A communication equipment control method and system

Abstract

The present invention provides a method and system for controlling communication equipment, which relate to the field of data processing technology. In the present invention, a distribution map of objects to be processed corresponding to the communication system is constructed; based on the associated object information description vector of the communication gateway device in the distribution map of objects to be processed and the corresponding own object information description vector of the communication gateway device, the relevant information description vector corresponding to each communication gateway device is analyzed, and the own object information description vector is determined based on the device operation data of the communication gateway device; based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, the abnormality degree corresponding to each communication gateway device is analyzed; based on the abnormality degree, the abnormal communication gateway device is marked in the communication system. Based on the above method, the reliability of abnormal analysis of communication gateway devices can be improved to a certain extent.

Description

Technical Field

[0001] The present invention relates to the field of data processing technology, and in particular to a method and system for controlling communication equipment. Background Art

[0002] As data processing technology continues to mature, due to its high precision, data processing technology has more application scenarios. For example, in some applications, the anomalies of communication gateway devices can be analyzed based on data processing technology, so that abnormal communication gateway devices can be identified, thereby further managing and controlling the communication gateway devices. However, in the prior art, there is a problem of low reliability in the anomaly analysis of communication gateway devices. Summary of the invention

[0003] In view of this, an object of the present invention is to provide a method and system for controlling communication equipment, so as to improve the reliability of abnormal analysis of communication gateway equipment to a certain extent.

[0004] To achieve the above objectives, the embodiments of the present invention adopt the following technical solutions:

[0005] A method for controlling a communication device, comprising:

[0006] The communication gateway devices in the communication system are marked to form a graph object to be processed, and the graph connection lines between the graph objects to be processed are determined according to each correlation information between the communication gateway devices, and the distribution graph of the objects to be processed corresponding to the communication system is constructed according to the graph objects to be processed and the graph connection lines;

[0007] Analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the corresponding own object information description vector of the communication gateway device, wherein the own object information description vector is determined based on the device operation data of the communication gateway device;

[0008] Based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, analyzing the abnormality degree corresponding to each of the communication gateway devices, the abnormality degree is used to reflect the communication security degree corresponding to the communication gateway device;

[0009] Based on the abnormality level, abnormal communication gateway devices are marked in the communication system.

[0010] In some preferred embodiments, in the above-mentioned communication device management and control method, the correlation information includes data communication correlation information and data operation correlation information;

[0011] The steps of marking the communication gateway devices in the communication system to form a graph object to be processed, determining the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and constructing a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines include:

[0012] Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed;

[0013] Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device;

[0014] The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

[0015] In some preferred embodiments, in the above-mentioned control method of the communication device, there are multiple correlation characterization parameters between every two of the to-be-processed graph objects, and the multiple correlation characterization parameters are determined based on multiple correlation information between the to-be-processed graph objects;

[0016] The step of marking the corresponding correlation characterization parameters respectively to mark them as corresponding correlation materialization information, and configuring the correlation materialization information to the graph connection line to obtain the corresponding distribution graph of the object to be processed includes:

[0017] The sum of the multiple correlation characterization parameters is calculated, and the output parameters and values ​​are marked to mark them as correlation materialization information, and then the correlation materialization information is configured to the graph connection line to obtain the corresponding distribution graph of the object to be processed.

[0018] In some preferred embodiments, in the above-mentioned communication device management and control method, the step of analyzing the relevant information description vector corresponding to each communication gateway device based on the associated object information description vector of the communication gateway device in the distribution map of the object to be processed and the corresponding object information description vector of the communication gateway device itself includes:

[0019] Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed;

[0020] Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed;

[0021] The integrated object information description vector corresponding to each of the to-be-processed graph objects is marked as a related information description vector corresponding to the communication gateway device.

[0022] In some preferred embodiments, in the above-mentioned communication device management and control method, the step of performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed includes:

[0023] Performing a target number of determination operations on associated graph objects to be processed for each to-be-processed graph object corresponding to the object information description vector set, respectively, so as to visualize an associated to-be-processed graph object cluster corresponding to each to-be-processed graph object;

[0024] Performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph;

[0025] An integrated description vector set is determined based on the integrated object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas.

