A method and system for transmitting communication data

Abstract

The present invention provides a method and system for transmitting communication data, which relate to the technical field of data processing. In the present invention, a target communication gateway device set is constructed based on communication gateway devices that do not belong to abnormal communication gateway devices; an initial communication gateway device is determined in the target communication gateway device set; a terminal communication gateway device is determined in the target communication gateway device set; based on the abnormality level corresponding to each communication gateway device in the target communication gateway device set, and in combination with the communication connection relationship between every two communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device is determined in the target communication gateway device set, and the data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link. Based on the above method, the reliability of data transmission can be improved to a certain extent.

Description

Technical Field

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

[0002] In the data transmission process, generally one or more gateway devices are involved as intermediate nodes for data transmission. For example, a data sending device sends the data to be transmitted to an intermediate node, and then the intermediate node forwards the data to be transmitted to a data receiving device. However, in the prior art, there is a problem of low reliability of data transmission. Summary of the invention

[0003] In view of this, an object of the present invention is to provide a method and system for transmitting communication data, so as to improve the reliability of data transmission 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 transmitting communication data, comprising:

[0006] Determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device, any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set;

[0007] Determining an initial communication gateway device from the target communication gateway device set, the initial communication gateway device being in communication connection with a first communication terminal device to perform data transmission;

[0008] Determining a terminal communication gateway device from the target communication gateway device set, the terminal communication gateway device being communicatively connected to a second communication terminal device that is a target for data transmission;

[0009] Based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set, and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device is determined in the target communication gateway device set, and based on the communication connection link, the data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device, the starting point of the communication connection link is the initial communication gateway device, and the end point of the communication connection link is the terminal communication gateway device.

[0010] In some preferred embodiments, in the above-mentioned method for transmitting communication data, the step of determining an initial communication gateway device in the target communication gateway device set includes:

[0011] In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set;

[0012] In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have the maximum value.

[0013] In some preferred embodiments, in the above-mentioned method for transmitting communication data, the step of determining the terminal communication gateway device in the target communication gateway device set includes:

[0014] In the target communication gateway device set, each communication gateway device that is in communication connection with the target second communication terminal device for data transmission is determined to form a second candidate device set;

[0015] In the second candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, the terminal communication gateway device corresponding to the second communication terminal device is determined, and the terminal communication gateway device belongs to a communication gateway device in the second candidate device set whose corresponding abnormality degree does not have the maximum value.

[0016] In some preferred embodiments, in the above-mentioned method for transmitting communication data, based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set, and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device is determined, and based on the communication connection link, the step of transmitting the data to be transmitted from the first communication terminal device to the second communication terminal device includes:

[0017] Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected;

[0018] For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path;

[0019] Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link;

[0020] The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

[0021] In some preferred embodiments, in the above-mentioned method for transmitting communication data, the step of determining a traversal path in the traversal path set as a communication connection link based on the path abnormality degree corresponding to each traversal path in the traversal path set includes:

[0022] For each traversal path in the traversal path set, based on the path abnormality degree and the first characterization parameter corresponding to the traversal path, a first screening parameter corresponding to the traversal path is determined, wherein the first screening parameter and the path abnormality degree have a negative correlation corresponding relationship, the first screening parameter and the first characterization parameter have a negative correlation corresponding relationship, and the first characterization parameter and the discreteness of the abnormality degree corresponding to each communication gateway device included in the traversal path have a positive correlation corresponding relationship;

[0023] Respectively determine the path internal association parameters corresponding to each of the traversal paths;

[0024] Based on the corresponding path internal association parameter, respectively determine a second screening parameter corresponding to each of the traversal paths, wherein the second screening parameter is positively correlated with the path internal association parameter;

[0025] The first screening parameter and the second screening parameter are respectively fused to output a fused screening coefficient corresponding to each of the traversal paths;

[0026] The traversal path with the largest corresponding fusion screening coefficient is used as the communication connection link.

