinary skill in the art, It is said that other drawings can be obtained based on these drawings without exerting creative labor.

Figure 1 is a schematic flow chart of the first embodiment of the timing signaling generation method of the present application;

Figure 2 is a logical view of the timing signaling generation system corresponding to the timing signaling generation method of this application;

Figure 3 is a schematic flow chart of the second embodiment of the timing signaling generation method of the present application;

Figure 4 is a schematic flow chart of the third embodiment of the timing signaling generation method of the present application;

Figure 5 is a schematic flowchart of the fourth embodiment of the timing signaling generation method of the present application;

Figure 6 is a schematic diagram of the device structure of the hardware operating environment involved in the timing signaling generation method in the embodiment of the present application.

The realization of the purpose, functional features and advantages of the present application will be further described with reference to the embodiments and the accompanying drawings.

Detailed ways

In order to make the above objects, features and advantages of the present application more obvious and easy to understand, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments are only some of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without any creative work shall fall within the scope of protection of this application.

Referring to Figure 1, an embodiment of the present application provides a timing signaling generation method. In the first embodiment of the timing signaling generation method of the present application, the timing signaling generation method includes:

Step S10: Sort the signaling collected in each network element and generate corresponding timing signaling;

Step S20: Collect signaling context feature information corresponding to the timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

Step S30: Predict the signaling ordering of the timing signaling based on the signaling context characteristics, adjust the signaling ordering of the timing signaling, and obtain the target timing signaling.

As an example, steps S10 to S30 include: collecting at least one piece of signaling in each network element, based on each signaling The signaling characteristic value of the signal is correlated, and the initial timing signaling is obtained. The initial timing signaling is initially sorted to obtain the timing signaling. The initial sorting method can be signaling sorting based on time difference. method, or other signaling sorting methods, which are not limited here. The signaling characteristic value can be the MD5 value of the original signaling code stream, or a certain value or several values in the signaling cells. a combination of values; collect the signaling feature information of the timing signaling and the signaling feature information of the context timing signaling of the timing signaling, wherein the signaling feature information at least includes a signaling feature, the signaling The characteristics can be any of the source network element type, destination network element type, direction, communication protocol type, event name and information element of the timing signaling; obtain the signaling characteristics corresponding to each signaling characteristic in the signaling characteristic information value, splicing each signaling feature value into a feature vector to obtain the signaling context features corresponding to the timing signaling; by inputting the signaling context features into the preset signaling ranking prediction model, the timing signaling is sorted Prediction is performed to obtain a signaling ordering prediction result. According to the ordering prediction result, the signaling ordering of the timing signaling is adjusted to obtain target timing signaling. Wherein, the signaling ordering prediction result may be a signaling ordering prediction label. According to the signaling ordering prediction label, the corresponding signaling ordering adjustment strategy can be queried to adjust the signaling ordering of the timing signaling. The ranking prediction model can be a decision tree model or a deep learning network model, which is not limited here.

Predicting the signaling ordering of the timing signaling through the signaling context characteristics and adjusting the signaling ordering of the timing signaling include:

Step S31: By inputting the signaling context features into a preset signaling ranking prediction model for classification, perform signaling ranking prediction on the timing signaling to obtain a signaling ranking prediction label;

Step S32: Adjust the signaling ordering of the timing signaling according to the signaling ordering adjustment strategy corresponding to the signaling ordering prediction tag.

As an example, steps S31 to S32 include: inputting the signaling context features into a preset signaling ranking prediction model, classifying the upper and lower signaling features to obtain a classification label, and using the classification label as the signaling ranking Prediction tag; use the signaling ranking prediction tag as an index to retrieve the corresponding signaling ranking adjustment strategy, and adjust the signaling ranking of the timing signaling according to the signaling ranking adjustment strategy, wherein the signaling ranking adjustment strategy The sorting position of each signaling in the timing signaling can be determined.

As an example, in order to ensure the prediction accuracy of the preset signaling ordering prediction model, the preset signaling ordering prediction model can be maintained and updated.

As an example, the preset signaling ranking prediction model is a decision tree model, and the training process of the preset signaling ranking prediction model is as follows:

Obtain the signaling context feature of the timing signaling, where the signaling context feature may be a feature vector, and the signaling context feature at least includes a signaling feature value, where the signaling feature value may be used to identify the timing signaling Any one of the source network element type, destination network element type, direction, communication protocol type, event name and information element; create a root node of the decision tree model, where the root node includes at least one signaling context feature; calculate Each signaling feature value splits the Gini impurity of the root node, selects the signaling feature value with the smallest Gini impurity to split the root node, and calculates the Gini impurity of the split child node using each signaling feature value in the split child node. Impurity, determine whether the Gini impurity corresponding to each split child node is not greater than the preset Gini impurity threshold. If so, determine that the decision tree model has been constructed. If not, select the signaling feature value with the smallest Gini impurity. Split child nodes until the Gini impurity of each split child node is less than a preset Gini impurity threshold. The preset Gini impurity threshold can be set to 0 or a value close to 0.