[0026] In some preferred embodiments, in the above-mentioned communication device control method, the step of performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph includes:

[0027] A vector integration neural network formed by network optimization is extracted, and the process of network optimization includes: performing a vector integration operation on each sample map object in the sample object distribution map to output a corresponding related information description vector;

[0028] The vector integration neural network is used to perform a vector integration operation on the associated object information description vector corresponding to the associated graph object cluster to be processed, so as to output the integrated object information description vector corresponding to the graph object to be processed. The operation objects of the vector integration operation include the associated object information description vector and the own object information description vector.

[0029] In some preferred embodiments, in the above-mentioned method for controlling communication devices, the step of marking abnormal communication gateway devices in the communication system based on the abnormality degree includes:

[0030] For each of the communication gateway devices in the communication system, performing a comparison process on the abnormality level corresponding to the communication gateway device and a pre-configured reference abnormality level;

[0031] In the case where the abnormality degree corresponding to the communication gateway device is greater than or equal to the reference abnormality degree, marking the communication gateway device to mark it as a first communication gateway device, and, for each of the first communication gateway devices, determining the communication gateway devices included in the communication system that have a communication interaction relationship with the first communication gateway device to form a corresponding interaction device set;

[0032] For each of the first communication gateway devices, determining a device quantity ratio of the first communication gateway device in the set of interactive devices corresponding to the first communication gateway device;

[0033] For each of the first communication gateway devices, when the device quantity ratio corresponding to the first communication gateway device is greater than or equal to the pre-configured reference device quantity ratio, the first communication gateway device is marked as an abnormal communication gateway device.

[0034] The embodiment of the present invention further provides a management and control system for a communication device, including:

[0035] A graph construction module is used to mark the communication gateway devices in the communication system to form graph objects to be processed, and determine the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and construct a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines;

[0036] A description vector determination module, configured to analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the own object information description vector corresponding to the communication gateway device, wherein the own object information description vector is determined based on the device operation data of the communication gateway device;

[0037] A description vector analysis module, used to analyze the abnormality degree corresponding to each of the communication gateway devices based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, wherein the abnormality degree is used to reflect the communication security degree corresponding to the communication gateway device;

[0038] The abnormal device marking module is used to mark abnormal communication gateway devices in the communication system based on the abnormality degree.

[0039] In some preferred embodiments, in the management and control system of the above communication device, the graph construction module is specifically used for:

[0040] Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed;

[0041] Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device;

[0042] The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

[0043] In some preferred embodiments, in the management and control system of the above-mentioned communication device, the description vector determination module is specifically used to:

[0044] Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed;

[0045] Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed;

[0046] The integrated object information description vector corresponding to each of the to-be-processed graph objects is marked as a related information description vector corresponding to the communication gateway device.

[0047] A communication equipment control method and system provided by an embodiment of the present invention can construct a distribution map of objects to be processed corresponding to the communication system; based on the associated object information description vector of the communication gateway device in the distribution map of objects to be processed and the corresponding object information description vector of the communication gateway device itself, analyze the corresponding related information description vector of each communication gateway device, the own object information description vector is determined based on the device operation data of the communication gateway device; based on the corresponding related information description vector of the communication gateway device and the corresponding own object information description vector, analyze the corresponding abnormality degree of each communication gateway device; based on the abnormality degree, mark the abnormal communication gateway device in the communication system. Based on the aforementioned steps, since in the process of analyzing the abnormality degree, not only the corresponding object information description vector of the communication gateway device itself will be referred to, but also the corresponding related information description vector of the communication gateway device will be referred to, so that the basis for analysis is more sufficient and comprehensive, thereby improving the reliability of abnormal analysis of communication gateway devices to a certain extent.

[0048] In order to make the above-mentioned objects, features and advantages of the present invention more obvious and easy to understand, preferred embodiments are given below and described in detail with reference to the accompanying drawings. BRIEF DESCRIPTION OF THE DRAWINGS

[0049] Figure 1 A structural block diagram of a management and control platform for communication equipment provided in an embodiment of the present invention.

[0050] Figure 2 A flow chart of the steps included in the method for controlling a communication device provided in an embodiment of the present invention.

[0051] Figure 3 A schematic diagram of various modules included in the management and control system of communication equipment provided in an embodiment of the present invention. DETAILED DESCRIPTION

[0052] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Generally, the components of the embodiments of the present invention described and shown in the drawings here can be arranged and designed in various different configurations.

