CN110958218B - Data transmission method based on multi-network communication and related equipment - Google Patents

Data transmission method based on multi-network communication and related equipment Download PDF

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CN110958218B
CN110958218B CN201910985255.0A CN201910985255A CN110958218B CN 110958218 B CN110958218 B CN 110958218B CN 201910985255 A CN201910985255 A CN 201910985255A CN 110958218 B CN110958218 B CN 110958218B
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data file
data
network
processing
communication
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CN110958218A (en
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李雄锋
牟刊
谭建波
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Ping An International Smart City Technology Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/06Protocols specially adapted for file transfer, e.g. file transfer protocol [FTP]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60Protecting data
    • G06F21/602Providing cryptographic facilities or services
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/02Network architectures or network communication protocols for network security for separating internal from external traffic, e.g. firewalls
    • H04L63/0227Filtering policies
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/04Network architectures or network communication protocols for network security for providing a confidential data exchange among entities communicating through data packet networks
    • H04L63/0428Network architectures or network communication protocols for network security for providing a confidential data exchange among entities communicating through data packet networks wherein the data content is protected, e.g. by encrypting or encapsulating the payload
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/133Protocols for remote procedure calls [RPC]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2221/00Indexing scheme relating to security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F2221/21Indexing scheme relating to G06F21/00 and subgroups addressing additional information or applications relating to security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F2221/2107File encryption

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Computer Security & Cryptography (AREA)
  • Computer Hardware Design (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Theoretical Computer Science (AREA)
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  • General Health & Medical Sciences (AREA)
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  • General Physics & Mathematics (AREA)
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  • Data Exchanges In Wide-Area Networks (AREA)
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Abstract

A data transmission method based on multi-network communication comprises the following steps: acquiring data to be transmitted which needs to carry out multi-network interaction in a video private network; processing data to be transmitted by adopting a gatekeeper technology to generate a first data file; the method comprises the steps that user-defined Remote Procedure Call (RPC) communication is adopted, and a data processing request carrying a first data file is transmitted to second electronic equipment on one side of a public security network, wherein the user-defined RPC communication is used for remote communication among different networks; receiving a second data file returned by the second electronic equipment through the public security network after the second electronic equipment processes the first data file by using the user-defined RPC communication; and processing the second data file by adopting a gatekeeper technology to obtain a final data file. The invention also provides the first electronic device, the second electronic device and a computer readable storage medium. The invention can adopt the user-defined Remote Procedure Call (RPC) communication to transmit data among multiple networks, thereby ensuring real-time synchronization of the data.

Description

Data transmission method based on multi-network communication and related equipment
Technical Field
The present invention relates to the field of communications technologies, and in particular, to a data transmission method and related devices based on multi-network communications.
Background
Generally, data needs to be transmitted between multiple networks, such as between the internet and a private video network, and between a private video network and a public security network.
For example, suppose a service needs to take a picture in a mobile phone APP, upload a picture through the internet, access a traffic police video private network, perform face recognition once, and return a recognition result (such as name, similarity, etc.) after the recognition is successful, a common data transmission method is as follows: storing a requested picture and a requested ID (calling and tracking) into a boundary platform, reading the picture and the requested ID in a face recognition service of a video private network, packaging a recognition result into a json text after the processing is finished, putting the json text into the boundary platform, reading the json file by a business service in the internet direction, matching a requester according to the calling ID, and sending the recognition result to a mobile phone APP.
However, in the above data transmission flow, if the ID field is missing, the problem that the request and the response are not corresponding occurs, that is, the data cannot be kept synchronized.
Disclosure of Invention
In view of the foregoing, there is a need to provide a data transmission method and related device based on multi-network communication, which can transmit data between multiple networks by using a customized Remote Procedure Call (RPC) communication, and ensure real-time synchronization of data.
The first aspect of the present invention provides a data transmission method based on multi-network communication, which is applied to a first electronic device on the side of a private video network, and the method includes:
acquiring data to be transmitted which needs to carry out multi-network interaction in a video private network;
adopting a network gate technology to filter the data to be transmitted;
sequentially carrying out serialization processing and encryption processing on the filtered data to be transmitted to generate a first data file;
transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
receiving a second data file returned by the public security network after the second electronic equipment processes the first data file by adopting the user-defined RPC communication;
performing decryption processing and deserialization processing on the second data file by adopting the gatekeeper technology;
and performing sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
In a possible implementation manner, after the filtering-processed data to be transmitted is sequentially serialized and encrypted to generate a first data file, the method further includes:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the first data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, transmitting the data processing request carrying the first data file to second electronic equipment on one side of the public security network by using user-defined Remote Procedure Call (RPC) communication.
In a possible implementation manner, the performing sensitive information anti-falling detection processing on the processed second data file to obtain a final data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the processed second data file to obtain a final data file.
A second aspect of the present invention provides a data transmission method based on multi-network communication, which is applied to a second electronic device on a public security network side, and the method includes:
receiving a first data file sent by first electronic equipment through a video private network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
performing decryption processing, deserialization processing and filtering processing on the first data file by adopting a data exchange network technology;
performing service processing on the processed first data file to obtain an intermediate data file;
desensitizing the intermediate data file to obtain a desensitized data file;
performing serialization processing and encryption processing on the desensitization data file to obtain a second data file;
and adopting the user-defined RPC communication to transmit the second data file to the first electronic equipment through the public security network.
