A communication thread configuration method and guarantee system based on artificial intelligence
Through the communication thread guarantee system based on artificial intelligence, the communication base station parameters are analyzed and the communication thread safety is evaluated, unsafe threads are abandoned, and the optimal path is selected, which solves the problem of poor communication thread configuration and achieves the stability and security of the communication network.
Patent Information
- Application Number
- CN202411888501.8
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-20
- Publication Date
- 2025-08-26
- Estimated Expiration
- 2044-12-20
AI Technical Summary
The existing communication thread configuration method cannot achieve optimal configuration, resulting in the inability to fully develop and apply the communication load at all times, which poses safety risks.
Using an artificial intelligence-based communication thread guarantee system, by analyzing the historical operating parameters of the communication base station, evaluating the performance of the communication base station and combining evaluation factors, evaluating the communication thread safety, abandoning unsafe communication threads, and selecting the optimal communication path.
It realizes the stable application and security guarantee of communication threads in the communication network, ensures the balanced and stable communication performance, and provides real-time, safe and available communication topology.
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Figure CN119729565B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of communication management, and in particular to an artificial intelligence-based communication thread configuration method and a guarantee system. Background Art
[0002] Communication is an important way to transmit information. It can be achieved through various means, such as letters, telephones, emails, instant messaging software, etc.
[0003] The invention patent application number 201310541651.7 discloses a portable communication device, which is characterized by including: an operation interface for setting a communication management setting; and a Bluetooth master device for connecting to a Bluetooth slave device, wherein the portable communication device enables the communication management setting when the Bluetooth master device is connected to the Bluetooth slave device, and the communication management setting includes any one or more of a rejection list, a maximum number of incoming calls, and a maximum time for incoming calls; so that when a message is transmitted to the portable communication device, it is determined according to the communication management setting whether to read the message aloud; and when the portable communication device receives an incoming call, it is determined according to the communication management setting whether to answer the call or reply to a preset message.
[0004] The application aims to address the problem that "the in-vehicle multimedia system is usually regarded as a Bluetooth slave device, and the portable device is regarded as a Bluetooth master device. Therefore, when the in-vehicle multimedia system and the mobile phone are connected via Bluetooth, the in-vehicle multimedia system can only passively answer or reject calls. The user still needs to use the in-vehicle multimedia system or the mobile phone to perform call-related operations such as making, answering or hanging up calls. However, performing any of the above operations while driving a vehicle will involve certain risks."
[0005] However, in the current field of communication technology, communication threads are often configured for communication users based on fixed configuration logic or basic operating status parameter analysis. This approach cannot find the optimal configuration solution for the communication threads, resulting in the actual communication load of the communication threads being unable to be fully and constantly "developed and applied."
[0006] To this end, we propose an artificial intelligence-based communication thread configuration method and guarantee system. Summary of the Invention
[0007] In view of the above shortcomings of the prior art, the present invention provides a communication thread configuration method and guarantee system based on artificial intelligence, which solves the technical problems raised in the above background technology.
[0008] To achieve the above objectives, the present invention is implemented through the following technical solutions:
[0009] In a first aspect, a communication thread assurance system based on artificial intelligence comprises: an analysis layer, an evaluation layer, and an output layer;
[0010] The historical operating parameters of the communication base station are collected by the analysis layer, and the comprehensive performance score of the communication base station is analyzed in the analysis layer based on the collected historical operating parameters of the communication base station. The evaluation layer is used to receive the comprehensive performance score of the communication base station analyzed in the analysis layer, and simultaneously introduce the evaluation factor. In combination with the comprehensive performance score of the communication base station and the evaluation factor, the security of the communication thread where the communication base station is located is evaluated. The output layer synchronously receives the security evaluation results of each communication thread in the evaluation layer, and synchronously sets the communication thread security judgment value. Based on the comparison of the communication thread security judgment value with the received communication thread security evaluation result, the security of each communication thread is judged and the judgment result is output;
[0011] The evaluation layer includes a receiving module, a setting module, and an evaluation module. The receiving module is used to continuously receive the analysis results of the comprehensive performance scores of each communication base station in the analysis layer. The setting module is used to set the evaluation factor. The evaluation module is used to receive the evaluation factor set in the setting module, and apply the evaluation factor in combination with the analysis results of the comprehensive performance scores of each communication base station received in the receiving module to evaluate the security of the communication thread where the communication base station is located.
[0012] The security assessment logic of the communication thread in the assessment module is expressed as follows:
[0013]
[0014] Where: (S norr ) v is the average comprehensive performance score of the two groups of communication base stations corresponding to the vth group of communication threads; v is the evaluation factor of the vth group of communication threads;
[0015] If both equations (1) and (2) hold true, it means the communication thread is currently safe. Otherwise, it means the communication thread is currently unsafe. S norr (left) v 、S norr (right) v The comprehensive performance score of the communication base stations at both ends of the v-th group of communication threads;
[0016] The receiving module is interactively connected to the setting module and the evaluation module through a wireless network, the receiving module is interactively connected to the analysis module through a wireless network, the analysis module is interactively connected to the storage module and the acquisition module through a wireless network, the evaluation module is interactively connected to the recording module through a wireless network, and the recording module is interactively connected to the determination module and the output module through a wireless network.
[0017] Furthermore, the analysis layer includes a collection module, a storage module and an analysis module. The collection module is used to collect historical operating parameters of the communication base station. The storage module is used to receive the historical operating parameters of the communication base station collected by the collection module and store the historical operating parameters of the communication base station. The analysis module is used to retrieve the historical operating parameters of the communication base station stored in the storage module and analyze the comprehensive performance score of the communication base station based on the historical operating parameters of the communication base station.