[0027] In some preferred embodiments, in the above-mentioned method for transmitting communication data, the step of respectively determining the path internal association parameters corresponding to each of the traversal paths includes:

[0028] Combining each two adjacent communication gateway devices in each of the traversal paths in sequence to form a corresponding communication gateway device combination, wherein the communication gateway device combination includes a first communication gateway device and a second communication gateway device;

[0029] Extracting the device operation data of the first communication gateway device to obtain corresponding first device operation data, and extracting the device operation data of the second communication gateway device to obtain corresponding second device operation data;

[0030] Performing feature mining processing on the first device operation data and the second device operation data respectively to form a corresponding first description vector and a corresponding second description vector;

[0031] Splicing an associated first description vector corresponding to the first communication gateway device and the first description vector to form a first spliced ​​description vector, wherein the associated first description vector belongs to a description vector corresponding to an adjacent communication gateway device corresponding to the first communication gateway device, the adjacent communication gateway device belongs to other communication gateway devices other than the second communication gateway device, and is the first communication gateway device itself when there is no other communication gateway device;

[0032] Splicing the associated second description vector corresponding to the second communication gateway device and the second description vector to form a second spliced ​​description vector, wherein the associated second description vector belongs to the description vector corresponding to the adjacent communication gateway device corresponding to the second communication gateway device, and the adjacent communication gateway device belongs to other communication gateway devices other than the first communication gateway device, and is the second communication gateway device itself when there is no other communication gateway device;

[0033] Based on the first spliced ​​description vector, performing a focus feature analysis on the first description vector to output a corresponding first focus description vector, and based on the second spliced ​​description vector, performing a focus feature analysis on the second description vector to output a corresponding second focus description vector;

[0034] Calculating vector similarity between the first focus description vector and the second focus description vector to output a device association coefficient corresponding to the communication gateway device combination;

[0035] For each of the traversal paths, based on the device association coefficient corresponding to each communication gateway device combination included in the traversal path, the path internal association parameter corresponding to the traversal path is determined.

[0036] In some preferred embodiments, in the above-mentioned method for transmitting communication data, the step of determining an abnormal communication gateway device among the multiple communication gateway devices included in the communication system includes:

[0037] 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;

[0038] 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;

[0039] 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;

[0040] Based on the abnormality level, abnormal communication gateway devices are marked in the communication system.

[0041] The embodiment of the present invention further provides a communication data transmission system, including:

[0042] A device set determination module is used to determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and to construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device, wherein any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set;

[0043] A first device determination module, configured to determine an initial communication gateway device from the target communication gateway device set, the initial communication gateway device being in communication connection with a first communication terminal device to be used for data transmission;

[0044] A second device determination module, used to determine an end communication gateway device in the target communication gateway device set, the end communication gateway device being in communication connection with a second communication terminal device of a target for data transmission;

[0045] A data transmission control module is used to determine, based on the abnormality level corresponding to each of the communication gateway devices in the target communication gateway device set and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link, the starting point of the communication connection link is the initial communication gateway device, and the end point of the communication connection link is the terminal communication gateway device.

[0046] In some preferred embodiments, in the above communication data transmission system, the first device determination module is specifically used to:

[0047] In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set;

[0048] In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have the maximum value.

[0049] In some preferred embodiments, in the above communication data transmission system, the data transmission control module is specifically used to:

[0050] Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected;

[0051] For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path;

[0052] Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link;

[0053] The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

[0054] A method and system for transmitting communication data provided by an embodiment of the present invention can construct a target communication gateway device set based on communication gateway devices that are not abnormal communication gateway devices; determine an initial communication gateway device in the target communication gateway device set; determine a terminal communication gateway device in the target communication gateway device set; based on the abnormality level corresponding to each communication gateway device in the target communication gateway device set, and in combination with the communication connection relationship between every two communication gateway devices in the target communication gateway device set, determine a communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link. Based on this, since the abnormal communication gateway device will be excluded in the first step, and then the communication connection link is further determined based on the corresponding abnormality level in the relatively safe communication network device, the determined communication connection link has a higher security, thereby improving the reliability of data transmission to a certain extent.