In a possible implementation manner, the performing desensitization processing on the intermediate data file, and obtaining a desensitization data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the intermediate data file to obtain a desensitization data file.
In a possible implementation manner, after the desensitized data file is serialized and encrypted to obtain a second data file, the method further includes:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the second data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, the user-defined RPC communication is adopted, and the second data file is transmitted to the first electronic equipment through the public security network.
A third aspect of the present invention provides a data transmission method based on multi-network communication, which is applied to a data transmission system, where the data transmission system includes a first electronic device on a private video network side and a second electronic device on a public security network side, and the method includes:
the first electronic equipment filters the data to be transmitted by adopting a gateway technology, and generates a first data file after sequentially performing serialization processing and encryption processing on the filtered data to be transmitted; transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
the second electronic equipment adopts a data exchange network technology to perform decryption processing, deserialization processing and filtering processing on the first data file; performing service processing on the processed first data file to obtain an intermediate data file; desensitizing the intermediate data file to obtain a desensitized data file; performing serialization processing and encryption processing on the desensitization data file to obtain a second data file; transmitting the second data file to the first electronic equipment through the public security network by adopting the user-defined RPC communication;
and the first electronic equipment adopts the gatekeeper technology to perform decryption processing and deserialization processing on the second data file, and performs sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
A fourth aspect of the present invention provides a first electronic device, which includes a processor and a memory, wherein the processor is configured to implement the data transmission method based on multi-network communication when executing a computer program stored in the memory.
A fifth aspect of the present invention provides a second electronic device, which includes a processor and a memory, wherein the processor is configured to implement the data transmission method based on multi-network communication when executing a computer program stored in the memory.
A sixth aspect of the present invention provides a computer-readable storage medium having stored thereon a computer program which, when executed by a processor, implements the data transmission method based on multi-network communication.
According to the technical scheme, the first electronic device filters the data to be transmitted by adopting a gateway technology, and generates a first data file after sequentially performing serialization processing and encryption processing on the filtered data to be transmitted; transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication; the second electronic equipment adopts a data exchange network technology to perform decryption processing, deserialization processing and filtering processing on the first data file; performing service processing on the processed first data file to obtain an intermediate data file; desensitizing the intermediate data file to obtain a desensitized data file; performing serialization processing and encryption processing on the desensitization data file to obtain a second data file; transmitting the second data file to the first electronic equipment through the public security network by adopting the user-defined RPC communication; and the first electronic equipment adopts the gatekeeper technology to perform decryption processing and deserialization processing on the second data file, and performs sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
Therefore, in the whole data transmission process, the first electronic device and the second electronic device can adopt the user-defined Remote Procedure Call (RPC) communication to transmit data among multiple networks, so that real-time synchronization of data is ensured, convenience of service data interaction is improved, meanwhile, an encryption processing mode and a desensitization processing mode for sensitive data are adopted, so that data safety is further improved, the risk of sensitive information leakage is reduced, the complexity of multi-network data interaction is reduced, and multi-network data interaction delay is reduced.
Drawings
Fig. 1 is a flowchart of a data transmission method based on multi-network communication according to a preferred embodiment of the present invention.
Fig. 2 is a flow chart of another preferred embodiment of the data transmission method based on multi-network communication disclosed in the present invention.
Fig. 3 is a flow chart of another preferred embodiment of the data transmission method based on multi-network communication disclosed in the present invention.
Fig. 4 is a functional block diagram of a preferred embodiment of a data transmission device according to the present disclosure.
Fig. 5 is a functional block diagram of another preferred embodiment of a data transmission device according to the present disclosure.
Fig. 6 is a schematic structural diagram of a first electronic device according to a preferred embodiment of the present invention for implementing a data transmission method based on multi-network communication.
Fig. 7 is a schematic structural diagram of a second electronic device according to a preferred embodiment of the present invention for implementing a data transmission method based on multi-network communication.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used in the description of the invention herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention.
The first electronic device is an electronic device capable of automatically performing numerical calculation and/or information processing according to a preset or stored instruction, and the hardware thereof includes, but is not limited to, a microprocessor, an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA), a Digital Signal Processor (DSP), an embedded device, and the like. The electronic device may also include a network device and/or a user device. The network device includes, but is not limited to, a single network server, a server group consisting of a plurality of network servers, or a Cloud Computing (Cloud Computing) based Cloud consisting of a large number of hosts or network servers. The user device includes, but is not limited to, any electronic product that can interact with a user through a keyboard, a mouse, a remote controller, a touch pad, or a voice control device, for example, a personal computer, a tablet computer, a smart phone, a Personal Digital Assistant (PDA), or the like.
The second electronic device is similar to the first electronic device, and is not described herein again.
Fig. 1 is a flowchart of a data transmission method based on multi-network communication according to a preferred embodiment of the present invention. The data transmission method based on multi-network communication is applied to the first electronic equipment on the video private network side, the sequence of steps in the flow chart can be changed according to different requirements, and some steps can be omitted.
S11, the first electronic equipment obtains data to be transmitted which need to carry out multi-network interaction in the private video network.
Generally, the network topology of traffic can be divided into a video private network and a public security network, which are generally called dual networks, the communication between the dual networks needs to go through a security boundary, and the boundary implementation mode generally includes: database boundaries, File Transfer Protocol (FTP) boundaries, gatekeepers, and the like. The FTP boundary uses a file transfer mode to carry out dual-network communication.
