CN117411821A - Data transmission method and system based on communication path matching - Google Patents
Data transmission method and system based on communication path matching Download PDFInfo
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- H—ELECTRICITY
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- H04L45/00—Routing or path finding of packets in data switching networks
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
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Abstract
The invention provides a data transmission method and a system based on communication path matching, and relates to the technical field of data processing. In the invention, at least one first candidate communication path is determined in a plurality of candidate communication paths based on the matching degree between data to be transmitted and each candidate communication path; for each first candidate communication path in at least one first candidate communication path, analyzing path equipment matching parameters corresponding to the first candidate communication path based on equipment operation log data of communication equipment included in the first candidate communication path; and determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on the path device matching parameters corresponding to each of the at least one first candidate communication path, and transmitting data to be transmitted from the data transmitting device to the data receiving device based on the confirmation communication path. Based on the method, the reliability of data transmission can be improved to a certain extent.
Description
Technical Field
The invention relates to the technical field of data processing, in particular to a data transmission method and system based on communication path matching.
Background
Between the data transmitting device and the data receiving device, there are generally disposed more communication devices which can be communicatively connected to each other so that a plurality of communication paths can be formed, and thus, the data transmission pressure of each communication path can be effectively relieved. However, in the prior art, a communication path is generally randomly determined to transmit data to be transmitted, and based on this, the problem of poor reliability of data transmission is easily transmitted.
Disclosure of Invention
In view of the above, the present invention is directed to a data transmission method and system based on communication path matching, so as to improve the reliability of data transmission to a certain extent.
In order to achieve the above purpose, the embodiment of the present invention adopts the following technical scheme:
a data transmission method based on communication path matching comprises the following steps:
determining a plurality of candidate communication paths between a data transmitting device and a data receiving device, and sequentially taking each candidate communication path of the plurality of candidate communication paths as a target communication path, wherein each candidate communication path comprises at least one communication device, each candidate communication path is in communication connection between the data transmitting device and the data receiving device, the data transmitting device is in communication connection with at least one communication device of the candidate communication paths, and the data receiving device is in communication connection with at least one communication device of the candidate communication paths;
Determining the matching degree between the data to be transmitted between the data sending equipment and the data receiving equipment and the target communication path;
determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path;
for each first candidate communication path in the at least one first candidate communication path, analyzing a path equipment matching parameter corresponding to the first candidate communication path based on equipment operation log data of communication equipment included in the first candidate communication path, wherein the path equipment matching parameter is used for reflecting the overall matching degree between the communication equipment included in the first candidate communication path;
and determining one first candidate communication path as an acknowledgement communication path in the at least one first candidate communication path based on path equipment matching parameters corresponding to each first candidate communication path in the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmitting equipment to the data receiving equipment based on the acknowledgement communication path.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of determining at least one first candidate communication path among the plurality of candidate communication paths based on a matching degree between the data to be transmitted and each of the candidate communication paths includes:
sorting the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path to form a candidate communication path sequence, and sorting the candidate communication paths according to the corresponding matching degree from large to small in the sorting process;
and screening out the target number of the candidate communication paths which are ranked in front in the candidate communication path sequence to serve as a first candidate communication path, wherein the target number is greater than or equal to 1.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of analyzing, for each of the at least one first candidate communication path, a path device matching parameter corresponding to the first candidate communication path based on device operation log data of a communication device included in the first candidate communication path includes:
Under the condition that the first candidate communication path comprises one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and carrying out parameter fusion processing on the device matching parameters between every two adjacent communication devices included in the first candidate communication path so as to output the path device matching parameters corresponding to the first candidate communication path.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of calculating, in a case where the first candidate communication path includes a plurality of communication devices, device matching parameters between each two adjacent communication devices based on device operation log data of the communication devices, respectively, includes:
for any two adjacent communication devices, marking the two adjacent communication devices as a first communication device and a second communication device respectively;
Extracting device running log data of the first communication device, marking the device running log data as first device running log data, and extracting device running log data of the second communication device, marking the device running log data as second device running log data, wherein the device running log data is used for reflecting a device running process of the first communication device or the second communication device;
and analyzing the device matching parameters between the two adjacent communication devices based on the first device running log data and the second device running log data.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of analyzing device matching parameters between the two adjacent communication devices based on the first device running log data and the second device running log data includes:
performing key information mining operation on the first device operation log data to output corresponding first operation data characteristic representations, and performing key information mining operation on the second device operation log data to output corresponding second operation data characteristic representations;
the first operation data characteristic representation is subjected to filtering processing through a first stage filtering unit so as to output a corresponding first filtering result, and the second operation data characteristic representation is subjected to filtering processing so as to output a corresponding second filtering result;
The method comprises the steps of performing transposition processing on a first filtering result output by a previous stage filtering unit and a first splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding first transposition splicing result, multiplying the first transposition splicing result and the first filtering result, performing parameter mapping processing on the multiplied result to output a corresponding first parameter mapping result, multiplying the first parameter mapping result and the first splicing result, and performing filtering processing on the multiplied result to output a corresponding first filtering result;