As an example, the preset signaling ranking prediction model is a deep learning network model, and the preset signaling ranking prediction model is a deep learning network model. The training process of the test model is as follows:

Obtain the real signaling ranking tags and signaling context features corresponding to the timing signaling, and input the signaling context features into the preset signaling ranking prediction model for classification, and perform signaling ranking prediction on the timing signaling to obtain the signaling ranking prediction. tag; calculate the tag similarity loss between the signaling sorting real tag and the signaling sorting predicted tag. If the tag similarity loss converges, it is determined that the iterative training and update of the preset signaling sorting prediction model is completed. If the tag similarity loss does not converge , then update the preset signaling ranking prediction model based on the gradient of the tag similarity loss calculation, and return to the execution step: obtain the signaling ranking real tags and signaling context features corresponding to the timing signaling for the next step. round iteration.

Wherein, after the step of predicting the signaling ordering of the timing signaling through the signaling context characteristics, adjusting the signaling ordering of the timing signaling, and obtaining the target timing signaling, it also includes:

Step S40, display at least one target timing signaling on the preset display interface;

Step S50: Receive a signaling adjustment instruction through the preset display interface, and adjust the target timing signaling according to the signaling adjustment instruction.

As an example, steps S40 to S50 include: at least one timing signaling on the preset display interface, and adjusting the target timing signaling in response to a signaling adjustment instruction input through the preset display interface, wherein, The specific operations of adjusting the target timing signaling in the embodiment of the present application include but are not limited to vertical movement of the timing signaling position, resetting of the timing signaling source, resetting of the destination node, and resetting of the virtual network element. Add, etc., and return to the execution step: collect the signaling context feature information corresponding to the timing signaling, and construct the signaling context feature corresponding to the timing signaling according to the signaling context feature information to re-process the timing signaling. Sort.

The embodiment of the present application can display the target timing signaling on the interface, and the user can further manually adjust the target timing signaling. The embodiment of the present application automatically adjusts the signaling order of the timing signaling based on the upper and lower characteristics of the signaling. , and can further ensure the accuracy of signaling sorting through manual interaction.

Currently, after adjusting the timing signaling, in order to re-sort the timing signaling, it is usually necessary to adjust the underlying logic of the sorting algorithm, which is inefficient and inconvenient. In the embodiment of the present application, after adjusting the timing signaling, recalculating based on the preset signaling sorting prediction model can automatically reorder the timing signaling without adjusting the underlying logic of the sorting algorithm, which improves Sequencing efficiency of timing signaling.

As an example, the timing signaling generation method in the embodiment of the present application is applied to the timing signaling generation system. Refer to Figure 2. Figure 2 is a logical view of the timing signaling generation system in the embodiment of the present application. The timing signaling generation system It includes a network element signaling collection device, a signaling sorting device and an expert intelligent collection device. The network element signaling collection device is used to collect signaling from each network element; the signaling sorting device includes an original sorting module and an AI sorting module. The original sorting module is used to perform original sorting on the signaling of each network element and output timing signaling. The AI sorting module is used to perform signaling context characteristics corresponding to the timing signaling and perform signaling sorting prediction on the timing signaling to adjust The signaling sequence of the timing signaling outputs the target timing signaling; the expert intelligent collection device includes a timing display GUI (preset display interface), a signaling location information collector and a signaling location information memory. The signaling location information collector is used To collect the signaling context feature information corresponding to the timing signaling, the signaling location information memory is used to store the signaling context feature information corresponding to the timing signaling, and the timing display GUI is used to display the target timing signaling.

The embodiment of the present application provides a timing signaling generation method, that is, sorting the signaling collected in each network element to generate corresponding timing signaling; collecting the signaling context feature information corresponding to the timing signaling, and based on The signaling context feature information constructs the signaling context feature corresponding to the timing signaling; the signaling context feature is used to configure the signaling context feature. The timing signaling predicts the signaling order, adjusts the signaling order of the timing signaling, and obtains the target timing signaling. After generating the timing signaling, the embodiment of the present application further collects the context information of the timing signaling, thereby adjusting the signaling position in the timing signaling according to the context information of the timing signaling, thereby reducing the network element clock synchronization deviation and The influence of network delay and other reasons on the signaling position in timing signaling improves the accuracy of signaling position sorting in timing signaling.