Common working network environments have high requirements on information security levels and are divided into a video private network and a public security network, wherein important systems such as a six-in-one system, an integrated command platform, big data study and judgment analysis and the like are basically deployed in the public security network, front-end processing of pictures and videos is basically deployed in a traffic network, systems applied by people are accessed to the Internet, public numbers, small programs, microblogs, mobile phone APPs and the like are also accessed, and network payment such as payment treasure payment, WeChat payment, hundred-degree payment and the like is also required to be accessed.
The network security levels of the multiple networks are different, the network boundary generally requires physical isolation or software isolation, but the multiple networks necessarily have data interaction requirements, so that the data interaction requirements and the data security requirements exist.
In the embodiment of the invention, the multi-network interaction takes the interaction between a video private network and a public security network as an example. The data to be transmitted is, for example, a face picture captured at an intersection, and the face picture needs to be transmitted to a public security network through a video private network.
The invention can carry out safe Remote Procedure Call (pRPC) communication based on multiple networks, solve the problems of information security, cross-network interaction of service and resource waste. The pRPC is a user-defined Remote Procedure Call (RPC) and is suitable for a data interaction scene such as a traffic police video private network and a public security network. The user-defined RPC communication is used for remote communication among different networks, can be used for solving the safe transmission of video private network and public security network data and the safe calling among cross-network services, and the technology not only ensures the information safety, but also improves the timeliness of cross-network communication in the industry.
And S12, the first electronic equipment adopts a gateway technology to filter the data to be transmitted.
The data to be transmitted may carry some unnecessary data, for example, the face picture may also carry other environmental information, and the data to be transmitted may be filtered by using a gatekeeper technology.
Specifically, the gatekeeper technology can be adopted to perform SQL injection, DDOS attack and brute force cracking on the data to be transmitted, so as to filter the data to be transmitted and filter out unnecessary data.
The network gate technology is adopted, so that real-time transmission and interaction of data can be guaranteed.
And S13, sequentially carrying out serialization processing and encryption processing on the filtered data to be transmitted by the first electronic equipment, and then generating a first data file.
Serialization (Serialization), among other things, is the process of converting state information of an object into a form that can be stored or transmitted. During serialization, the object writes its current state to a temporary or persistent store.
In the embodiment of the present invention, object serialization processing may be performed on the filtered data to be transmitted by using Serializable of java and writeObject of ObjectOutputStream.
Further, the serialized bytecode may be encrypted using an asymmetric encryption key, for example, using an RSA encryption and decryption algorithm to generate the first data file.
And S14, the first electronic equipment transmits the data processing request carrying the first data file to second electronic equipment on one side of the public security network by adopting user-defined Remote Procedure Call (RPC) communication.
The design principle of the data exchange technology is to use space to exchange security, and a buffer area is established between two networks to ensure that traffic is in a controllable range, so that the data exchange technology is a current safer technical means.
In the embodiment of the invention, the first electronic device transmits the data processing request carrying the first data file to the second electronic device on one side of the public security network through a boundary system (such as an FTP boundary) by adopting a data exchange network technology through a video private network, so that the safety of data transmission can be ensured.
The Remote Procedure Call (RPC) communication is a safe Remote Procedure Call (pRPC), and the pRPC is a self-defined Remote Procedure Call (RPC) and is suitable for data interaction scenes such as traffic police video private networks and public security networks.
As an optional implementation manner, after step S13, the method further includes:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the first data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, transmitting the data processing request carrying the first data file to second electronic equipment on one side of the public security network by using user-defined Remote Procedure Call (RPC) communication.
In this optional implementation, network transmission bandwidths in different time periods are different, and are sometimes in a busy stage and sometimes in an idle state, if the network is in the busy stage, data transmission is slow, and even packet loss occurs, and if the network is in the idle state, data transmission is fast, and user experience is good.
In order to maintain the efficiency of data transmission, the current network transmission bandwidth can be obtained in real time, and the network transmission bandwidth and the size of the first data file are input into a time calculation model to obtain transmission time; if the transmission time is less than the preset time, the current network transmission bandwidth is fast, and data can be transmitted rapidly, so that a user-defined Remote Procedure Call (RPC) communication can be adopted, and a data processing request carrying the first data file is transmitted to second electronic equipment on one side of a public security network. The preset time may be a minimum transmission time that may be allowed by a user.
The time calculation model can be trained in advance, specifically, a plurality of network transmission bandwidths, data files and transmission times can be obtained, the network transmission bandwidths, the data files and the transmission times are learned, the relationship among the network transmission bandwidths, the data files and the transmission times is determined, and the time calculation model is generated.
And S15, the first electronic equipment adopts the user-defined RPC communication to receive a second data file returned by the second electronic equipment through the public security network after processing the first data file.
After the first electronic device transmits the first data file to the second electronic device, the second electronic device may process the first data file according to the data processing request and return the first data file through the public security network. For example, the first data file is a face data file, the second electronic device may identify a face image in the face data file to obtain a face identification result (such as a name, an address, and identity information of a user to which the face belongs), and generate the second data file according to the face identification result to return to the first electronic device.
Specifically, the first electronic device may adopt the customized RPC communication, and receive, at a boundary system (e.g., FTP boundary), a second data file returned by the second electronic device through the public security network after processing the first data file by using a data exchange network technology.
The whole data transmission process of the video private network and the public security network adopts a data interaction network technology, so that the safety of data transmission can be ensured.