the method comprises the steps of performing transposition processing on a second filtering result output by a previous stage filtering unit and a second splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding second transposition splicing result, multiplying the second transposition splicing result and the second filtering result, performing parameter mapping processing on the multiplied result to output a corresponding second parameter mapping result, multiplying the second parameter mapping result and the second splicing result, and performing filtering processing on the multiplied result to output a corresponding second filtering result;
For the filtering unit of each stage, calculating the feature similarity of the first filtering result and the second filtering result output by the filtering unit so as to output the corresponding feature similarity;
and carrying out fusion processing on the feature similarity corresponding to the filtering unit of each stage to output the equipment matching parameters between the two adjacent communication equipment.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of determining, based on a path device matching parameter corresponding to each of the at least one first candidate communication path, one first candidate communication path as an acknowledgement communication path, and based on the acknowledgement communication path, transmitting the data to be transmitted from the data transmitting apparatus to the data receiving apparatus includes:
determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
And sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
In some preferred embodiments, in the above data transmission method based on communication path matching, the step of determining a matching degree between data to be transmitted between the data transmitting apparatus and the data receiving apparatus and the target communication path includes:
determining target path specification information for reflecting a target communication path, and determining target data specification information for reflecting data to be transmitted, the target path specification information being for reflecting data that has been historically transmitted by the target communication path, the target data specification information being for reflecting the data to be transmitted;
performing multidimensional key information mining operation on the target data description information to output corresponding multidimensional key information characteristic representations;
performing importance mining operation on the target path description information and the target data description information to output corresponding path importance parameter distribution and data importance parameter distribution;
According to the distribution of the path importance parameters, carrying out aggregation operation on the multi-dimensional key information characteristic representations so as to output corresponding aggregation key information characteristic representations;
performing multi-angle matching analysis operation on the aggregate key information feature representation to output corresponding multi-angle matching analysis data;
and according to the data importance parameter distribution, carrying out aggregation operation on the multi-angle matching analysis data to output corresponding aggregation matching analysis data, wherein the aggregation matching analysis data is used for reflecting the matching degree between the data to be transmitted and the target communication path.
The embodiment of the invention also provides a data transmission system based on communication path matching, which comprises:
a path initiation determining module, configured to determine a plurality of candidate communication paths between a data transmitting device and a data receiving device, and sequentially regarding each of the plurality of candidate communication paths as a target communication path, where each of the candidate communication paths includes at least one communication device, each of the candidate communication paths is communicatively connected between the data transmitting device and the data receiving device, the data transmitting device is communicatively connected with at least one of the candidate communication paths, and the data receiving device is communicatively connected with at least one of the candidate communication paths;
A data path matching module, configured to determine a matching degree between data to be transmitted between the data transmitting device and the data receiving device and the target communication path;
the candidate path screening module is used for determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path;
a path device matching module, configured to, for each of the at least one first candidate communication path, analyze, based on device operation log data of communication devices included in the first candidate communication path, a path device matching parameter corresponding to the first candidate communication path, where the path device matching parameter is used to reflect an overall matching degree between the communication devices included in the first candidate communication path;
the data transmission module is used for determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on path equipment matching parameters corresponding to each first candidate communication path in the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmission equipment to the data receiving equipment based on the confirmation communication path.
In some preferred embodiments, in the above data transmission system based on communication path matching, the path device matching module is specifically configured to:
under the condition that the first candidate communication path comprises one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and carrying out parameter fusion processing on the device matching parameters between every two adjacent communication devices included in the first candidate communication path so as to output the path device matching parameters corresponding to the first candidate communication path.
In some preferred embodiments, in the above data transmission system based on communication path matching, the data transmission module is specifically configured to:
determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
And sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
The data transmission method and the system based on the communication path matching provided by the embodiment of the invention can determine at least one first candidate communication path in a plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path; for each first candidate communication path in at least one first candidate communication path, analyzing path equipment matching parameters corresponding to the first candidate communication path based on equipment operation log data of communication equipment included in the first candidate communication path; and determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on the path device matching parameters corresponding to each of the at least one first candidate communication path, and transmitting data to be transmitted from the data transmitting device to the data receiving device based on the confirmation communication path. Based on the foregoing, in the process of determining the communication path, the reliability of the determined communication path is higher by two-stage screening, so that the reliability of data transmission can be improved to a certain extent.
In order to make the above objects, features and advantages of the present invention more comprehensible, preferred embodiments accompanied with figures are described in detail below.
Drawings
Fig. 1 is a block diagram of a data transmission platform based on communication path matching according to an embodiment of the present invention.
Fig. 2 is a flowchart illustrating steps included in a data transmission method based on communication path matching according to an embodiment of the present invention.
Fig. 3 is a schematic diagram of each module included in a data transmission system based on communication path matching according to an embodiment of the present invention.