[0055] 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

[0056] Figure 1 A structural block diagram of a communication data transmission platform provided in an embodiment of the present invention.

[0057] Figure 2 A flow chart of the steps of the communication data transmission method provided in the embodiment of the present invention.

[0058] Figure 3 A schematic diagram of various modules included in a communication data transmission system provided in an embodiment of the present invention. DETAILED DESCRIPTION

[0059] 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.

[0060] 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.

[0061] like Figure 1 As shown, an embodiment of the present invention provides a communication data transmission platform, wherein the communication data transmission platform may include a memory and a processor.

[0062] 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 communication data transmission method provided by the embodiment of the present invention (as described later).

[0063] 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.

[0064] 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.

[0065] Optionally, in some implementations, the transmission platform of the communication data may be a server with data processing capabilities.

[0066] Combination Figure 2 The embodiment of the present invention further provides a method for transmitting communication data, which can be applied to the above communication data transmission platform. The method steps defined in the process related to the communication data transmission method can be implemented by the communication data transmission platform.

[0067] The following will Figure 2 The specific process shown is explained in detail.

[0068] Step S100: determining an abnormal communication gateway device among a plurality of communication gateway devices included in the communication system, and constructing a target communication gateway device set based on communication gateway devices that are not abnormal communication gateway devices.

[0069] In an embodiment of the present invention, the communication data transmission platform can determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device. Any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set.

[0070] Step S200: determining an initial communication gateway device from the target communication gateway device set.

[0071] In the embodiment of the present invention, the communication data transmission platform can determine an initial communication gateway device from the target communication gateway device set. The initial communication gateway device is in communication connection with a first communication terminal device to be used for data transmission.

[0072] Step S300, determining an end communication gateway device in the target communication gateway device set.

[0073] In the embodiment of the present invention, the communication data transmission platform can determine a terminal communication gateway device in the target communication gateway device set. The terminal communication gateway device is in communication connection with a second communication terminal device that is a target for data transmission.

[0074] Step S400, based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set, and combined with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, in the target communication gateway device set, determine the communication connection link including the initial communication gateway device and the terminal communication gateway device, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

[0075] In an embodiment of the present invention, the transmission platform of the communication data can determine the communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set based on the abnormality degree corresponding to each communication gateway device in the target communication gateway device set and in combination with the communication connection relationship between every two communication gateway devices in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link. The starting point of the communication connection link is the initial communication gateway device, and the end point of the communication connection link is the terminal communication gateway device.

[0076] Based on the above steps, such as step S100-step S400, since the abnormal communication gateway device will be excluded in the first step, and then the communication connection link is further determined based on the corresponding abnormality degree in the relatively safe communication network device, the determined communication connection link has a higher security, thereby improving the reliability of data transmission to a certain extent.

[0077] Optionally, in some embodiments, the above-mentioned step S100, i.e., the step of determining an abnormal communication gateway device among the multiple communication gateway devices included in the communication system, may include the following detailed contents, such as step S110, step S120, step S130 and step S140.

[0078] 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.

[0079] In an embodiment of the present invention, the transmission platform of the communication data can 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.

[0080] 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.

[0081] In an embodiment of the present invention, the transmission platform of the communication data 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.

[0082] 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.

[0083] In an embodiment of the present invention, the communication data transmission platform 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.

[0084] Step S140: Based on the abnormality level, abnormal communication gateway devices are marked in the communication system.

[0085] In the embodiment of the present invention, the transmission platform of the communication data may mark abnormal communication gateway devices in the communication system based on the abnormality degree.

[0086] 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.