Referring to Figure 3, in another embodiment of the present application, content that is the same or similar to the above embodiment can be referred to the above introduction and will not be described again. The step of collecting signaling context feature information corresponding to the timing signaling includes:

Step S21: Determine each first context timing signaling of the timing signaling;

Step S22: Collect signaling feature information of the timing signaling and signaling feature information of each of the first context timing signaling, where the signaling feature information at least includes the source network element type and destination of the timing signaling. One of network element type, direction, communication protocol type, event name and information element;

Step S23: Determine signaling context feature information based on each of the signaling feature information.

In this embodiment, the first context timing signaling may be a first preset number of upper timing signalings to the upper side of the timing signaling, or may be a second preset number of timing signalings to the lower side. number of subsequent timing signalings. For example, assuming that the first preset number is M and the second preset number is N, the first context timing signaling can be the upper M timing signaling and the lower N timing signaling of the timing signaling. Timing signaling, the direction of the timing signaling may be receiving or sending, etc., and the event name of the timing signaling may be a response event or a request event, etc.

As an example, steps S21 to S23 include: determining a first preset number of upper timing signalings to the upper side and a second preset number of lower timing signalings to the lower side of the timing signaling as Each first context timing signaling; collect signaling feature information of the timing signaling and each first context timing signaling, wherein the signaling feature information at least includes a signaling feature, and the signaling feature may be a source Any one of network element type, destination network element type, direction, communication protocol type, event name and information element; each of the signaling feature information is used as the signaling context feature information.

As an example, the step of constructing signaling context features corresponding to the timing signaling based on the signaling context feature information includes:

The signaling feature values corresponding to each signaling feature in the signaling feature information are obtained, and each signaling feature value is spliced into a feature vector to obtain the signaling context features corresponding to the timing signaling. For example, assume that timing signaling A has first context timing signaling B and C. It is assumed that the signaling characteristic value corresponding to the source network element type of A is a1, the corresponding destination network element type is a2, the corresponding direction is a3, and the corresponding The communication protocol type is a4, the corresponding event name is a5, and the corresponding cell is a6. The corresponding signaling characteristic value of the source network element type of B is b1, the corresponding destination network element type is b2, and the corresponding direction is b3. The corresponding communication protocol type is b4, the corresponding event name is b5, and the corresponding cell is b6. The corresponding signaling characteristic value of the source network element type of C is c1, the corresponding destination network element type is c2, and the corresponding direction is c3, the corresponding communication protocol type is c4, the corresponding event name is c5 and the corresponding cell is c6, then the final signaling context feature is the feature vector (a1, a2, a3, a4, a5, a6, b1, b2 , b3, b4, b5, b6, c1, c2, c3, c4, c5, c6).

Wherein, the step of determining the signaling context feature information based on each of the signaling feature information includes:

Step S231, detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

Step S232, if it exists, obtain the vertical movement distance corresponding to the timing signaling of vertical movement;

Step S233: Use each of the signaling feature information and the vertical movement distance together as signaling context feature information. interest.

In this embodiment, there is usually vertical movement timing signaling in the timing signaling. The context timing signaling of this timing signaling usually also has an impact on the ordering of timing signaling after vertical movement. Therefore, it is necessary to Whether the context timing signaling of the timing signaling moves vertically is one of the factors that determines how to sequence the timing signaling.

As an example, steps S231 to S233 include: detecting whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling; if there is vertical movement timing signaling, obtaining the timing signaling. The vertical movement distance corresponding to the timing signaling of vertical movement; each of the signaling feature information and the vertical movement distance are jointly used as signaling context feature information. The embodiment of this application considers the impact of the source network element type, destination network element type, direction, communication protocol type, event name and information element of the timing signaling on the signaling order, as well as the context of the timing signaling. The source network element of the timing signaling On the basis of the impact of type, destination network element type, direction, communication protocol type, event name and cell on signaling sequencing, the impact of vertical movement distance of vertical movement timing signaling on signaling sequencing can also be considered to further ensure that the structure The accuracy of the signaling context characteristics of the timing signaling is further improved, thereby further improving the accuracy of signaling sequencing prediction.

As an example, the step of constructing the signaling context features corresponding to the timing signaling based on the signaling context feature information is as follows:

Obtain the signaling feature value corresponding to each signaling feature in the signaling feature information and the vertical movement distance of the vertically moved timing signaling, and splice each signaling feature value and the vertical movement distance into a feature vector to obtain the timing signaling correspondence Signaling context characteristics. For example, assume that timing signaling A has first context timing signaling B and C. It is assumed that the signaling characteristic value corresponding to the source network element type of A is a1, the corresponding destination network element type is a2, the corresponding direction is a3, and the corresponding The communication protocol type is a4, the corresponding event name is a5, and the corresponding cell is a6. The corresponding signaling characteristic value of the source network element type of B is b1, the corresponding destination network element type is b2, and the corresponding direction is b3. The corresponding communication protocol type is b4, the corresponding event name is b5, and the corresponding cell is b6. B is vertical movement timing signaling, the vertical movement distance is 2 lines, and the signaling characteristic value corresponding to the source network element type of C is c1, the corresponding destination network element type is c2, the corresponding direction is c3, the corresponding communication protocol type is c4, the corresponding event name is c5 and the corresponding cell is c6, then the final signaling context feature is a feature vector (a1, a2, a3, a4, a5, a6, b1, b2, b3, b4, b5, b6, 2, c1, c2, c3, c4, c5, c6).