Detailed Description
For the purpose of making the objects, technical solutions and advantages of the embodiments of the present invention more apparent, the technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention, and it is apparent that the described embodiments are only some embodiments of the present invention, but not all embodiments of the present invention. The components of the embodiments of the present invention generally described and illustrated in the figures herein may be arranged and designed in a wide variety of different configurations.
Thus, the following detailed description of the embodiments of the invention, as presented in the figures, is not intended to limit the scope of the invention, as claimed, but is merely representative of selected embodiments of the invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
As shown in fig. 1, the embodiment of the invention provides a data transmission platform based on communication path matching. Wherein the communication path matching based data transmission platform may include a memory and a processor.
In detail, the memory and the processor are electrically connected directly or indirectly to realize transmission or interaction of data. For example, electrical connection may be made to each other via one or more communication buses or signal lines. The memory may store at least one software functional module (computer program) that may exist in the form of software or firmware. The processor may be configured to execute an executable computer program stored in the memory, thereby implementing a data transmission method based on communication path matching provided by an embodiment of the present invention (as described later).
Alternatively, in some embodiments, the Memory may be, but is not limited to, random access Memory (Random Access Memory, RAM), read Only Memory (ROM), programmable Read Only Memory (Programmable Read-Only Memory, PROM), erasable Read Only Memory (Erasable Programmable Read-Only Memory, EPROM), electrically erasable Read Only Memory (Electric Erasable Programmable Read-Only Memory, EEPROM), and the like.
Alternatively, in some embodiments, the processor may be a general purpose processor, including a central processing unit (Central Processing Unit, CPU), a network processor (Network Processor, NP), a System on Chip (SoC), etc.; but also Digital Signal Processors (DSPs), application Specific Integrated Circuits (ASICs), field Programmable Gate Arrays (FPGAs) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components.
Alternatively, in some embodiments, the data transmission platform based on communication path matching may be a server with data processing capability.
With reference to fig. 2, the embodiment of the invention further provides a data transmission method based on communication path matching, which can be applied to the data transmission platform based on communication path matching. The method steps defined by the flow related to the data transmission method based on the communication path matching can be realized by the data transmission platform based on the communication path matching.
The specific flow shown in fig. 2 will be described in detail.
Step S100, determining a plurality of candidate communication paths between the data transmitting apparatus and the data receiving apparatus, and sequentially taking each of the plurality of candidate communication paths as a target communication path.
In the embodiment of the invention, the data transmission platform based on the communication path matching can determine a plurality of candidate communication paths between the data sending device and the data receiving device, and sequentially takes each candidate communication path in the plurality of candidate communication paths as a target communication path. Each of the candidate communication paths includes at least one communication device, each of the candidate communication paths being communicatively coupled between the data transmitting device and the data receiving device, the data transmitting device being communicatively coupled to at least one of the candidate communication paths, the data receiving device being communicatively coupled to at least one of the candidate communication paths.
And step 200, determining the matching degree between the data to be transmitted between the data transmitting device and the data receiving device and the target communication path.
In the embodiment of the invention, the data transmission platform based on the communication path matching can determine the matching degree between the data to be transmitted between the data sending equipment and the data receiving equipment and the target communication path.
And step S300, determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path.
In the embodiment of the present invention, the data transmission platform based on communication path matching may determine at least one first candidate communication path among the plurality of candidate communication paths based on a matching degree between the data to be transmitted and each of the candidate communication paths.
Step S400, for each of the at least one first candidate communication path, analyzing a path device matching parameter corresponding to the first candidate communication path based on device operation log data of a communication device included in the first candidate communication path.
In the embodiment of the present invention, the data transmission platform based on communication path matching may analyze, for each of the at least one first candidate communication path, a path device matching parameter corresponding to the first candidate communication path based on device operation log data of a communication device included in the first candidate communication path. The path device matching parameter is used to reflect an overall degree of matching between communication devices included in the first candidate communication path.
Step S500, determining a first candidate communication path as a confirmation communication path in the at least one first candidate communication path based on the path device matching parameter corresponding to each of the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmitting device to the data receiving device based on the confirmation communication path.
In the embodiment of the present invention, the data transmission platform based on communication path matching may determine, based on a path device matching parameter corresponding to each of the at least one first candidate communication path, one first candidate communication path as a confirmation communication path in the at least one first candidate communication path, and send the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
Based on the foregoing, in the process of determining the communication path, as in step S100-step S500, the reliability of the determined communication path is higher by two-stage screening, so that the reliability of data transmission can be improved to a certain extent.
Optionally, in some embodiments, the step S200 described above, that is, the step of determining the matching degree between the data to be transmitted between the data transmitting device and the data receiving device and the target communication path, may further include the following, for example, including step S110, step S120, step S130, step S140, step S150, and step S160.
Step S110, determining target path specification information for reflecting the target communication path, and determining target data specification information for reflecting the data to be transmitted.