[0087] 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:

[0088] 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;

[0089] 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;

[0090] 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.

[0091] 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:

[0092] 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.

[0093] 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:

[0094] 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;

[0095] 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;

[0096] 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.

[0097] 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:

[0098] 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;

[0099] 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;

[0100] 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.

[0101] 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:

[0102] 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;

[0103] 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.

[0104] 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:

[0105] 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;

[0106] 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.

[0107] 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:

[0108] 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.;

[0109] 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;

[0110] 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;

[0111] 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, and the specific value of the reference device quantity ratio is not limited, such as 0.1, 0.2, 0.3, etc. .

[0112] Optionally, in some implementations, the above step S200, i.e., the step of determining an initial communication gateway device from the target communication gateway device set, may further include the following details:

[0113] In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set;

[0114] In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have a maximum value. Exemplarily, it can be any communication gateway device, or it can also be a communication gateway device with the least data processing task.

[0115] Optionally, in some implementations, the above step S300, i.e., the step of determining the terminal communication gateway device in the target communication gateway device set, may further include the following details:

[0116] In the target communication gateway device set, each communication gateway device that is in communication connection with the target second communication terminal device for data transmission is determined to form a second candidate device set;

[0117] In the second candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, the terminal communication gateway device corresponding to the second communication terminal device is determined, and the terminal communication gateway device belongs to a communication gateway device in the second candidate device set whose corresponding abnormality degree does not have a maximum value. Exemplarily, it can be any communication gateway device, or it can also be a communication gateway device with the least data processing task.

[0118] Optionally, in some embodiments, the above step S400, i.e., based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, determining the communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmitting the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link, may further include the following details:

[0119] Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected;

[0120] For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path;

[0121] Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link;

[0122] The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

[0123] Optionally, in some implementations, the step of determining a traversal path in the traversal path set as a communication connection link based on the path abnormality degree corresponding to each traversal path in the traversal path set may further include the following details:

[0124] For each traversal path in the traversal path set, based on the path abnormality degree and the first characterization parameter corresponding to the traversal path, a first screening parameter corresponding to the traversal path is determined, wherein the first screening parameter and the path abnormality degree have a negative correlation corresponding relationship, the first screening parameter and the first characterization parameter have a negative correlation corresponding relationship, and the first characterization parameter and the discreteness of the abnormality degree corresponding to each communication gateway device included in the traversal path have a positive correlation corresponding relationship;

[0125] Respectively determine the path internal association parameters corresponding to each of the traversal paths;

[0126] Based on the corresponding path internal association parameter, respectively determine a second screening parameter corresponding to each of the traversal paths, wherein the second screening parameter is positively correlated with the path internal association parameter;

[0127] Performing fusion processing on the first screening parameter and the second screening parameter respectively, such as mean calculation or weighted summation, to output a fusion screening coefficient corresponding to each of the traversal paths;

[0128] The traversal path with the largest corresponding fusion screening coefficient is used as the communication connection link.

[0129] Optionally, in some implementations, the step of respectively determining the path internal association parameters corresponding to each of the traversal paths may further include the following details:

[0130] Combining each two adjacent communication gateway devices in each of the traversal paths in sequence to form a corresponding communication gateway device combination, wherein the communication gateway device combination includes a first communication gateway device and a second communication gateway device;

[0131] Extracting the device operation data of the first communication gateway device to obtain corresponding first device operation data, and extracting the device operation data of the second communication gateway device to obtain corresponding second device operation data;

[0132] Performing feature mining processing on the first device operation data and the second device operation data respectively to form a corresponding first description vector and a corresponding second description vector;

[0133] Splicing an associated first description vector corresponding to the first communication gateway device and the first description vector to form a first spliced ​​description vector, wherein the associated first description vector belongs to a description vector corresponding to an adjacent communication gateway device corresponding to the first communication gateway device, the adjacent communication gateway device belongs to other communication gateway devices other than the second communication gateway device, and is the first communication gateway device itself when there is no other communication gateway device;