The Remote Procedure Call (RPC) communication is a safe Remote Procedure Call (pRPC), and the pRPC is a self-defined Remote Procedure Call (RPC) and is suitable for data interaction scenes such as traffic police video private networks and public security networks.
Therefore, the RPC communication is called through a self-defined remote procedure, so that the data transmission service among multiple networks is simplified, and the responsibility of data interaction is reduced.
And S16, the first electronic equipment adopts the gatekeeper technology to decrypt and deserialize the second data file.
The first electronic device further needs to adopt the gatekeeper technology to perform decryption processing, deserialization processing, and sensitive information anti-falling detection processing on the second data file to obtain a final data file.
Wherein the decryption process is relative to the encryption process, and the deserialization process is relative to the serialization process.
And S17, the first electronic equipment carries out sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
In order to reduce the risk of sensitive information leakage, the second data file after processing needs to be subjected to sensitive information anti-falling detection processing, that is, sensitive words in the second data file are removed, such as sensitive data of user names, identity cards, license plates of motor vehicles and the like
In the invention, a security algorithm and a three-network communication mode are designed by combining a network gate technology and a data exchange technology, and the method mainly aims at solving the problems that the complexity of service system data exchange is increased and the time delay is increased due to the setting of network security.
Specifically, the performing of the sensitive information anti-falling detection processing on the processed second data file to obtain the final data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the processed second data file to obtain a final data file.
In this alternative embodiment, a word generation model may be trained in advance, and the word generation model may be used to generate a plurality of alternative words having the same or similar meaning as the input word, such as inputting a name, outputting a name, and the like. Through the word generation model, a plurality of standby keywords with the same or similar meanings as texts of a plurality of preset keywords can be generated, and the defect of insufficient preset keywords is overcome, so that sensitive information anti-falling detection processing can be performed on the processed second data file to the maximum extent, and more sensitive information is deleted, and leakage of the sensitive information is avoided.
In the method flow described in fig. 1, the first electronic device and the second electronic device may use a user-defined remote procedure call RPC communication to perform data transmission between multiple networks, thereby ensuring real-time synchronization of data and increasing convenience of service data interaction, and simultaneously, an encryption processing and desensitization processing manner on sensitive data are also used, thereby further increasing data security, reducing the risk of sensitive information leakage, reducing complexity of multi-network data interaction, and reducing multi-network data interaction delay.
Fig. 2 is a flow chart of another preferred embodiment of the data transmission method based on multi-network communication disclosed in the present invention. The data transmission method based on multi-network communication is applied to the second electronic device on the public security network side, the sequence of steps in the flowchart can be changed according to different requirements, and some steps can be omitted.
And S21, the second electronic equipment receives the first data file sent by the first electronic equipment through the video private network by using the user-defined Remote Procedure Call (RPC) communication.
The Remote Procedure Call (RPC) communication is a safe Remote Procedure Call (pRPC), and the pRPC is a self-defined Remote Procedure Call (RPC) and is suitable for data interaction scenes such as traffic police video private networks and public security networks.
And S22, the second electronic device performs decryption processing, deserialization processing and filtering processing on the first data file by adopting a data exchange network technology.
The first data file is subjected to serialization processing and encryption processing in advance, so that the second electronic device can obtain data to be transmitted, such as a face picture, after decryption processing, deserialization processing and filtering processing are carried out on the first data file.
Where the decryption process is opposite to the encryption process, such as decrypting for an RSA encrypted first data file.
The deserialization process is opposite to the serialization process, and for the deserialization process, an MD5 Message Digest Algorithm (MD5 Message-Digest Algorithm) can be performed once on the file to check whether the data is tampered.
In the process of data transmission among multiple networks, some unnecessary data may be brought in, and may be deleted through filtering processing.
And S23, the second electronic device performs service processing on the processed first data file to obtain an intermediate data file.
It is assumed that the processed first data file is a face image, the face image needs to be identified, and the obtained intermediate data file is a face identification result, which may include but is not limited to face feature information, and related information of a user to which the face belongs, such as a name, an address, a bank card number, a license plate number, house property information, and the like.
And S24, the second electronic equipment performs desensitization processing on the intermediate data file to obtain a desensitization data file.
In order to reduce the risk of sensitive information leakage, desensitization processing needs to be performed on the intermediate data file, that is, sensitive words in the intermediate data file are removed, such as user names, identity cards, license plates of motor vehicles and other sensitive data.
Specifically, the desensitizing processing on the intermediate data file to obtain a desensitized data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the intermediate data file to obtain a desensitization data file.
In this alternative embodiment, a word generation model may be trained in advance, and the word generation model may be used to generate a plurality of alternative words having the same or similar meaning as the input word, such as inputting a name, outputting a name, and the like. Through the word generation model, a plurality of standby keywords with the same or similar meanings as the texts of the preset keywords can be generated, so that the defect of insufficient preset keywords is overcome, desensitization treatment can be carried out on the intermediate data file to the maximum extent, and sensitive information can be deleted, so that leakage of the sensitive information is avoided.
And S25, the second electronic device performs serialization processing and encryption processing on the desensitization data file to obtain a second data file.
Serialization (Serialization), among other things, is the process of converting state information of an object into a form that can be stored or transmitted. During serialization, the object writes its current state to a temporary or persistent store.
In the embodiment of the present invention, object serialization processing may be performed on the filtered data to be transmitted by using Serializable of java and writeObject of ObjectOutputStream.
Further, the serialized bytecode may be encrypted using an asymmetric encryption key, for example, using an RSA encryption and decryption algorithm to generate a second data file.