In the embodiment of the invention, the data transmission platform based on communication path matching can determine target path description information for reflecting a target communication path and determine target data description information for reflecting data to be transmitted. The target path specification information is used for reflecting data which is transmitted by the target communication path historically, and the target data specification information is used for reflecting the data to be transmitted. The target communication path may include at least one communication device, for example.
And step S120, carrying out multi-dimensional key information mining operation on the target data description information so as to output corresponding multi-dimensional key information characteristic representation.
In the embodiment of the invention, the data transmission platform based on communication path matching can perform multi-dimensional key information mining operation on the target data description information so as to output corresponding multi-dimensional key information characteristic representation. The target data specification information may be subjected to a key information mining operation by a plurality of key information mining units, respectively, to output a plurality of key information feature representations, and thus the plurality of key information feature representations may be regarded as the multi-dimensional key information feature representations. In addition, the key information mining operation may be that the target data specification information is mapped to a feature space, and then a convolution operation or a filtering process is performed to obtain a key information feature representation.
And step S130, carrying out importance mining operation on the target path description information and the target data description information to output corresponding path importance parameter distribution and data importance parameter distribution.
In the embodiment of the invention, the data transmission platform based on communication path matching can carry out importance mining operation on the target path description information and the target data description information so as to output corresponding path importance parameter distribution and data importance parameter distribution.
Step S140, performing an aggregation operation on the multi-dimensional key information feature representations according to the path importance parameter distribution, so as to output corresponding aggregated key information feature representations.
In the embodiment of the invention, the data transmission platform based on communication path matching can aggregate the multi-dimensional key information feature representation according to the path importance parameter distribution so as to output a corresponding aggregate key information feature representation. That is, the aggregation operation is performed on the key information feature representations of the multiple dimensions corresponding to the plurality of key information feature representations.
And step S150, carrying out multi-angle matching analysis operation on the aggregate key information feature representation so as to output corresponding multi-angle matching analysis data.
In the embodiment of the invention, the data transmission platform based on communication path matching can perform multi-angle matching analysis operation on the aggregate key information feature representation so as to output corresponding multi-angle matching analysis data. For example, the aggregate key information feature representation may be subjected to a matching analysis operation by a plurality of matching analysis units, respectively, to output a plurality of matching analysis data. That is, the plurality of match analysis data may be regarded as the match analysis data of the plurality of angles.
Step S160, performing an aggregation operation on the multi-angle matching analysis data according to the data importance parameter distribution, so as to output corresponding aggregated matching analysis data.
In the embodiment of the invention, the data transmission platform based on the communication path matching can aggregate the multi-angle matching analysis data according to the data importance parameter distribution so as to output corresponding aggregate matching analysis data. The aggregate match analysis data is configured to reflect a degree of match between the data to be transmitted and the target communication path. That is, the plurality of matching analysis data corresponding to the multi-angle matching analysis data are aggregated.
Based on the above, in the step S110 to the step S160, the multi-dimensional key information mining operation and the multi-angle matching analysis operation are performed, so that the combination analysis is performed according to the path importance parameter distribution and the data importance parameter distribution, so that the reliability of the determined matching degree is higher, the reliability of the path matching can be improved to a certain extent, and the problem of poor reliability in the prior art is further solved.
Optionally, in some embodiments, the step of determining the target path specification information for reflecting the target communication path and determining the target data specification information for reflecting the data to be transmitted in step S110 may further include the following:
determining each piece of historical data transmitted by a target communication path in history, and determining historical transmission time information corresponding to each piece of historical data;
determining a data sampling parameter corresponding to each piece of historical data based on the corresponding historical transmission time information, and performing sampling processing on each piece of historical data based on the corresponding data sampling parameter to output corresponding historical sampling data, wherein the data sampling parameter corresponding to the historical data with earlier corresponding historical transmission time information is smaller than the data sampling parameter corresponding to the historical data with later corresponding historical transmission time information, that is, the data volume of the historical sampling data corresponding to the historical data with earlier corresponding historical transmission time information is smaller than the data volume of the historical sampling data corresponding to the historical data with later corresponding historical transmission time information;
Sequencing and combining the historical sampling data corresponding to each piece of historical data according to the sequence relation between the corresponding historical transmission time information to obtain target path description information for reflecting the target communication path;
and carrying out average value calculation on the data sampling parameters corresponding to each piece of historical data to output corresponding average value data sampling parameters, carrying out sampling processing on data to be transmitted based on the average value data sampling parameters to output corresponding target data description information, and extracting keywords from the data to be transmitted to obtain a corresponding keyword set and then sampling keywords included in the keyword set based on the average value data sampling parameters.