[0134] Splicing the associated second description vector corresponding to the second communication gateway device and the second description vector to form a second spliced ​​description vector, wherein the associated second description vector belongs to the description vector corresponding to the adjacent communication gateway device corresponding to the second communication gateway device, and the adjacent communication gateway device belongs to other communication gateway devices other than the first communication gateway device, and is the second communication gateway device itself when there is no other communication gateway device;

[0135] Based on the first spliced ​​description vector, a focusing feature analysis is performed on the first description vector to output a corresponding first focused description vector. Exemplarily, the first description vector can be multiplied with a first parameter matrix formed by performing network optimization processing to obtain a first multiplication result. The first spliced ​​description vector can be multiplied with a second parameter matrix formed by performing network optimization processing to obtain a second multiplication result. The first spliced ​​description vector can be multiplied with a third parameter matrix formed by performing network optimization processing to obtain a third multiplication result. The transpose of the second multiplication result and the first multiplication result are multiplied to output a fourth multiplication result. The fourth multiplication result is then weighted based on the negative correlation coefficient of the vector dimension of the first description vector, and the weighted result is normalized. Finally, the normalized result and the third multiplication result can be multiplied to obtain the first focused description vector.

[0136] Based on the second concatenated description vector, performing focus feature analysis on the second description vector to output a corresponding second focus description vector, as described above;

[0137] Calculating vector similarity between the first focus description vector and the second focus description vector to output a device association coefficient corresponding to the communication gateway device combination;

[0138] For each of the traversal paths, based on the device association coefficient corresponding to each communication gateway device combination included in the traversal path, the path internal association parameter corresponding to the traversal path is determined. Exemplarily, the path internal association parameter may be the average of the device association coefficients corresponding to each communication gateway device combination included in the traversal path.

[0139] Combination Figure 3 The embodiment of the present invention further provides a communication data transmission system, which can be applied to the above communication data transmission platform. The communication data transmission system may include:

[0140] A device set determination module is used to determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and to construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device, wherein any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set;

[0141] A first device determination module, configured to determine an initial communication gateway device from the target communication gateway device set, the initial communication gateway device being in communication connection with a first communication terminal device to be used for data transmission;

[0142] A second device determination module, used to determine an end communication gateway device in the target communication gateway device set, the end communication gateway device being in communication connection with a second communication terminal device of a target for data transmission;

[0143] A data transmission control module is used to determine, based on the abnormality level corresponding to each of the communication gateway devices in the target communication gateway device set and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link, the starting point of the communication connection link is the initial communication gateway device, and the end point of the communication connection link is the terminal communication gateway device.

[0144] Optionally, in some implementation modes, the first device determination module is specifically configured to:

[0145] In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set;

[0146] In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have the maximum value.

[0147] Optionally, in some implementations, the data transmission control module is specifically used to:

[0148] Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected;

[0149] For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path;

[0150] Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link;

[0151] The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

[0152] In summary, the present invention provides a method and system for transmitting communication data, which can construct a target communication gateway device set based on communication gateway devices that do not belong to abnormal communication gateway devices; determine the initial communication gateway device in the target communication gateway device set; determine the terminal communication gateway device in the target communication gateway device set; based on the abnormality level corresponding to each communication gateway device in the target communication gateway device set, and in combination with the communication connection relationship between every two communication gateway devices in the target communication gateway device set, determine the communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link. Based on this, since the abnormal communication gateway device will be excluded in the first step, and then the communication connection link is further determined based on the corresponding abnormality level in the relatively safe communication network device, the determined communication connection link has a higher security, thereby improving the reliability of data transmission to a certain extent.