[0053] Therefore, the following detailed description of the embodiments of the present invention provided in the accompanying drawings is not intended to limit the scope of the invention claimed for protection, but merely represents selected embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0054] like Figure 1 As shown, an embodiment of the present invention provides a management and control platform for a communication device, wherein the management and control platform for the communication device may include a memory and a processor.

[0055] In detail, the memory and the processor are electrically connected directly or indirectly to realize data transmission or interaction. For example, they can be electrically connected to each other through one or more communication buses or signal lines. The memory may store at least one software function module (computer program) that can exist in the form of software or firmware. The processor can be used to execute the executable computer program stored in the memory, thereby realizing the management and control method of the communication device provided in the embodiment of the present invention (as described later).

[0056] Optionally, in some embodiments, the memory may be, but is not limited to, random access memory (RAM), read only memory (ROM), programmable read-only memory (PROM), erasable programmable read-only memory (EPROM), electrically erasable read-only memory (Electric Erasable Programmable Read-Only Memory, EEPROM), etc.

[0057] Optionally, in some embodiments, the processor may be a general-purpose processor, including a central processing unit (CPU), a network processor (NP), a system on chip (SoC), etc.; it may also be a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components.

[0058] Optionally, in some implementations, the management and control platform of the communication device may be a server with data processing capabilities.

[0059] Combination Figure 2 The embodiment of the present invention further provides a communication device control method, which can be applied to the control platform of the above communication device. The method steps defined in the process related to the communication device control method can be implemented by the communication device control platform.

[0060] The following will Figure 2 The specific process shown is explained in detail.

[0061] Step S110, marking the communication gateway devices in the communication system to form graph objects to be processed, and determining the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and constructing a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines.

[0062] In an embodiment of the present invention, the management and control platform of the communication equipment can mark the communication gateway equipment in the communication system to form a graph object to be processed, and determine the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and construct a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines.

[0063] Step S120, based on the associated object information description vector of the communication gateway device in the distribution map of objects to be processed and the corresponding object information description vector of the communication gateway device itself, analyze the related information description vector corresponding to each of the communication gateway devices.

[0064] In an embodiment of the present invention, the control platform of the communication device can analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the corresponding self-object information description vector of the communication gateway device. The self-object information description vector is determined based on the device operation data of the communication gateway device. Exemplarily, the feature mining unit included in the neural network can be used to perform feature mining on the device operation data, such as feature space mapping and convolution operations, to obtain the self-object information description vector corresponding to the communication gateway device. The associated object information description vector can refer to the self-object information description vector corresponding to the to-be-processed map object of the communication gateway device in the distribution map of the objects to be processed.

[0065] Step S130: Analyze the abnormality level corresponding to each of the communication gateway devices based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector.

[0066] In an embodiment of the present invention, the control platform of the communication device can analyze the abnormality level corresponding to each communication gateway device based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector. The abnormality level is used to reflect the communication security level corresponding to the communication gateway device.

[0067] Step S140: Based on the abnormality level, abnormal communication gateway devices are marked in the communication system.

[0068] In the embodiment of the present invention, the management and control platform of the communication device may mark abnormal communication gateway devices in the communication system based on the abnormality degree.

[0069] Based on the above steps, since in the process of analyzing the degree of abnormality, not only the object information description vector corresponding to the communication gateway device itself will be referenced, but also the related information description vector corresponding to the communication gateway device will be referenced, the basis for analysis will be more sufficient and comprehensive, thereby improving the reliability of abnormality analysis of the communication gateway device to a certain extent.

[0070] Optionally, in some embodiments, the correlation information may include data communication correlation information and data operation correlation information. Based on this, the above step S110, i.e., the step of marking the communication gateway devices in the communication system to form the graph objects to be processed, and determining the graph connection lines between the graph objects to be processed according to each type of correlation information between the communication gateway devices, and constructing the distribution graph of the objects to be processed corresponding to the communication system according to the graph objects to be processed and the graph connection lines, may further include the following details:

[0071] Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed;

[0072] Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device;

[0073] The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

[0074] Optionally, in some embodiments, there are multiple correlation characterization parameters between every two of the to-be-processed graph objects, and the multiple correlation characterization parameters are determined based on multiple correlation information between the to-be-processed graph objects. Based on this, the steps of marking the corresponding correlation characterization parameters respectively to mark them as corresponding correlation materialization information, and configuring the correlation materialization information to the graph connection line to obtain the corresponding to-be-processed object distribution graph may further include the following details:

[0075] The sum of the multiple correlation characterization parameters is calculated, and the output parameters and values ​​are marked to mark them as correlation materialization information, and then the correlation materialization information is configured to the graph connection line to obtain the corresponding distribution graph of the object to be processed.