Optionally, in some embodiments, the step S130 of performing the importance mining operation on the target path specification information and the target data specification information to output a corresponding path importance parameter distribution and data importance parameter distribution may further include the following:
performing key information mining operation on the target data description information to output a corresponding first key information feature representation, and performing parameter decimation operation on the first key information feature representation to output a corresponding decimated key information feature representation, wherein the parameter decimation operation may refer to sliding a window on the first key information feature representation, and then, representing all feature representation parameters in the window by an average value of feature representation parameters in the window;
Performing key information mining operation on the target path description information to output a corresponding second key information characteristic representation;
the second key information feature representation and the decimated key information feature representation are subjected to a difference minimization operation to output a corresponding path importance parameter distribution and a corresponding data importance parameter distribution, which may be referred to as, for example, a number of discrete function values { f1, f2, …, fn } of a known function, by adjusting a number of coefficients f (λ1, λ2, …, λn) to be determined in the function such that the difference (least squares meaning) of the function from a set of known points is minimized.
Optionally, in some embodiments, the step of performing a difference minimization operation on the second key information feature representation and the decimated key information feature representation to output a corresponding path importance parameter distribution and a corresponding data importance parameter distribution may further include the following:
performing a difference minimization operation on the second key information feature representation and the decimated key information feature representation, and outputting first minimized output data and second minimized output data;
And respectively carrying out parameter mapping operation on the first minimized output data and the second minimized output data, and outputting a corresponding path importance parameter distribution and a corresponding data importance parameter distribution, wherein the parameter mapping operation can be used for mapping included parameters to intervals 0-1.
Optionally, in some embodiments, the multi-dimensional key information feature representation includes a plurality of data key information feature representations, and the parameters in the path importance parameter distribution are used to reflect the importance of the corresponding data key information feature representations, based on this, step S140, that is, the step of performing an aggregation operation on the multi-dimensional key information feature representations according to the path importance parameter distribution to output the corresponding aggregated key information feature representations, may further include the following steps:
according to the path importance parameter distribution, the multiple data key information feature representations are subjected to aggregation operation according to importance so as to output corresponding aggregation key information feature representations, that is, the path importance parameters included in the path importance parameter distribution can be used as weighting coefficients, the multiple data key information feature representations are subjected to weighted superposition, and therefore the multi-dimensional key information feature representations can be subjected to aggregation operation so as to output corresponding aggregation key information feature representations.
Optionally, in some embodiments, the multi-angle matching analysis data includes a plurality of original matching analysis data, and the parameters in the data importance parameter distribution are used to reflect the importance of the corresponding original matching analysis data, based on this, step S160, that is, the step of performing an aggregation operation on the multi-angle matching analysis data according to the data importance parameter distribution, so as to output corresponding aggregated matching analysis data may further include the following contents:
performing an excitation mapping operation on the plurality of raw match analysis data to output a corresponding plurality of excitation mapping output data, the excitation mapping operation being implemented by an excitation function, for example;
and according to the data importance parameter distribution, performing an aggregation operation according to importance on the plurality of excitation mapping output data to output corresponding aggregation matching analysis data, that is, the data importance parameters included in the data importance parameter distribution can be used as weighting coefficients to perform weighted superposition on the plurality of excitation mapping output data, so that the plurality of excitation mapping output data can be subjected to the aggregation operation according to importance to output corresponding aggregation matching analysis data.
Optionally, in some embodiments, the data transmission method based on communication path matching may further include the following:
extracting a primary exemplary information combination having primary identification information, the primary exemplary information combination including primary exemplary path specification information for reflecting a primary exemplary communication path and primary exemplary data specification information for reflecting primary exemplary transmission data, the primary identification information being for reflecting an actual degree of matching between the primary exemplary transmission data and the primary exemplary communication path;
loading the primary exemplary information combination to be loaded into a built primary path matching model, and analyzing primary matching analysis data corresponding to the primary exemplary information combination, wherein the primary matching analysis data is used for reflecting the predicted matching degree between the primary exemplary transmission data and the primary exemplary communication path;
performing model updating operation on the primary path matching model based on primary matching analysis data and the primary identification information of the primary exemplary information combination so as to output a corresponding intermediate path matching model;
Extracting a high-level exemplary information combination having high-level identification information for reflecting an actual degree of matching between high-level exemplary transmission data and the target communication path, the high-level exemplary information combination including the target path specification information and high-level exemplary data specification information for reflecting high-level exemplary transmission data;
loading the advanced exemplary information combination to load into the intermediate path matching model, and analyzing advanced matching analysis data corresponding to the advanced exemplary information combination, wherein the advanced matching analysis data is used for reflecting the predicted matching degree between the advanced exemplary transmission data and the target communication path;
and performing a model updating operation on the intermediate path matching model, that is, updating included model parameters, based on the advanced matching analysis data and the advanced identification information included in the advanced exemplary information combination, so as to output a corresponding target path matching model, where the target path matching model is used for analyzing aggregate matching analysis data corresponding to the data to be transmitted and the corresponding target communication path based on the target path specification information and the target data specification information, that is, the step S120-step S160 may be performed through the target path matching model.