And S26, the second electronic equipment adopts the user-defined RPC communication, and the second data file is transmitted to the first electronic equipment through the public security network.
The whole data transmission process of the video private network and the public security network adopts the user-defined RPC communication, so that the data transmission service among multiple networks is simplified, and the data interaction responsibility is reduced.
The scheme combines the advantages of the gatekeeper and the data exchange technology, increases the convenience of service data interaction, does not reduce the network security level, increases desensitization treatment on sensitive data, further increases data security, reduces time delay due to the convenience of interaction, and improves the throughput of the system.
As an optional implementation manner, after step S25, the method further includes:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the second data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, the user-defined RPC communication is adopted, and the second data file is transmitted to the first electronic equipment through the public security network.
In this optional implementation, network transmission bandwidths in different time periods are different, and are sometimes in a busy stage and sometimes in an idle state, if the network is in the busy stage, data transmission is slow, and even packet loss occurs, and if the network is in the idle state, data transmission is fast, and user experience is good.
In order to keep the efficiency of data transmission, the current network transmission bandwidth can be obtained in real time, and the network transmission bandwidth and the size of the second data file are input into a time calculation model to obtain the transmission time; if the transmission time is less than the preset time, the current network transmission bandwidth is fast, and data can be rapidly transmitted, so that the user-defined RPC communication can be adopted, and the second data file is transmitted to the first electronic device through the public security network.
In the method flow described in fig. 2, the first electronic device and the second electronic device may use a user-defined remote procedure call RPC communication to perform data transmission between multiple networks, thereby ensuring real-time synchronization of data and increasing convenience of service data interaction, and meanwhile, an encryption processing and desensitization processing manner for sensitive data are also used, thereby further increasing data security, reducing the risk of sensitive information leakage, reducing complexity of multi-network data interaction, and reducing multi-network data interaction delay.
Fig. 3 is a flow chart of another preferred embodiment of the data transmission method based on multi-network communication disclosed in the present invention. The data transmission method based on multi-network communication is applied to a data transmission system, the data transmission system comprises first electronic equipment on one side of a video private network and second electronic equipment on one side of a public security network, the sequence of steps in the flow chart can be changed according to different requirements, and certain steps can be omitted.
S31, the first electronic device filters the data to be transmitted by adopting a gateway technology, and generates a first data file after sequentially performing serialization processing and encryption processing on the filtered data to be transmitted; and transmitting the data processing request carrying the first data file to a second electronic device on one side of the public security network by using user-defined Remote Procedure Call (RPC) communication.
S32, the second electronic device performs decryption processing, deserialization processing and filtering processing on the first data file by adopting a data exchange network technology; performing service processing on the processed first data file to obtain an intermediate data file; desensitizing the intermediate data file to obtain a desensitized data file; performing serialization processing and encryption processing on the desensitization data file to obtain a second data file; and adopting the user-defined RPC communication to transmit the second data file to the first electronic equipment through the public security network.
And S33, the first electronic equipment adopts the gatekeeper technology to perform decryption processing and deserialization processing on the second data file, and performs sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
For the steps executed by each device (the first electronic device and the second electronic device) in the data transmission system, reference may be specifically made to the contents in the single-side writing, and details are not described here again.
In the method flow described in fig. 3, in the whole data transmission process, the first electronic device and the second electronic device may use a customized remote procedure call RPC communication to perform data transmission between multiple networks, so as to ensure real-time synchronization of data, increase convenience of service data interaction, and simultaneously use encryption processing and desensitization processing modes for sensitive data, thereby further increasing data security, reducing the risk of sensitive information leakage, reducing complexity of multi-network data interaction, and reducing multi-network data interaction delay.
Fig. 4 is a functional block diagram of a preferred embodiment of a data transmission device according to the present disclosure.
In some embodiments, the data transmission device is operated in a first electronic device on the video private network side. The data transmission means may comprise a plurality of functional modules consisting of program code segments. The program codes of the program segments in the data transmission apparatus may be stored in the memory and executed by at least one processor to perform part or all of the steps in the data transmission method based on multi-network communication described in fig. 1 or fig. 3, please refer to the related description in fig. 1, which is not repeated herein.
In this embodiment, the data transmission device may be divided into a plurality of functional modules according to the functions performed by the data transmission device. The functional module may include: an acquisition module 401, a processing module 402, a generation module 403 and a transmission module 404. The module referred to herein is a series of computer program segments capable of being executed by at least one processor and capable of performing a fixed function and is stored in memory.
An obtaining module 401, configured to obtain data to be transmitted in a video private network, where the data needs to be subjected to multi-network interaction;
a processing module 402, configured to filter the data to be transmitted by using a gatekeeper technology;
a generating module 403, configured to sequentially perform serialization processing and encryption processing on the filtered data to be transmitted, and generate a first data file;
a transmission module 404, configured to transmit a data processing request carrying the first data file to a second electronic device on a public security network side by using a user-defined Remote Procedure Call (RPC) communication;
the transmission module 404 is further configured to receive, by using the customized RPC communication, a second data file returned by the second electronic device through the public security network after processing the first data file;
the processing module 402 is further configured to perform decryption processing and deserialization processing on the second data file by using the gatekeeper technology;
the processing module 402 is further configured to perform a detection process of preventing the sensitive information from falling to the ground on the processed second data file, so as to obtain a final data file.