[0153] 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 transmitting communication data, characterized in that: include: Determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device, any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set; Determining an initial communication gateway device from the target communication gateway device set, the initial communication gateway device being in communication connection with a first communication terminal device to perform data transmission; Determining a terminal communication gateway device from the target communication gateway device set, the terminal communication gateway device being communicatively connected to a second communication terminal device that is a target for data transmission; Based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set, and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device is determined in the target communication gateway device set, and based on the communication connection link, the data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device, the starting point of the communication connection link is the initial communication gateway device, and the end point of the communication connection link is the terminal communication gateway device; The step of determining an abnormal communication gateway device among the multiple communication gateway devices included in the communication system includes: 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 object information description vector of the communication gateway device itself; 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; Based on the abnormality level, marking an abnormal communication gateway device in the communication system; Among them, the steps of marking the communication gateway devices in the communication system to form a graph object to be processed, and determining the graph connection lines between the graph objects to be processed based on each 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, 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.

2. The method for transmitting communication data according to claim 1, wherein: The step of determining an initial communication gateway device in the target communication gateway device set comprises: In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set; In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have the maximum value.

3. The method for transmitting communication data according to claim 1, wherein: The step of determining the terminal communication gateway device in the target communication gateway device set includes: In the target communication gateway device set, each communication gateway device that is in communication connection with the target second communication terminal device for data transmission is determined to form a second candidate device set; In the second candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, the terminal communication gateway device corresponding to the second communication terminal device is determined, and the terminal communication gateway device belongs to a communication gateway device in the second candidate device set whose corresponding abnormality degree does not have the maximum value.

4. The method for transmitting communication data according to claim 1, wherein: The step of determining, based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmitting the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link, comprises: Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected; For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path; Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link; The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

5. The method for transmitting communication data according to claim 4, characterized in that: The step of determining a traversal path in the traversal path set as a communication connection link based on the path abnormality degree corresponding to each traversal path in the traversal path set includes: For each traversal path in the traversal path set, based on the path abnormality degree and the first characterization parameter corresponding to the traversal path, a first screening parameter corresponding to the traversal path is determined, wherein the first screening parameter and the path abnormality degree have a negative correlation corresponding relationship, the first screening parameter and the first characterization parameter have a negative correlation corresponding relationship, and the first characterization parameter and the discreteness of the abnormality degree corresponding to each communication gateway device included in the traversal path have a positive correlation corresponding relationship; Respectively determine the path internal association parameters corresponding to each of the traversal paths; Based on the corresponding path internal association parameter, respectively determine a second screening parameter corresponding to each of the traversal paths, wherein the second screening parameter is positively correlated with the path internal association parameter; The first screening parameter and the second screening parameter are respectively fused to output a fused screening coefficient corresponding to each of the traversal paths; The traversal path with the largest corresponding fusion screening coefficient is used as the communication connection link.

6. The method for transmitting communication data according to claim 5, characterized in that: The step of respectively determining the path internal association parameters corresponding to each of the traversal paths comprises: Combining each two adjacent communication gateway devices in each of the traversal paths in sequence to form a corresponding communication gateway device combination, wherein the communication gateway device combination includes a first communication gateway device and a second communication gateway device; Extracting the device operation data of the first communication gateway device to obtain corresponding first device operation data, and extracting the device operation data of the second communication gateway device to obtain corresponding second device operation data; Performing feature mining processing on the first device operation data and the second device operation data respectively to form a corresponding first description vector and a corresponding second description vector; Splicing an associated first description vector corresponding to the first communication gateway device and the first description vector to form a first spliced ​​description vector, wherein the associated first description vector belongs to a description vector corresponding to an adjacent communication gateway device corresponding to the first communication gateway device, the adjacent communication gateway device belongs to other communication gateway devices other than the second communication gateway device, and is the first communication gateway device itself when there is no other communication gateway device; Splicing the associated second description vector corresponding to the second communication gateway device and the second description vector to form a second spliced ​​description vector, wherein the associated second description vector belongs to the description vector corresponding to the adjacent communication gateway device corresponding to the second communication gateway device, and the adjacent communication gateway device belongs to other communication gateway devices other than the first communication gateway device, and is the second communication gateway device itself when there is no other communication gateway device; Based on the first spliced ​​description vector, performing a focus feature analysis on the first description vector to output a corresponding first focus description vector, and based on the second spliced ​​description vector, performing a focus feature analysis on the second description vector to output a corresponding second focus description vector; Calculating vector similarity between the first focus description vector and the second focus description vector to output a device association coefficient corresponding to the communication gateway device combination; For each of the traversal paths, based on the device association coefficient corresponding to each communication gateway device combination included in the traversal path, the path internal association parameter corresponding to the traversal path is determined.