The embodiment of the present application provides a method for determining context characteristic information, that is, determining each first context timing signaling of the timing signaling; collecting the signaling characteristic information of the timing signaling and each of the first context Signaling characteristic information of timing signaling, wherein the signaling characteristic information includes at least one of the source network element type, destination network element type, direction, communication protocol type, event name and information element of timing signaling; according to each The signaling feature information determines the signaling context feature information. The embodiment of this application fully considers the impact of the source network element type, destination network element type, direction, communication protocol type, event name and cell of the timing signaling on the signaling order, as well as the context of the timing signaling and the source network of the timing signaling. The influence of element type, destination network element type, direction, communication protocol type, event name and cell on signaling ordering makes the constructed signaling context features even more inaccurate. Therefore, the timing signaling is signaled based on the signaling context features. Order ordering prediction can improve the accuracy of signaling ordering prediction.

Referring to Figure 4, in another embodiment of the present application, content that is the same or similar to the above embodiment can be referred to the above introduction and will not be described again. The step of determining the signaling context feature information based on each of the signaling feature information includes:

Step A10: Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

Step A20, if it exists, determine each second context timing signaling of the timing signaling reset by the endpoint node, and obtain the endpoint node and each second context timing of the timing signaling reset by the endpoint node. Node association relationship information between signaling endpoint nodes;

Step A30: Use each of the signaling feature information and the node association relationship information together as signaling context feature information.

In this embodiment, when manually adjusting the timing signaling, the endpoint node of the timing signaling is often reset, and whether the reset of the endpoint node is reasonable will also have an impact on the timing signaling. The endpoint node can be a timing signaling source node or destination node.

As an example, steps A10 to A30 include: detecting whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling; if there is timing signaling for endpoint node reset, , then the endpoint node reset timing signaling, the third preset number of the above timing signaling, and the fourth preset number of the following timing signaling, are obtained as each second context timing. signaling, determine the association between the endpoint node of each second context timing signaling and the endpoint node of the timing signaling, and obtain the node association information, wherein the node association information may be an endpoint node characterizing the timing signaling. The node association relationship vector is consistent with the endpoint node of each second context timing signaling; each of the signaling feature information and the node association relationship information are jointly used as the signaling context feature information. For example, assume that timing signaling A has a first context timing signaling B which is the timing signaling reset by the endpoint node. The second context timing signaling of B is respectively E, F and H. The source node and destination node of B are respectively. x and y, the source node and destination node of E are x and y respectively, the source node and destination node of F are x and z respectively, and the endpoint nodes k and m of H, then the node association vector can be ((1,1 ), (1, 0), (0, 0)), where (1, 1) means that the source nodes and destination nodes of B and E are consistent, (1, 0) means that the source nodes of B and F are consistent, but The destination node is inconsistent. (0,0) means that the source node and destination node of B and H are inconsistent.

As an example, the step of constructing signaling context features corresponding to the timing signaling based on the signaling context feature information includes:

Obtain the signaling feature value corresponding to each signaling feature in the signaling feature information and the node association vector of the timing signaling reset by the endpoint node, and splice each signaling feature value and the node association vector into a feature vector to obtain Signaling context characteristics corresponding to timing signaling. For example, assume that timing signaling A has first context timing signaling B and C. It is assumed that the signaling characteristic value corresponding to the source network element type of A is a1, the corresponding destination network element type is a2, the corresponding direction is a3, and the corresponding The communication protocol type is a4, the corresponding event name is a5, and the corresponding cell is a6. The corresponding signaling characteristic value of the source network element type of B is b1, the corresponding destination network element type is b2, and the corresponding direction is b3. The corresponding communication protocol type is b4, the corresponding event name is b5, and the corresponding cell element is b6. B is the timing signaling for endpoint node reset, the corresponding node association vector is 111000, and the source network element type of C corresponds to If the signaling characteristic value is c1, the corresponding destination network element type is c2, the corresponding direction is c3, the corresponding communication protocol type is c4, the corresponding event name is c5, and the corresponding cell is c6, then the final signaling context The features are feature vectors (a1, a2, a3, a4, a5, a6, b1, b2, b3, b4, b5, b6, 111000, c1, c2, c3, c4, c5, c6).