[0076] Alternatively, in some embodiments, the above step S120, i.e., the step of analyzing the relevant information description vector corresponding to each communication gateway device based on the associated object information description vector of the communication gateway device in the distribution map of the object to be processed and the corresponding object information description vector of the communication gateway device itself, may include the following details:

[0077] Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed;

[0078] Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed;

[0079] The integrated object information description vector corresponding to each of the to-be-processed graph objects is marked as a related information description vector corresponding to the communication gateway device.

[0080] Optionally, in some implementations, the step of performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed may further include the following details:

[0081] A determination operation of a target number of associated graph objects to be processed is performed on each to-be-processed graph object corresponding to the object information description vector set, respectively, so as to visualize a cluster of associated graph objects to be processed corresponding to each to-be-processed graph object. The specific value of the target number is not limited and can be selected according to actual application requirements. For example, the target number of associated graph objects to be processed with the largest corresponding correlation materialization information can be determined;

[0082] Performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph;

[0083] An integrated description vector set is determined based on the integrated object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas.

[0084] Optionally, in some embodiments, the step of performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph may further include the following details:

[0085] A vector integration neural network formed by network optimization is extracted, and the process of network optimization includes: performing a vector integration operation on each sample map object in the sample object distribution map to output a corresponding related information description vector, and the specific process of network optimization is not limited;

[0086] The vector integration neural network is used to perform a vector integration operation on the associated object information description vector corresponding to the associated graph object cluster to be processed, so as to output the integrated object information description vector corresponding to the graph object to be processed. The operation objects of the vector integration operation include the associated object information description vector and the own object information description vector. Exemplarily, each of the communication gateway devices may correspond to a plurality of related information description vectors. For example, the associated object information description vector corresponding to the associated graph object cluster to be processed includes an associated object information description vector 1, an associated object information description vector 2, and an associated object information description vector 3. In this way, the associated object information description vector 1 and the own object information description vector may be superimposed to obtain the related information description vector 1, the associated object information description vector 2 and the own object information description vector may be superimposed to obtain the related information description vector 2, and the associated object information description vector 3 and the own object information description vector may be superimposed to obtain the related information description vector 3. Exemplarily, when performing the superposition, weighted superposition may be performed based on the corresponding correlation characterization parameters.

[0087] Among them, it can be selected that, in some embodiments, as mentioned above, each of the communication gateway devices may correspond to a plurality of relevant information description vectors. Based on this, the above step S130, i.e., the step of analyzing the abnormality degree corresponding to each of the communication gateway devices based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, may further include the following details:

[0088] splicing a plurality of related information description vectors corresponding to the communication gateway device and a corresponding own object information description vector to output a corresponding spliced ​​information description vector;

[0089] The splicing information description vector is subjected to abnormality analysis processing, and the abnormality degree corresponding to the communication gateway device is output. Exemplarily, the abnormality analysis processing can be implemented by an abnormality analysis unit included in a neural network, and the abnormality analysis unit can perform full connection processing on the splicing information description vector, and then perform excitation mapping output through a softmax function to obtain the corresponding abnormality degree.

[0090] Optionally, in some implementations, the above step S140, i.e., the step of marking an abnormal communication gateway device in the communication system based on the abnormality degree, may further include the following details:

[0091] For each of the communication gateway devices in the communication system, a comparison is performed between the abnormality level corresponding to the communication gateway device and a pre-configured reference abnormality level, where the specific value of the reference abnormality level is not limited, such as 0.5, 0.6, etc.;