7. The method for transmitting communication data according to any one of claims 1 to 6, characterized in that: The step of determining an abnormal communication gateway device among the multiple communication gateway devices included in the communication system comprises: 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, abnormal communication gateway devices are marked in the communication system.

8. A communication data transmission system, characterized in that: include: A device set determination module is used to determine an abnormal communication gateway device among multiple communication gateway devices included in the communication system, and to construct a target communication gateway device set based on communication gateway devices that do not belong to the abnormal communication gateway device, wherein any one communication gateway device in the target communication gateway device set is communicatively connected with at least one other communication gateway device in the target communication gateway device set; A first device determination module, configured to determine an initial communication gateway device from the target communication gateway device set, the initial communication gateway device being in communication connection with a first communication terminal device to be used for data transmission; A second device determination module, used to determine an end communication gateway device in the target communication gateway device set, the end communication gateway device being in communication connection with a second communication terminal device of a target for data transmission; a data transmission control module, configured to determine, based on the abnormality degree corresponding to each of the communication gateway devices in the target communication gateway device set and in combination with the communication connection relationship between every two of the communication gateway devices in the target communication gateway device set, a communication connection link including the initial communication gateway device and the terminal communication gateway device in the target communication gateway device set, and transmit the data to be transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link, wherein the starting point of the communication connection link is the initial communication gateway device and the end point of the communication connection link is the terminal communication gateway device; Among the plurality of communication gateway devices included in the communication system, determining an abnormal communication gateway device comprises: 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 object information description vector of the communication gateway device itself; 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; Based on the abnormality level, marking an abnormal communication gateway device in the communication system; Among them, 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, including: 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, 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.

9. The communication data transmission system according to claim 8, characterized in that: The first device determination module is specifically used for: In the target communication gateway device set, each communication gateway device that is in communication connection with the first communication terminal device to perform data transmission is determined to form a first candidate device set; In the first candidate device set, based on the abnormality degree corresponding to each of the communication gateway devices, an initial communication gateway device corresponding to the first communication terminal device is determined, and the initial communication gateway device belongs to a communication gateway device in the first candidate device set whose corresponding abnormality degree does not have the maximum value.

10. The communication data transmission system according to claim 8, characterized in that: The data transmission control module is specifically used for: Taking the initial communication gateway device as the starting point and the terminal communication gateway device as the end point, based on the communication connection relationship between every two communication gateway devices in the target communication gateway device set, perform device traversal in the target communication gateway device set to form each traversal path, and based on each traversal path, combine to form a traversal path set, the starting point of each traversal path is the initial communication gateway device and the end point is the terminal communication gateway device, and in the traversal path, every two adjacent communication gateway devices are communicationally connected; For each traversal path in the traversal path set, based on the abnormality degree corresponding to each communication gateway device included in the traversal path, determine the path abnormality degree corresponding to the traversal path, wherein the path abnormality degree is used to reflect the communication security degree corresponding to the traversal path; Based on the path abnormality degree corresponding to each traversal path in the traversal path set, determining a traversal path in the traversal path set as a communication connection link; The data to be transmitted is transmitted from the first communication terminal device to the second communication terminal device based on the communication connection link.

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