Based on the above, the intermediate path matching model is obtained based on a plurality of primary exemplary information combinations, and in the training process of the intermediate path matching model, parameters of different key information mining units gradually differ, so that the different key information mining units focus on mining different data key information, and corresponding data key information characteristic representations are obtained. In addition, the parameters of different matching analysis units also gradually differ.
Optionally, in some embodiments, the step S300 of determining at least one first candidate communication path from the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path may further include the following:
sorting the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path to form a candidate communication path sequence, and sorting the candidate communication paths according to the corresponding matching degree from large to small in the sorting process;
and screening out the target number of the candidate communication paths which are ranked in front in the candidate communication path sequence to serve as a first candidate communication path, wherein the target number is greater than or equal to 1.
Optionally, in some embodiments, the step S400, that is, the step of analyzing, for each of the at least one first candidate communication paths, the path device matching parameter corresponding to the first candidate communication path based on the device operation log data of the communication device included in the first candidate communication path may further include the following:
when the first candidate communication path includes one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter, where the first preset matching parameter may have a maximum value in the path device matching parameters;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and performing parameter fusion processing, such as mean value calculation, on the device matching parameters between every two adjacent communication devices included in the first candidate communication path, so as to output path device matching parameters corresponding to the first candidate communication path.
Optionally, in some embodiments, where the first candidate communication path includes a plurality of communication devices, the step of calculating device matching parameters between each two adjacent communication devices based on device running log data of the communication devices, respectively, may further include the following:
for any two adjacent communication devices, marking the two adjacent communication devices as a first communication device and a second communication device respectively;
extracting device running log data of the first communication device, marking the device running log data as first device running log data, and extracting device running log data of the second communication device, marking the device running log data as second device running log data, wherein the device running log data is used for reflecting a device running process of the first communication device or the second communication device;
and analyzing the device matching parameters between the two adjacent communication devices based on the first device running log data and the second device running log data.
Optionally, in some embodiments, the step of analyzing the device matching parameters between the two adjacent communication devices based on the first device running log data and the second device running log data may further include the following:
Performing key information mining operation on the first device operation log data to output corresponding first operation data characteristic representations, and performing key information mining operation on the second device operation log data to output corresponding second operation data characteristic representations;
the first operation data characteristic representation is subjected to filtering processing through a first stage filtering unit so as to output a corresponding first filtering result, and the second operation data characteristic representation is subjected to filtering processing so as to output a corresponding second filtering result;
the method comprises the steps of performing transposition processing on a first filtering result output by a previous stage filtering unit and a first splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding first transposition splicing result, multiplying the first transposition splicing result and the first filtering result, performing parameter mapping processing on the multiplied result, such as mapping to an interval 0-1, to output a corresponding first parameter mapping result, multiplying the first parameter mapping result and the first splicing result, and performing filtering processing on the multiplied result to output a corresponding first filtering result;
The method comprises the steps of performing transposition processing on a second filtering result output by a previous stage filtering unit and a second splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding second transposition splicing result, multiplying the second transposition splicing result and the second filtering result, performing parameter mapping processing on the multiplied result to output a corresponding second parameter mapping result, multiplying the second parameter mapping result and the second splicing result, and performing filtering processing on the multiplied result to output a corresponding second filtering result;
for the filtering unit of each stage, calculating the feature similarity of the first filtering result and the second filtering result output by the filtering unit so as to output the corresponding feature similarity; illustratively, the filtering units may be plural and connected in cascade in sequence;
and carrying out fusion processing, such as mean value calculation, on the feature similarity corresponding to the filtering unit of each stage so as to output the equipment matching parameters between the two adjacent communication equipment.
Optionally, in some embodiments, the step S500, that is, the step of determining, based on the path device matching parameter corresponding to each of the at least one first candidate communication path, one first candidate communication path as an acknowledgement communication path, and based on the acknowledgement communication path, sending the data to be transmitted from the data sending device to the data receiving device may further include:
Determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
and sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
With reference to fig. 3, the embodiment of the invention further provides a data transmission system based on communication path matching, which can be applied to the data transmission platform based on communication path matching. Wherein, the data transmission system based on communication path matching may include:
a path initiation determining module, configured to determine a plurality of candidate communication paths between a data transmitting device and a data receiving device, and sequentially regarding each of the plurality of candidate communication paths as a target communication path, where each of the candidate communication paths includes at least one communication device, each of the candidate communication paths is communicatively connected between the data transmitting device and the data receiving device, the data transmitting device is communicatively connected with at least one of the candidate communication paths, and the data receiving device is communicatively connected with at least one of the candidate communication paths;
A data path matching module, configured to determine a matching degree between data to be transmitted between the data transmitting device and the data receiving device and the target communication path;
the candidate path screening module is used for determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path;
a path device matching module, configured to, for each of the at least one first candidate communication path, analyze, based on device operation log data of communication devices included in the first candidate communication path, a path device matching parameter corresponding to the first candidate communication path, where the path device matching parameter is used to reflect an overall matching degree between the communication devices included in the first candidate communication path;
the data transmission module is used for determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on path equipment matching parameters corresponding to each first candidate communication path in the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmission equipment to the data receiving equipment based on the confirmation communication path.