Optionally, the obtaining module 401 is further configured to obtain a current network transmission bandwidth after the generating module 403 sequentially performs serialization processing and encryption processing on the filtered data to be transmitted to generate a first data file;
the data transmission apparatus further includes:
the input module is used for inputting the network transmission bandwidth and the size of the first data file into a time calculation model to obtain transmission time;
the transmission module 404 adopts a user-defined Remote Procedure Call (RPC) communication, and the mode of transmitting the data processing request carrying the first data file to the second electronic device on the public security network side specifically is as follows:
and if the transmission time is less than the preset time, transmitting the data processing request carrying the first data file to second electronic equipment on one side of the public security network by using user-defined Remote Procedure Call (RPC) communication.
Specifically, the processing module 402 performs the sensitive information anti-falling detection processing on the processed second data file, and obtaining the final data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the processed second data file to obtain a final data file.
In the data processing apparatus depicted in fig. 4, the whole data transmission process can adopt a user-defined remote procedure call RPC communication to perform data transmission among multiple networks, thereby ensuring real-time synchronization of data, increasing convenience of service data interaction, and simultaneously adopting encryption processing and desensitization processing modes for sensitive data, further increasing data security, reducing the risk of sensitive information leakage, reducing complexity of multi-network data interaction, and reducing time delay of multi-network data interaction.
Fig. 5 is a functional block diagram of a preferred embodiment of a data transmission device according to the present disclosure.
In some embodiments, the data transmission device operates in a second electronic device on the public security network side. The data transmission means may comprise a plurality of functional modules consisting of program code segments. The program codes of the program segments in the data transmission apparatus may be stored in the memory and executed by at least one processor to perform part or all of the steps in the data transmission method based on multi-network communication described in fig. 2 or fig. 3, please refer to the related description in fig. 2, which is not repeated herein.
In this embodiment, the data transmission device may be divided into a plurality of functional modules according to the functions performed by the data transmission device. The functional module may include: a transmission module 501 and a processing module 502. The module referred to herein is a series of computer program segments capable of being executed by at least one processor and capable of performing a fixed function and is stored in memory.
The transmission module 501 is configured to receive a first data file sent by a first electronic device through a video private network by using a user-defined Remote Procedure Call (RPC) communication;
a processing module 502, configured to perform decryption, deserialization, and filtering on the first data file by using a data exchange network technology;
the processing module 502 is further configured to perform service processing on the processed first data file to obtain an intermediate data file;
the processing module 502 is further configured to perform desensitization processing on the intermediate data file to obtain a desensitized data file;
the processing module 502 is further configured to perform serialization processing and encryption processing on the desensitized data file to obtain a second data file;
the transmission module 501 is further configured to adopt the customized RPC communication to transmit the second data file to the first electronic device through the public security network.
Specifically, the processing module 502 performs desensitization processing on the intermediate data file, and obtaining a desensitization data file includes:
acquiring a plurality of preset keywords;
inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords;
forming desensitization keywords according to the preset keywords and the standby keywords;
and deleting the content matched with the desensitization keywords from the intermediate data file to obtain a desensitization data file.
Optionally, the data transmission apparatus further includes:
an obtaining module, configured to obtain a current network transmission bandwidth after the processing module 502 performs serialization processing and encryption processing on the desensitized data file to obtain a second data file;
the input module is used for inputting the network transmission bandwidth and the size of the second data file into a time calculation model to obtain transmission time;
the transmission module 501 is specifically configured to adopt the customized RPC communication to transmit the second data file to the first electronic device through the public security network if the transmission time is less than a preset time.
In the data transmission device described in fig. 5, the whole data transmission process can adopt the user-defined remote procedure call RPC communication to perform data transmission among multiple networks, thereby ensuring real-time synchronization of data, increasing convenience of service data interaction, and simultaneously adopting encryption processing and desensitization processing modes for sensitive data, further increasing data security, reducing the risk of sensitive information leakage, reducing complexity of multi-network data interaction, and reducing time delay of multi-network data interaction.
Fig. 6 is a schematic structural diagram of a first electronic device according to a preferred embodiment of the present invention for implementing a data transmission method based on multi-network communication. The first electronic device 6 comprises a memory 61, at least one processor 62, a computer program 63 stored in the memory 61 and executable on the at least one processor 62, and at least one communication bus 64.
Those skilled in the art will appreciate that the schematic diagram shown in fig. 6 is merely an example of the first electronic device 6, and does not constitute a limitation of the first electronic device 6, and may include more or less components than those shown, or combine some components, or different components, for example, the first electronic device 6 may further include an input-output device, a network access device, and the like.
The at least one Processor 62 may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, discrete Gate or transistor logic, discrete hardware components, etc. The processor 62 may be a microprocessor or the processor 62 may be any conventional processor or the like, and the processor 62 is a control center of the first electronic device 6 and connects various parts of the whole first electronic device 6 by using various interfaces and lines.
The memory 61 may be used for storing the computer program 63 and/or the module/unit, and the processor 62 may implement various functions of the first electronic device 6 by running or executing the computer program and/or the module/unit stored in the memory 61 and calling data stored in the memory 61. The memory 61 may mainly include a program storage area and a data storage area, wherein the program storage area may store an operating system, an application program required by at least one function (such as a sound playing function, an image playing function, etc.), and the like; the stored data area may store data (such as audio data) created according to the use of the first electronic device 6, and the like. Further, the memory 61 may include a non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), at least one magnetic disk storage device, a Flash memory device, or other non-volatile solid state storage device.