The embodiment of the present application provides a method for determining context feature information, that is, detecting whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling; if it exists, determine The endpoint node Point each second context timing signaling of the reset timing signaling, and obtain the node association relationship between the endpoint node of the reset timing signaling of the endpoint node and each endpoint node of the second context timing signaling. Information; use each of the signaling feature information and the node association information together as signaling context feature information. The embodiment of this application considers the impact of the source network element type, destination network element type, direction, communication protocol type, event name and information element of the timing signaling on the signaling order, as well as the context of the timing signaling. The source network element of the timing signaling Based on the impact of type, destination network element type, direction, communication protocol type, event name and cell on signaling sequencing, the impact of endpoint node reset timing signaling on signaling sequencing is also considered, making decisions on how to adjust timing The decision-making factors of signaling ordering are more abundant, so the accuracy of the signaling context features of the constructed timing signaling can be further ensured, thereby further improving the accuracy of signaling ordering prediction.

Referring to FIG. 5 , in another embodiment of the present application, content that is the same or similar to the above embodiment can be referred to the above introduction and will not be described again. The step of determining the signaling context feature information based on each of the signaling feature information includes:

Step B10: Detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

Step B20: If there is timing signaling of vertical movement, obtain the vertical movement distance corresponding to the timing signaling of vertical movement;

Step B30: Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

Step B40: If there is timing signaling for reset of the endpoint node, determine each second context timing signaling of the timing signaling for reset of the endpoint node, and obtain the endpoint node of the timing signaling for reset of the endpoint node. Node association relationship information with each endpoint node of the second context timing signaling;

Step B50: Use each of the signaling feature information, the vertical movement distance and the node association information together as signaling context feature information.

As an example, steps B10 to B50 include: detecting whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling; if there is vertical movement timing signaling, obtaining the timing signaling. The vertical movement distance corresponding to the timing signaling of vertical movement; detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling; if there is timing signaling for endpoint node reset, command, the endpoint node resets the timing signaling to the third preset number of the above timing signaling and the fourth preset number of the following timing signaling to the bottom as each second context. Timing signaling, determining the association between the endpoint node of each second context timing signaling and the endpoint node of the timing signaling, and obtaining node association information, wherein the node association information can be an endpoint characterizing the timing signaling. A node association vector indicating whether the node is consistent with the endpoint node of each second context timing signaling; each of the signaling feature information, the vertical movement distance and the node association information are collectively used as the signaling context feature information.

As an example, the step of constructing signaling context features corresponding to the timing signaling based on the signaling context feature information includes:

Obtain the signaling characteristic value corresponding to each signaling characteristic in the signaling characteristic information, the vertical movement distance of the vertical movement timing signaling, and the node association vector of the timing signaling of the endpoint node reset, and combine each signaling characteristic value and node connections The correlation vectors are spliced into feature vectors to obtain the signaling context features corresponding to the timing signaling. For example, assume that timing signaling A has first context timing signaling B and C. It is assumed that the signaling characteristic value corresponding to the source network element type of A is a1, the corresponding destination network element type is a2, the corresponding direction is a3, and the corresponding The communication protocol type is a4, the corresponding event name is a5 and the corresponding cell is a6. A is vertical movement timing signaling, the vertical movement distance is 2 lines, and the signaling characteristic value corresponding to the source network element type of B is b1 , the corresponding destination network element type is b2, the corresponding direction is b3, the corresponding communication protocol type is b4, the corresponding event name is b5 and the corresponding cell is b6, B is the timing signaling of endpoint node reset, corresponding The node association vector of is 111000, the signaling characteristic value corresponding to the source network element type of C is c1, the corresponding destination network element type is c2, the corresponding direction is c3, the corresponding communication protocol type is c4, and the corresponding event name is c5 and the corresponding cell is c6, then the final signaling context feature is the feature vector (a1, a2, a3, a4, a5, a6, 2, b1, b2, b3, b4, b5, b6, 111000, c1 , c2, c3, c4, c5, c6).

Embodiments of the present application provide a method for determining context feature information, that is, detecting whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling; if there is vertical movement timing signaling, command, obtain the vertical movement distance corresponding to the vertical movement timing signaling; detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling; if there is an endpoint node Reset timing signaling, then determine each second context timing signaling of the endpoint node's reset timing signaling, and obtain the endpoint node and each of the second contexts of the endpoint node's reset timing signaling. Node association information between endpoint nodes of timing signaling; each of the signaling feature information, the vertical movement distance and the node association information are collectively used as signaling context feature information. The embodiment of this application considers the impact of the source network element type, destination network element type, direction, communication protocol type, event name and information element of the timing signaling on the signaling order, as well as the context of the timing signaling. The source network element of the timing signaling On the basis of the impact of type, destination network element type, direction, communication protocol type, event name and cell on signaling sequencing, the impact of endpoint node reset timing signaling and vertical movement timing signaling on signaling is also fully considered. The influence of signaling ordering makes the decision-making factors of how to adjust the signaling ordering of timing signaling more abundant, so it can further ensure the accuracy of the signaling context features of the constructed timing signaling, thereby further improving the accuracy of signaling ordering prediction. .