[0092] In the case where the abnormality degree corresponding to the communication gateway device is greater than or equal to the reference abnormality degree, the communication gateway device is marked to be marked as a first communication gateway device, and, for each of the first communication gateway devices, the communication gateway devices included in the communication system that have a communication interaction relationship with the first communication gateway device are determined to form a corresponding set of interactive devices, such as the communication gateway devices that have a communication interaction relationship with the first communication gateway device 1 include communication gateway device 2, communication gateway device 3, communication gateway device 4, communication gateway device 5, and communication gateway device 6, the communication gateway devices that have a communication interaction relationship with the first communication gateway device 2 include communication gateway device 1, communication gateway device 4, communication gateway device 3, communication gateway device 7, communication gateway device 5, and communication gateway device 9, and the communication gateway devices that have a communication interaction relationship with the first communication gateway device 3 include communication gateway device 1, communication gateway device 5, communication gateway device 7, communication gateway device 8, communication gateway device 9, and communication gateway device 10; communication gateway device 1 is the first communication gateway device 1, communication gateway device 2 is the second communication gateway device 2, and communication gateway device 2 is the second communication gateway device 3;

[0093] For each of the first communication gateway devices, in the interactive device set corresponding to the first communication gateway device, determine the device quantity ratio of the first communication gateway device, as described above, the device quantity ratio of the first communication gateway device 1 is 2 / 5, the device quantity ratio of the first communication gateway device 2 is 1 / 6, and the device quantity ratio of the first communication gateway device 3 is 1 / 6;

[0094] For each of the first communication gateway devices, when the device quantity ratio corresponding to the first communication gateway device is greater than or equal to the pre-configured reference device quantity ratio, the first communication gateway device is marked as an abnormal communication gateway device. The specific value of the reference device quantity ratio is not restricted, such as 0.1, 0.2, 0.3, etc.

[0095] Combination Figure 3 The embodiment of the present invention further provides a communication device management and control system, which can be applied to the management and control platform of the above communication device. The communication device management and control system may include:

[0096] A graph construction module is used to mark the communication gateway devices in the communication system to form graph objects to be processed, and determine the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and construct a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines;

[0097] A description vector determination module, configured to analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the own object information description vector corresponding to the communication gateway device, wherein the own object information description vector is determined based on the device operation data of the communication gateway device;

[0098] A description vector analysis module, used to analyze the abnormality degree corresponding to each of the communication gateway devices based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, wherein the abnormality degree is used to reflect the communication security degree corresponding to the communication gateway device;

[0099] The abnormal device marking module is used to mark abnormal communication gateway devices in the communication system based on the abnormality degree.

[0100] Optionally, in some embodiments, the graph construction module is specifically used for:

[0101] Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed;

[0102] Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device;

[0103] The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

[0104] Optionally, in some implementations, the description vector determination module is specifically configured to:

[0105] Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed;

[0106] Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed;

[0107] The integrated object information description vector corresponding to each of the to-be-processed graph objects is marked as a related information description vector corresponding to the communication gateway device.

[0108] Optionally, in some implementations, each of the communication gateway devices corresponds to a plurality of relevant information description vectors, based on which, the description vector analysis module is specifically used to:

[0109] splicing a plurality of related information description vectors corresponding to the communication gateway device and a corresponding own object information description vector to output a corresponding spliced ​​information description vector;

[0110] Performing abnormal analysis on the spliced ​​information description vector and outputting the abnormality degree corresponding to the communication gateway device. Splicing multiple related information description vectors corresponding to the communication gateway device and the corresponding own object information description vector to output the corresponding spliced ​​information description vector;

[0111] Perform abnormal analysis on the splicing information description vector and output the abnormality degree corresponding to the communication gateway device

[0112] Optionally, in some implementations, the abnormal device marking module is specifically used to:

[0113] For each of the communication gateway devices in the communication system, performing a comparison process on the abnormality level corresponding to the communication gateway device and a pre-configured reference abnormality level;

[0114] In the case where the abnormality degree corresponding to the communication gateway device is greater than or equal to the reference abnormality degree, marking the communication gateway device to mark it as a first communication gateway device, and, for each of the first communication gateway devices, determining the communication gateway devices included in the communication system that have a communication interaction relationship with the first communication gateway device to form a corresponding interaction device set;

[0115] For each of the first communication gateway devices, determining a device quantity ratio of the first communication gateway device in the set of interactive devices corresponding to the first communication gateway device;

[0116] For each of the first communication gateway devices, when the device quantity ratio corresponding to the first communication gateway device is greater than or equal to the pre-configured reference device quantity ratio, the first communication gateway device is marked as an abnormal communication gateway device.