With reference to fig. 1, the memory 61 in the first electronic device 6 stores a plurality of instructions to implement a data transmission method based on multi-network communication, and the processor 62 can execute the plurality of instructions to implement:
acquiring data to be transmitted which needs to carry out multi-network interaction in a video private network;
adopting a network gate technology to filter the data to be transmitted;
sequentially carrying out serialization processing and encryption processing on the filtered data to be transmitted to generate a first data file;
transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication;
receiving a second data file returned by the public security network after the second electronic equipment processes the first data file by adopting the user-defined RPC communication;
performing decryption processing and deserialization processing on the second data file by adopting the gatekeeper technology;
and performing sensitive information anti-falling detection processing on the processed second data file to obtain a final data file.
Specifically, the processor 62 may refer to the description of the relevant steps in the embodiment corresponding to fig. 1, and details thereof are not repeated herein.
In the first electronic device described in fig. 6, the whole data transmission process may use a user-defined remote procedure call RPC communication to perform data transmission between multiple networks, so as to ensure real-time synchronization of data and increase convenience of service data interaction, and meanwhile, an encryption processing and desensitization processing manner for sensitive data are also used, so that data security is further increased, meanwhile, the risk of sensitive information leakage is also reduced, the complexity of multi-network data interaction is reduced, and the multi-network data interaction delay is reduced.
Fig. 7 is a schematic structural diagram of a second electronic device according to a preferred embodiment of the present invention for implementing a data transmission method based on multi-network communication. The second electronic device 7 comprises a memory 71, at least one processor 72, a computer program 73 stored in the memory 71 and executable on the at least one processor 72, and at least one communication bus 74.
It will be understood by those skilled in the art that the schematic diagram shown in fig. 7 is only an example of the second electronic device 7, and does not constitute a limitation to the second electronic device 7, and may include more or less components than those shown, or combine some components, or different components, for example, the second electronic device 7 may further include an input-output device, a network access device, and the like.
The at least one Processor 72 may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, discrete Gate or transistor logic, discrete hardware components, etc. The processor 72 may be a microprocessor or the processor 72 may be any conventional processor or the like, and the processor 72 is a control center of the second electronic device 7 and connects various parts of the whole second electronic device 7 by using various interfaces and lines.
The memory 71 may be used for storing the computer program 73 and/or the module/unit, and the processor 72 may implement various functions of the second electronic device 7 by running or executing the computer program and/or the module/unit stored in the memory 71 and calling data stored in the memory 71. The memory 71 may mainly include a program storage area and a data storage area, wherein the program storage area may store an operating system, an application program required by at least one function (such as a sound playing function, an image playing function, etc.), and the like; the stored data area may store data (such as audio data) created according to the use of the second electronic device 7, and the like. Further, the memory 71 may include a non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), at least one magnetic disk storage device, a Flash memory device, or other non-volatile solid state storage device.
Referring to fig. 2, the memory 71 of the second electronic device 7 stores a plurality of instructions to implement a data transmission method based on multi-network communication, and the processor 72 can execute the plurality of instructions to implement:
the method comprises the steps that a user-defined Remote Procedure Call (RPC) communication is adopted, and a first data file sent by first electronic equipment through a video private network is received;
performing decryption processing, deserialization processing and filtering processing on the first data file by adopting a data exchange network technology;
performing service processing on the processed first data file to obtain an intermediate data file;
desensitizing the intermediate data file to obtain a desensitized data file;
performing serialization processing and encryption processing on the desensitization data file to obtain a second data file;
and adopting the user-defined RPC communication to transmit the second data file to the first electronic equipment through the public security network.
Specifically, the processor 72 may refer to the description of the relevant steps in the embodiment corresponding to fig. 2 for a specific implementation method of the instruction, which is not described herein again.
In the second electronic device 7 depicted in fig. 7, the whole data transmission process may use a user-defined remote procedure call RPC communication to perform data transmission between multiple networks, so as to ensure real-time synchronization of data and increase convenience of service data interaction, and meanwhile, an encryption processing and desensitization processing manner for sensitive data are also used, so as to further increase data security, reduce the risk of sensitive information leakage, reduce the complexity of multi-network data interaction, and reduce multi-network data interaction delay.
The integrated modules/units of the first electronic device 6 and the second electronic device 7, if implemented in the form of software functional units and sold or used as separate products, may be stored in a computer readable storage medium. Based on such understanding, all or part of the flow of the method according to the embodiments of the present invention may also be implemented by a computer program, which may be stored in a computer-readable storage medium, and when the computer program is executed by a processor, the steps of the method embodiments may be implemented. Wherein the computer program comprises computer program code, which may be in the form of source code, object code, an executable file or some intermediate form, etc. The computer-readable medium may include: any entity or device capable of carrying said computer program code, recording medium, U-disk, removable hard disk, magnetic disk, optical disk, computer Memory, Read-Only Memory (ROM).
In the embodiments provided in the present invention, it should be understood that the disclosed system, apparatus and method may be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, the division of the modules is only one logical functional division, and other divisions may be realized in practice.
The modules described as separate parts may or may not be physically separate, and parts displayed as modules may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the present embodiment.
In addition, functional modules in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional module.