This application also provides a timing signaling generation system. The timing signaling generation system includes:

In order to achieve the above purpose, this application also provides a timing signaling generation system. The timing signaling generation system includes:

Signaling collection device, used to collect signaling in each network element;

A feature information collection device, configured to collect signaling context feature information corresponding to timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

A signaling sorting device, used to sort the signaling collected in each network element, generate corresponding timing signaling, and predict the signaling sorting of the timing signaling through the signaling context characteristics, and adjust the timing The signaling is sequenced to obtain the target timing signaling.

In one embodiment, the feature information collection device is also used to:

Determine each first context timing signaling of the timing signaling;

Collect signaling feature information of the timing signaling and signaling feature information of each of the first context timing signaling, where the signaling feature information at least includes the source network element type and destination network element type of the timing signaling. , direction, communication protocol type, event name and one of the information elements;

Based on each of the signaling feature information, signaling context feature information is determined.

In one embodiment, the feature information collection device is also used to:

Detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

If it exists, obtain the vertical movement distance corresponding to the timing signaling of the vertical movement;

Each of the signaling feature information and the vertical movement distance are collectively used as signaling context feature information.

In one embodiment, the feature information collection device is also used to:

Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

If it exists, determine the second context timing signaling of the timing signaling reset by the endpoint node, and obtain the endpoint node of the timing signaling reset by the endpoint node and the second context timing signaling of each second context timing signaling. Node association information between endpoint nodes;

Each of the signaling feature information and the node association relationship information are collectively used as signaling context feature information.

In one embodiment, the feature information collection device is also used to:

Detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

If there is timing signaling of vertical movement, obtain the vertical movement distance corresponding to the timing signaling of vertical movement;

Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

If there is timing signaling reset by the endpoint node, determine each second context timing signaling of the timing signaling reset by the endpoint node, and obtain the endpoint node and each of the timing signaling reset by the endpoint node. node association relationship information between the endpoint nodes of the second context timing signaling;

Each of the signaling feature information, the vertical movement distance and the node association relationship information are collectively used as signaling context feature information.

In one implementation, the signaling sequencing device is also used to:

By inputting the signaling context features into a preset signaling ranking prediction model for classification, the signaling ranking prediction is performed on the timing signaling to obtain a signaling ranking prediction label;

The signaling ordering of the timing signaling is adjusted according to the signaling ordering adjustment strategy corresponding to the signaling ordering prediction tag.

In one embodiment, the timing signaling generation system is further used for:

Display at least one target timing signaling on the preset display interface;

A signaling adjustment instruction is received through the preset display interface, and the target timing signaling is adjusted according to the signaling adjustment instruction.

The timing signaling generation system provided by this application adopts the timing signaling generation method in the above embodiment to solve the technical problem of low accuracy of signaling sorting position. Compared with the existing technology, the beneficial effects of the timing signaling generation system provided by the embodiments of the present application are the same as those of the timing signaling generation method provided by the above embodiments, and other technical features in the timing signaling generation system are the same as those of the timing signaling generation method provided by the above embodiments. The features disclosed in the methods of the above embodiments are the same and will not be described again here.

The embodiment of the present application provides an electronic device, the electronic device comprising: at least one processor; and a memory connected to the at least one processor in communication; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the timing signaling generation method in the above embodiment 1. Law.

Referring now to FIG. 6 , a schematic structural diagram of an electronic device suitable for implementing embodiments of the present disclosure is shown. Electronic devices in embodiments of the present disclosure may include, but are not limited to, mobile phones, laptops, digital broadcast receivers, PDAs (Personal Digital Assistants), PADs (Tablets), PMPs (Portable Multimedia Players), vehicle-mounted terminals (such as Mobile terminals such as car navigation terminals) and fixed terminals such as digital TVs, desktop computers, etc. The electronic device shown in FIG. 6 is only an example and should not impose any limitations on the functions and scope of use of the embodiments of the present disclosure.

As shown in FIG. 6 , the electronic device may include a processing device (such as a central processing unit, a graphics processor, etc.) that may be loaded into a random access memory (RAM) according to a program stored in a read-only memory (ROM) or from a storage device. perform various appropriate actions and processing according to the program in it. In the RAM, various programs and data required for the operation of the electronic device are also stored. The processing device, ROM and RAM are connected to each other via a bus. Input/output (I/O) interfaces are also connected to the bus.