[0117] In summary, the communication equipment control method and system provided by the present invention can construct a distribution map of objects to be processed corresponding to the communication system; based on the associated object information description vector of the communication gateway device in the distribution map of objects to be processed and the corresponding self-object information description vector of the communication gateway device, the relevant information description vector corresponding to each communication gateway device is analyzed, and the self-object information description vector is determined based on the device operation data of the communication gateway device; based on the relevant information description vector corresponding to the communication gateway device and the corresponding self-object information description vector, the abnormality degree corresponding to each communication gateway device is analyzed; based on the abnormality degree, the abnormal communication gateway device is marked in the communication system. Based on the aforementioned steps, since in the process of analyzing the abnormality degree, not only the corresponding self-object information description vector of the communication gateway device will be referred to, but also the corresponding relevant information description vector of the communication gateway device will be referred to, so that the basis for analysis is more sufficient and comprehensive, thereby improving the reliability of abnormal analysis of the communication gateway device to a certain extent.

[0118] The above description is only a preferred embodiment of the present invention and is not intended to limit the present invention. For those skilled in the art, the present invention may have various modifications and variations. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included in the protection scope of the present invention.

Claims

1. A method for controlling communication equipment, It is characterized in that include: The communication gateway devices in the communication system are marked to form a graph object to be processed, and the graph connection lines between the graph objects to be processed are determined according to each correlation information between the communication gateway devices, and the distribution graph of the objects to be processed corresponding to the communication system is constructed according to the graph objects to be processed and the graph connection lines; Analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the corresponding own object information description vector of the communication gateway device, wherein the own object information description vector is determined based on the device operation data of the communication gateway device; Based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, analyzing the abnormality degree corresponding to each of the communication gateway devices, the abnormality degree is used to reflect the communication security degree corresponding to the communication gateway device; Based on the abnormality level, marking an abnormal communication gateway device in the communication system; Wherein, the step of analyzing the relevant information description vector corresponding to each communication gateway device based on the associated object information description vector of the communication gateway device in the distribution map of the object to be processed and the corresponding object information description vector of the communication gateway device itself includes: Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed; Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed; Marking the integrated object information description vector corresponding to each of the to-be-processed graph objects to mark it as a related information description vector corresponding to the communication gateway device; The step of performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed includes: Performing a target number of determination operations on associated graph objects to be processed for each to-be-processed graph object corresponding to the object information description vector set, respectively, so as to visualize an associated to-be-processed graph object cluster corresponding to each to-be-processed graph object; Performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph; Determine an integrated description vector set based on the integrated object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas; The step of performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph includes: A vector integration neural network formed by network optimization is extracted, and the process of network optimization includes: performing a vector integration operation on each sample map object in the sample object distribution map to output a corresponding related information description vector; The vector integration neural network is used to perform a vector integration operation on the associated object information description vector corresponding to the associated graph object cluster to be processed, so as to output the integrated object information description vector corresponding to the graph object to be processed. The operation objects of the vector integration operation include the associated object information description vector and the own object information description vector.

2. The method for controlling a communication device according to claim 1, It is characterized in that The correlation information includes data communication correlation information and data operation correlation information; The steps of marking the communication gateway devices in the communication system to form a graph object to be processed, determining the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and constructing a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines include: Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed; Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, wherein the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device; The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

3. The method for controlling a communication device according to claim 2, It is characterized in that There are multiple correlation characterization parameters between every two of the to-be-processed graph objects, and the multiple correlation characterization parameters are determined based on multiple types of correlation information between the to-be-processed graph objects; The step of marking the corresponding correlation characterization parameters respectively to mark them as corresponding correlation materialization information, and configuring the correlation materialization information to the graph connection line to obtain the corresponding distribution graph of the object to be processed includes: The sum of the multiple correlation characterization parameters is calculated, and the output parameters and values ​​are marked to mark them as correlation materialization information, and then the correlation materialization information is configured to the graph connection line to obtain the corresponding distribution graph of the object to be processed.