Optionally, in some embodiments, the path device matching module is specifically configured to:
under the condition that the first candidate communication path comprises one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and carrying out parameter fusion processing on the device matching parameters between every two adjacent communication devices included in the first candidate communication path so as to output the path device matching parameters corresponding to the first candidate communication path.
Optionally, in some embodiments, the data transmission module is specifically configured to:
determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
And sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
In summary, according to the data transmission method and system based on communication path matching provided by the invention, at least one first candidate communication path can be determined in a plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path; for each first candidate communication path in at least one first candidate communication path, analyzing path equipment matching parameters corresponding to the first candidate communication path based on equipment operation log data of communication equipment included in the first candidate communication path; and determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on the path device matching parameters corresponding to each of the at least one first candidate communication path, and transmitting data to be transmitted from the data transmitting device to the data receiving device based on the confirmation communication path. Based on the foregoing, in the process of determining the communication path, the reliability of the determined communication path is higher by two-stage screening, so that the reliability of data transmission can be improved to a certain extent.
The above description is only of the preferred embodiments of the present invention and is not intended to limit the present invention, but various modifications and variations can be made to the present invention by those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention should be included in the protection scope of the present invention.
Claims (10)
1. A data transmission method based on communication path matching, comprising:
determining a plurality of candidate communication paths between a data transmitting device and a data receiving device, and sequentially taking each candidate communication path of the plurality of candidate communication paths as a target communication path, wherein each candidate communication path comprises at least one communication device, each candidate communication path is in communication connection between the data transmitting device and the data receiving device, the data transmitting device is in communication connection with at least one communication device of the candidate communication paths, and the data receiving device is in communication connection with at least one communication device of the candidate communication paths;
determining the matching degree between the data to be transmitted between the data sending equipment and the data receiving equipment and the target communication path;
Determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path;
for each first candidate communication path in the at least one first candidate communication path, analyzing a path equipment matching parameter corresponding to the first candidate communication path based on equipment operation log data of communication equipment included in the first candidate communication path, wherein the path equipment matching parameter is used for reflecting the overall matching degree between the communication equipment included in the first candidate communication path;
and determining one first candidate communication path as an acknowledgement communication path in the at least one first candidate communication path based on path equipment matching parameters corresponding to each first candidate communication path in the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmitting equipment to the data receiving equipment based on the acknowledgement communication path.
2. The communication path matching-based data transmission method as claimed in claim 1, wherein the step of determining at least one first candidate communication path among the plurality of candidate communication paths based on a degree of matching between the data to be transmitted and each of the candidate communication paths comprises:
Sorting the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path to form a candidate communication path sequence, and sorting the candidate communication paths according to the corresponding matching degree from large to small in the sorting process;
and screening out the target number of the candidate communication paths which are ranked in front in the candidate communication path sequence to serve as a first candidate communication path, wherein the target number is greater than or equal to 1.
3. The communication path matching-based data transmission method according to claim 1, wherein the step of analyzing, for each of the at least one first candidate communication path, a path device matching parameter corresponding to the first candidate communication path based on device operation log data of a communication device included in the first candidate communication path, includes:
under the condition that the first candidate communication path comprises one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and carrying out parameter fusion processing on the device matching parameters between every two adjacent communication devices included in the first candidate communication path so as to output the path device matching parameters corresponding to the first candidate communication path.
4. A data transmission method based on communication path matching as claimed in claim 3, wherein the step of calculating device matching parameters between each two adjacent communication devices, respectively, based on device operation log data of the communication devices, in the case where the first candidate communication path includes a plurality of communication devices, comprises:
for any two adjacent communication devices, marking the two adjacent communication devices as a first communication device and a second communication device respectively;
extracting device running log data of the first communication device, marking the device running log data as first device running log data, and extracting device running log data of the second communication device, marking the device running log data as second device running log data, wherein the device running log data is used for reflecting a device running process of the first communication device or the second communication device;
and analyzing the device matching parameters between the two adjacent communication devices based on the first device running log data and the second device running log data.