Typically, the following systems can be connected to the I/O interface: input devices including, for example, touch screens, touch pads, keyboards, mice, image sensors, microphones, accelerometers, gyroscopes, etc.; including, for example, liquid crystal displays (LCDs), speakers, vibrators Output devices, etc.; storage devices including tapes, hard disks, etc.; and communication devices. The communication device may allow the electronic device to communicate wirelessly or wiredly with other devices to exchange data. Although the figures illustrate electronic devices having various systems, it is to be understood that implementation or availability of all illustrated systems is not required. More or fewer systems may alternatively be implemented or provided.

In one implementation, the processes described above with reference to the flowcharts may be implemented as a computer software program in accordance with embodiments of the present disclosure. For example, embodiments of the present disclosure include a computer program product including a computer program carried on a computer-readable medium, the computer program containing program code for performing the method illustrated in the flowchart. In such embodiments, the computer program may be downloaded and installed from the network through the communication device, or from a storage device, or from a ROM. When the computer program is executed by the processing device, the above-mentioned functions defined in the method of the embodiment of the present disclosure are performed.

The electronic device provided by this application adopts the timing signaling generation method in the above embodiment to solve the technical problem of low accuracy of signaling sorting position. Compared with the existing technology, the beneficial effects of the electronic device provided by the embodiments of the present application are the same as those of the timing signaling generation method provided by the above-mentioned embodiments, and other technical features in the electronic device are the same as those disclosed by the above-mentioned embodiments. The characteristics are the same and will not be repeated here.

It should be understood that various parts of the present disclosure may be implemented in hardware, software, firmware, or combinations thereof. In the above description of the embodiments, specific features, structures, materials or characteristics may be combined in any suitable manner in any one or more embodiments or examples.

The above are only specific embodiments of the present application, but the protection scope of the present application is not limited thereto. Any person familiar with the technical field can easily think of changes or substitutions within the technical scope disclosed in the present application. should be covered by the protection scope of this application. Therefore, the protection scope of this application should be subject to the protection scope of the claims.

This embodiment provides a computer-readable storage medium having computer-readable program instructions stored thereon. The computer-readable program instructions are used to execute the method for generating timing signaling in the above-mentioned Embodiment 1.

The computer-readable storage medium provided by the embodiment of the present application may be, for example, a USB flash drive, but is not limited to electrical, magnetic, optical, electromagnetic, infrared, or semiconductor systems, systems or devices, or any combination thereof. computer readable storage media More specific examples may include, but are not limited to: electrical connections with one or more wires, portable computer disks, hard drives, random access memory (RAM), read only memory (ROM), erasable programmable read only memory ( EPROM or flash memory), optical fiber, portable compact disk read-only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above. In this embodiment, a computer-readable storage medium may be any tangible medium that contains or stores a program for use by or in connection with an instruction execution system, system, or device. Program code contained on a computer-readable storage medium may be transmitted using any suitable medium, including but not limited to: wire, optical cable, RF (radio frequency), etc., or any suitable combination of the above.

The above-mentioned computer-readable storage medium may be included in the electronic device; it may also exist independently without being assembled into the electronic device.

The above computer-readable storage medium carries one or more programs. When the above one or more programs are executed by the electronic device, the electronic device: sorts the signaling collected in each network element and generates corresponding timing signaling; Collect signaling context feature information corresponding to the timing signaling, construct signaling context features corresponding to the timing signaling based on the signaling context feature information, and perform processing on the timing signaling using the signaling context features Prediction of signaling ordering adjusts the signaling ordering of the timing signaling to obtain target timing signaling.

Computer program code for performing the operations of the present disclosure may be written in one or more programming languages, including object-oriented programming languages such as Java, Smalltalk, C++, and conventional Procedural programming language—such as "C" or a similar programming language. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In situations involving remote computers, the remote computer can be connected to the user's computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (such as an Internet service provider through Internet connection).

The flowcharts and block diagrams in the accompanying drawings illustrate the architecture, functionality, and operations of possible implementations of systems, methods, and computer program products according to various embodiments of the present application. In this regard, each block in the flowchart or block diagram may represent a module, segment, or portion of code that contains one or more logic functions that implement the specified executable instructions. It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown one after another may actually execute substantially in parallel, or they may sometimes execute in the reverse order, depending on the functionality involved. It will also be noted that each block of the block diagram and/or flowchart illustration, and combinations of blocks in the block diagram and/or flowchart illustration, can be implemented by special purpose hardware-based systems that perform the specified functions or operations. , or can be implemented using a combination of specialized hardware and computer instructions.

The modules involved in the embodiments of the present disclosure can be implemented in software or hardware. Among them, the name of the module does not constitute a limitation on the unit itself under certain circumstances.