4. The method for controlling a communication device according to any one of claims 1 to 3, It is characterized in that The step of marking an abnormal communication gateway device in the communication system based on the abnormality degree includes: For each of the communication gateway devices in the communication system, performing a comparison process on the abnormality level corresponding to the communication gateway device and a pre-configured reference abnormality level; In the case where the abnormality degree corresponding to the communication gateway device is greater than or equal to the reference abnormality degree, marking the communication gateway device to mark it as a first communication gateway device, and, for each of the first communication gateway devices, determining the communication gateway devices included in the communication system that have a communication interaction relationship with the first communication gateway device to form a corresponding interaction device set; For each of the first communication gateway devices, determining a device quantity ratio of the first communication gateway device in the set of interactive devices corresponding to the first communication gateway device; For each of the first communication gateway devices, when the device quantity ratio corresponding to the first communication gateway device is greater than or equal to the pre-configured reference device quantity ratio, the first communication gateway device is marked as an abnormal communication gateway device.

5. A communication equipment management and control system, It is characterized in that include: A graph construction module is used to mark the communication gateway devices in the communication system to form graph objects to be processed, and determine the graph connection lines between the graph objects to be processed based on each type of correlation information between the communication gateway devices, and construct a distribution graph of the objects to be processed corresponding to the communication system based on the graph objects to be processed and the graph connection lines; A description vector determination module, configured to analyze the relevant information description vector corresponding to each of the communication gateway devices based on the associated object information description vector of the communication gateway device in the distribution map of the objects to be processed and the own object information description vector corresponding to the communication gateway device, wherein the own object information description vector is determined based on the device operation data of the communication gateway device; A description vector analysis module, used to analyze the abnormality degree corresponding to each of the communication gateway devices based on the relevant information description vector corresponding to the communication gateway device and the corresponding own object information description vector, wherein the abnormality degree is used to reflect the communication security degree corresponding to the communication gateway device; An abnormal device marking module, used to mark abnormal communication gateway devices in the communication system based on the abnormality degree; Wherein, the related information description vector corresponding to each communication gateway device is analyzed based on the associated object information description vector of the communication gateway device in the distribution map of the object to be processed and the corresponding object information description vector of the communication gateway device itself, including: Based on the object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas, a set of object information description vectors corresponding to the to-be-processed object distribution atlas is constructed; Performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed, wherein the integrated description vector set includes an integrated object information description vector corresponding to each map object to be processed, and the integrated object information description vector is generated based on performing a vector integration operation on the associated object information description vector corresponding to the map object to be processed; Marking the integrated object information description vector corresponding to each of the to-be-processed graph objects to mark it as a related information description vector corresponding to the communication gateway device; The step of performing a vector integration operation on the object information description vector set to output an integrated description vector set corresponding to the distribution map of the object to be processed includes: Performing a target number of determination operations on associated graph objects to be processed for each to-be-processed graph object corresponding to the object information description vector set, respectively, so as to visualize an associated to-be-processed graph object cluster corresponding to each to-be-processed graph object; Performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph; Determine an integrated description vector set based on the integrated object information description vector corresponding to each to-be-processed atlas object in the to-be-processed object distribution atlas; The step of performing a vector integration operation on each associated object information description vector corresponding to the associated to-be-processed graph object cluster to output an integrated object information description vector corresponding to each to-be-processed graph object in the to-be-processed object distribution graph includes: A vector integration neural network formed by network optimization is extracted, and the process of network optimization includes: performing a vector integration operation on each sample map object in the sample object distribution map to output a corresponding related information description vector; The vector integration neural network is used to perform a vector integration operation on the associated object information description vector corresponding to the associated graph object cluster to be processed, so as to output the integrated object information description vector corresponding to the graph object to be processed. The operation objects of the vector integration operation include the associated object information description vector and the own object information description vector.

6. The communication equipment management and control system according to claim 5, It is characterized in that The graph construction module is specifically used for: Marking the communication gateway device in the communication system to form a graph object to be processed, and forming a graph connection line between every two graph objects to be processed; Based on the data communication correlation information and data operation correlation information between the communication gateway devices corresponding to each two of the graph objects to be processed, the correlation characterization parameters between each two of the graph objects to be processed are analyzed, wherein the data communication correlation information is at least used to reflect the data interaction volume and data interaction times between the communication gateway devices, and the data operation correlation information is used to reflect the number of common network interaction devices between the communication network devices, and the network interaction device refers to a device that interacts with the communication network device; The corresponding correlation characterization parameters are respectively marked to be marked as corresponding correlation materialization information, and the correlation materialization information is configured to the graph connection line to obtain a corresponding distribution graph of the object to be processed.

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