5. The communication path matching-based data transmission method according to claim 4, wherein the step of analyzing the device matching parameters between the two adjacent communication devices based on the first device operation log data and the second device operation log data, comprises:
Performing key information mining operation on the first device operation log data to output corresponding first operation data characteristic representations, and performing key information mining operation on the second device operation log data to output corresponding second operation data characteristic representations;
the first operation data characteristic representation is subjected to filtering processing through a first stage filtering unit so as to output a corresponding first filtering result, and the second operation data characteristic representation is subjected to filtering processing so as to output a corresponding second filtering result;
the method comprises the steps of performing transposition processing on a first filtering result output by a previous stage filtering unit and a first splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding first transposition splicing result, multiplying the first transposition splicing result and the first filtering result, performing parameter mapping processing on the multiplied result to output a corresponding first parameter mapping result, multiplying the first parameter mapping result and the first splicing result, and performing filtering processing on the multiplied result to output a corresponding first filtering result;
The method comprises the steps of performing transposition processing on a second filtering result output by a previous stage filtering unit and a second splicing result of input data of the previous stage filtering unit through a next stage filtering unit to output a corresponding second transposition splicing result, multiplying the second transposition splicing result and the second filtering result, performing parameter mapping processing on the multiplied result to output a corresponding second parameter mapping result, multiplying the second parameter mapping result and the second splicing result, and performing filtering processing on the multiplied result to output a corresponding second filtering result;
for the filtering unit of each stage, calculating the feature similarity of the first filtering result and the second filtering result output by the filtering unit so as to output the corresponding feature similarity;
and carrying out fusion processing on the feature similarity corresponding to the filtering unit of each stage to output the equipment matching parameters between the two adjacent communication equipment.
6. The data transmission method based on communication path matching according to claim 1, wherein the step of determining one first candidate communication path among the at least one first candidate communication path as an acknowledgement communication path based on a path device matching parameter corresponding to each of the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmission apparatus to the data reception apparatus based on the acknowledgement communication path, comprises:
Determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
and sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
7. The data transmission method based on communication path matching according to any one of claims 1 to 6, wherein the step of determining a degree of matching between data to be transmitted between the data transmitting apparatus and the data receiving apparatus and the target communication path includes:
determining target path specification information for reflecting a target communication path, and determining target data specification information for reflecting data to be transmitted, the target path specification information being for reflecting data that has been historically transmitted by the target communication path, the target data specification information being for reflecting the data to be transmitted;
Performing multidimensional key information mining operation on the target data description information to output corresponding multidimensional key information characteristic representations;
performing importance mining operation on the target path description information and the target data description information to output corresponding path importance parameter distribution and data importance parameter distribution;
according to the distribution of the path importance parameters, carrying out aggregation operation on the multi-dimensional key information characteristic representations so as to output corresponding aggregation key information characteristic representations;
performing multi-angle matching analysis operation on the aggregate key information feature representation to output corresponding multi-angle matching analysis data;
and according to the data importance parameter distribution, carrying out aggregation operation on the multi-angle matching analysis data to output corresponding aggregation matching analysis data, wherein the aggregation matching analysis data is used for reflecting the matching degree between the data to be transmitted and the target communication path.
8. A data transmission system based on communication path matching, comprising:
a path initiation determining module, configured to determine a plurality of candidate communication paths between a data transmitting device and a data receiving device, and sequentially regarding each of the plurality of candidate communication paths as a target communication path, where each of the candidate communication paths includes at least one communication device, each of the candidate communication paths is communicatively connected between the data transmitting device and the data receiving device, the data transmitting device is communicatively connected with at least one of the candidate communication paths, and the data receiving device is communicatively connected with at least one of the candidate communication paths;
A data path matching module, configured to determine a matching degree between data to be transmitted between the data transmitting device and the data receiving device and the target communication path;
the candidate path screening module is used for determining at least one first candidate communication path in the plurality of candidate communication paths based on the matching degree between the data to be transmitted and each candidate communication path;
a path device matching module, configured to, for each of the at least one first candidate communication path, analyze, based on device operation log data of communication devices included in the first candidate communication path, a path device matching parameter corresponding to the first candidate communication path, where the path device matching parameter is used to reflect an overall matching degree between the communication devices included in the first candidate communication path;
the data transmission module is used for determining one first candidate communication path from the at least one first candidate communication path as a confirmation communication path based on path equipment matching parameters corresponding to each first candidate communication path in the at least one first candidate communication path, and transmitting the data to be transmitted from the data transmission equipment to the data receiving equipment based on the confirmation communication path.
9. The communication path matching based data transmission system of claim 8, wherein the path device matching module is specifically configured to:
under the condition that the first candidate communication path comprises one communication device, configuring a path device matching parameter corresponding to the first candidate communication path as a first preset matching parameter;
in the case that the first candidate communication path includes a plurality of communication devices, respectively calculating device matching parameters between every two adjacent communication devices, which are devices having a data transmission adjacency relationship in the first candidate communication path, based on device operation log data of the communication devices; and carrying out parameter fusion processing on the device matching parameters between every two adjacent communication devices included in the first candidate communication path so as to output the path device matching parameters corresponding to the first candidate communication path.
10. The communication path matching based data transmission system of claim 8, wherein the data transmission module is specifically configured to:
determining one first candidate communication path with the largest corresponding path equipment matching parameter in the at least one first candidate communication path based on the path equipment matching parameter corresponding to each first candidate communication path in the at least one first candidate communication path;
And sending the data to be transmitted from the data sending device to the data receiving device based on the confirmation communication path.
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