The computer-readable storage medium provided by this application stores computer-readable program instructions for executing the above-mentioned timing signaling generation method, and solves the technical problem of low accuracy of signaling sorting positions. Compared with the existing technology, the beneficial effects of the computer-readable storage medium provided by the embodiments of the present application are the same as the beneficial effects of the timing signaling generation method provided by the above-mentioned embodiments, and will not be described again here.

The above are only optional embodiments of the present application, and do not limit the patent scope of the present application. Any equivalent structure or equivalent process transformation made using the contents of the description and drawings of the present application, or directly or indirectly applied to other related technologies fields are all equally included in the patent processing scope of this application.

Claims (10)

1. A method for generating timing signaling, wherein the method for generating timing signaling includes:

   Sort the signaling collected in each network element and generate corresponding timing signaling;

   Collect signaling context feature information corresponding to the timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

   Predict the signaling ordering of the timing signaling based on the signaling context characteristics, adjust the signaling ordering of the timing signaling, and obtain target timing signaling.
2. The timing signaling generation method according to claim 1, wherein the step of collecting signaling context feature information corresponding to the timing signaling includes:

   Determine each first context timing signaling of the timing signaling;

   Collect signaling feature information of the timing signaling and signaling feature information of each of the first context timing signaling, where the signaling feature information at least includes the source network element type and destination network element type of the timing signaling. , direction, communication protocol type, event name and one of the information elements;

   Based on each of the signaling feature information, signaling context feature information is determined.
3. The timing signaling generation method according to claim 2, wherein the step of determining the signaling context feature information based on each of the signaling feature information includes:

   Detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

   If it exists, obtain the vertical movement distance corresponding to the timing signaling of the vertical movement;

   Each of the signaling feature information and the vertical movement distance are collectively used as signaling context feature information.
4. The timing signaling generation method according to claim 2, wherein the step of determining the signaling context feature information based on each of the signaling feature information includes:

   Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

   If it exists, determine the second context timing signaling of the timing signaling reset by the endpoint node, and obtain the endpoint node of the timing signaling reset by the endpoint node and the second context timing signaling of each second context timing signaling. Node association information between endpoint nodes;

   Each of the signaling feature information and the node association relationship information are collectively used as signaling context feature information.
5. The timing signaling generation method according to claim 2, wherein the step of determining the signaling context feature information based on each of the signaling feature information includes:

   Detect whether there is vertical movement timing signaling in the timing signaling and each of the first context timing signaling;

   If there is timing signaling of vertical movement, obtain the vertical movement distance corresponding to the timing signaling of vertical movement;

   Detect whether there is timing signaling for endpoint node reset in the timing signaling and each of the first context timing signaling;

   If there is timing signaling reset by the endpoint node, determine each second context timing signaling of the timing signaling reset by the endpoint node, and obtain the endpoint node and each of the timing signaling reset by the endpoint node. node association relationship information between the endpoint nodes of the second context timing signaling;

   Each of the signaling feature information, the vertical movement distance and the node association relationship information are collectively used as signaling context feature information.
6. The timing signaling generation method according to claim 1, wherein said predicting the signaling ordering of the timing signaling through the signaling context characteristics and adjusting the signaling ordering of the timing signaling includes:

   By inputting the signaling context features into a preset signaling ranking prediction model for classification, the signaling ranking prediction is performed on the timing signaling to obtain a signaling ranking prediction label;

   The signaling ordering of the timing signaling is adjusted according to the signaling ordering adjustment strategy corresponding to the signaling ordering prediction tag.
7. The method for generating timing signaling according to claim 1, wherein the signaling ordering prediction is performed on the timing signaling through the signaling context characteristics, and the signaling ordering of the timing signaling is adjusted to obtain the target timing. After the signaling step, it also includes:

   Display at least one target timing signaling on the preset display interface;

   A signaling adjustment instruction is received through the preset display interface, and the target timing signaling is adjusted according to the signaling adjustment instruction.
8. A timing signaling generation system, wherein the timing signaling generation system includes:

   A signaling collection device configured to collect signaling in each network element;

   A feature information collection device configured to collect signaling context feature information corresponding to timing signaling, and construct signaling context features corresponding to the timing signaling based on the signaling context feature information;

   A signaling sorting device configured to sort the signaling collected in each network element, generate corresponding timing signaling, and perform signaling sorting prediction on the timing signaling based on the signaling context characteristics, and adjust the timing The signaling is sequenced to obtain the target timing signaling.
9. An electronic device, wherein the electronic device includes:

   at least one processor; and,

   a memory communicatively connected to the at least one processor; wherein,

   The memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor, so that the at least one processor can perform any one of claims 1 to 7 The steps of the timing signaling generation method.
10. A computer-readable storage medium, wherein a program for implementing a timing signaling generation method is stored on the computer-readable storage medium, and the program for implementing the timing signaling generation method is executed by a processor to implement the steps of claims 1 to 1 The steps of the timing signaling generation method according to any one of 7.