It will be evident to those skilled in the art that the invention is not limited to the details of the foregoing illustrative embodiments, and that the present invention may be embodied in other specific forms without departing from the spirit or essential attributes thereof. The present embodiments are therefore to be considered in all respects as illustrative and not restrictive, the scope of the invention being indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are therefore intended to be embraced therein. Any reference signs in the claims shall not be construed as limiting the claim concerned. Furthermore, it is obvious that the word "comprising" does not exclude other elements or steps, and the singular does not exclude the plural. A plurality of units or means recited in the system claims may also be implemented by one unit or means in software or hardware. The terms second, etc. are used to denote names, but not any particular order.
Finally, it should be noted that the above embodiments are only for illustrating the technical solutions of the present invention and not for limiting, and although the present invention is described in detail with reference to the preferred embodiments, it should be understood by those skilled in the art that modifications or equivalent substitutions may be made on the technical solutions of the present invention without departing from the spirit and scope of the technical solutions of the present invention.

Claims (8)

1. A data transmission method based on multi-network communication is applied to first electronic equipment on one side of a private video network, and is characterized in that the method comprises the following steps:
acquiring data to be transmitted which needs to carry out multi-network interaction in a video private network;
adopting a network gate technology to filter the data to be transmitted;
sequentially carrying out serialization processing and encryption processing on the filtered data to be transmitted to generate a first data file, and carrying out object serialization processing on the filtered data to be transmitted by using Serializable of java and writeObject of ObjectOutputStream;
transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
receiving a second data file returned by the public security network after the second electronic equipment processes the first data file by adopting the user-defined RPC communication;
performing decryption processing and deserialization processing on the second data file by adopting the gatekeeper technology;
performing sensitive information anti-falling detection processing on the processed second data file to obtain a final data file, wherein the method comprises the following steps: acquiring a plurality of preset keywords; inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords; forming desensitization keywords according to the preset keywords and the standby keywords; and deleting the content matched with the desensitization keywords from the processed second data file to obtain a final data file.
2. The method according to claim 1, wherein after the filtering-processed data to be transmitted is sequentially serialized and encrypted to generate a first data file, the method further comprises:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the first data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, transmitting the data processing request carrying the first data file to second electronic equipment on one side of the public security network by using user-defined Remote Procedure Call (RPC) communication.
3. A data transmission method based on multi-network communication is applied to a second electronic device on one side of a public security network, and is characterized by comprising the following steps:
receiving a first data file sent by first electronic equipment through a video private network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
performing decryption processing, deserialization processing and filtering processing on the first data file by adopting a data exchange network technology;
performing service processing on the processed first data file to obtain an intermediate data file;
desensitizing the intermediate data file to obtain a desensitized data file, comprising: acquiring a plurality of preset keywords; inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords; forming desensitization keywords according to the preset keywords and the standby keywords; deleting the content matched with the desensitization keywords from the intermediate data file to obtain a desensitization data file;
performing serialization processing and encryption processing on the desensitization data file to obtain a second data file;
and adopting the user-defined RPC communication to transmit the second data file to the first electronic equipment through the public security network.
4. The method according to claim 3, wherein after obtaining the second data file after the serialization process and the encryption process are performed on the desensitized data file, the method further comprises:
acquiring the current network transmission bandwidth;
inputting the network transmission bandwidth and the size of the second data file into a time calculation model to obtain transmission time;
and if the transmission time is less than the preset time, the user-defined RPC communication is adopted, and the second data file is transmitted to the first electronic equipment through the public security network.
5. A data transmission method based on multi-network communication is applied to a data transmission system, and is characterized in that the data transmission system comprises first electronic equipment at one side of a private video network and second electronic equipment at one side of a public security network, and the method comprises the following steps:
the method comprises the steps that first electronic equipment adopts a network gate technology to filter data to be transmitted, sequentially carries out serialization and encryption on the filtered data to be transmitted to generate a first data file, and carries out object serialization on the filtered data to be transmitted by using Serializable java and writeObject of ObjectOutputStream; transmitting a data processing request carrying the first data file to second electronic equipment on one side of a public security network by using user-defined Remote Procedure Call (RPC) communication, wherein the user-defined RPC communication is used for remote communication among different networks;
the second electronic equipment adopts a data exchange network technology to perform decryption processing, deserialization processing and filtering processing on the first data file; performing service processing on the processed first data file to obtain an intermediate data file; desensitizing the intermediate data file to obtain a desensitized data file; performing serialization processing and encryption processing on the desensitization data file to obtain a second data file; transmitting the second data file to the first electronic equipment through the public security network by adopting the user-defined RPC communication;
the first electronic device, using the gatekeeper technology, performs decryption processing and deserialization processing on the second data file, and performs sensitive information anti-landing detection processing on the processed second data file to obtain a final data file, including: acquiring a plurality of preset keywords; inputting the preset keywords into a pre-trained word generation model to obtain a plurality of standby keywords; forming desensitization keywords according to the preset keywords and the standby keywords; and deleting the content matched with the desensitization keywords from the processed second data file to obtain a final data file.
6. A first electronic device, characterized in that the first electronic device comprises a processor and a memory, the processor being configured to execute a computer program stored in the memory to implement the method for data transmission based on multi-network communication according to any one of claims 1 to 2.
7. A second electronic device, characterized in that the second electronic device comprises a processor and a memory, the processor is used for executing the computer program stored in the memory to realize the data transmission method based on multi-network communication according to any one of claims 3 to 4.
8. A computer-readable storage medium, characterized in that the computer-readable storage medium stores at least one instruction, which when executed by a processor implements the method for data transmission based on multi-network communication according to any one of claims 1 to 2 or 3 to 4 or 5.
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