[0018] Among them, the target of the collection module for collecting the historical operating parameters of the communication base stations is all the communication base stations in the communication network. Before the collection module runs to collect the historical operating parameters of the communication base stations, the system end user first customizes the collection time span of the historical operating parameters of the communication base stations. After the collection time span is set, the collection module collects the historical operating parameters of the communication base stations within the corresponding collection time span.
[0019] Furthermore, the communication base station historical operating parameters include: transmit power, receive sensitivity, transmission rate, signal-to-noise ratio, bit error rate, frequency offset, and Doppler shift. The storage module is provided with a plurality of groups of differentiated storage intervals, each differentiated storage interval being used to store the communication base station historical operating parameters of the same source communication base station;
[0020] During the operation phase of the storage module, the system end synchronizes and uploads the location information of each communication base station to the storage module, and creates a two-dimensional space in the storage module. The location information of all communication base stations is represented based on the two-dimensional space. At the same time, the groups of communication base stations represented in the two-dimensional space are connected to each other to build a communication base station interaction topology. Each node in the communication base station interaction topology represents a communication base station, and each node in the communication base station interaction topology is bound to the distinguished storage intervals where the historical operation parameters of the communication base station to which each node corresponds are located.
[0021] Furthermore, the analysis logic of the comprehensive score of the communication base station performance in the analysis module is expressed as follows:
[0022] Obtain the historical operating parameters of the communication base station and normalize them:
[0023]
[0024] Where: P n is the normalized value of the transmit power; P is the transmit power; P max is the maximum acceptable transmit power; R n is the normalized value of receiving sensitivity; R is the receiving sensitivity; R max is the ideal value of receiving sensitivity; T n is the normalized value of the transmission rate; T is the transmission rate; T max is the theoretical maximum transmission rate; SNRn is the signal-to-noise ratio normalized value; SNR is the signal-to-noise ratio; SNR max is the ideal maximum signal-to-noise ratio; BER n BER is the normalized value of bit error rate; max is the maximum acceptable bit error rate; BER is the bit error rate; FO n is the normalized value of frequency offset; FO max is the maximum acceptable frequency offset; FO is the frequency offset; DF is the maximum acceptable frequency offset; n is the normalized value of Doppler frequency shift; DF max is the maximum acceptable Doppler shift; DF is the Doppler shift;
[0025] Assign weights to each normalized result to obtain the performance score corresponding to the historical operating parameters of the communication base station:
[0026] S=P n ×ω1+R n ×ω2+T n ×ω3+SNR n ×ω4+BER n ×ω5+FO n ×ω6+DF n ×ω7;
[0027] Where: ω1, ω2, ω3, ω4, ω5, ω6, ω7 are weights;
[0028] Based on all historical operating parameters of the communication base station, analyze the comprehensive performance score of the communication base station:
[0029]
[0030] Where: S norr is the comprehensive performance score of the communication base station; q is the number of times the historical operating parameters of the communication base station are collected; S p is the performance score corresponding to the historical operating parameters of the communication base station collected for the pth time;
[0031] Among them, P max 、R max 、T max , SNR max BER max , FO max DF max Customized by the system user, m is the total number of historical operating parameter types of the communication base station, ω j is the configuration weight of the jth communication base station historical operating parameter, Express The average of the communication base station performance comprehensive score S norrThe higher it is, the better the performance of the communication base station is; conversely, the lower it is, the worse the performance of the communication base station is.
[0032] Furthermore, when the receiving module receives the comprehensive performance evaluation results of each communication base station during the operation phase, it complies with:
[0033] The number of received comprehensive performance scores for each group of communication base stations shall be at least five;
[0034] The communication thread is determined based on two groups of adjacent and interconnected communication base stations in the communication base station interaction topology. When evaluating the security of the communication thread, the corresponding comprehensive performance scores of the two groups of communication base stations corresponding to the communication thread are used for evaluation;
[0035] The setting logic of the evaluation factor in the setting module is:
[0036]
[0037] Where: g v is the total number of communication paths where the vth group of communication threads are located;
[0038] Among them, χ in formula (1) v >1, then χ v The value is 1, and χ in formula (1) v <0.9, then χ v The value is 0.9, χ v When the value of is obtained in equation (1) and it is established in equation (2), χ is derived from equation (1): v The value of is applied.
[0039] Furthermore, the output layer includes a recording module, a determination module, and an output module. The recording module is used to obtain each evaluation result of each communication thread in the evaluation layer and record the evaluation results in order based on the evaluation time sequence. The determination module is used to set a communication thread security determination value, compare the set communication thread security determination value with the recorded evaluation results, and determine whether the communication thread is safe. The output module is used to receive the determination result of whether the communication thread is safe in the determination module and output the determination result.
[0040] Among them, the recording module performs differentiated sorting and recording operations on the evaluation results of different communication threads, so that the evaluation results of the same differentiated recording interval all come from the same communication thread, and the output target of the determination result of whether the communication thread is safe in the output module is the mobile computer device held by the system end user.
[0041] Furthermore, the determination logic for whether the communication thread is safe in the determination module is expressed as follows:
[0042] Q min >A;
[0043] Where: Q min The minimum number of consecutive records that are considered safe for the communication thread in the recording module's corresponding recording interval; A is the communication thread safety judgment value;
[0044] The communication thread safety determination value A is customized by the system user, and the minimum continuous recording result is the number of communication thread safety results, which is measured with reference to the ranking result of the evaluation results of whether the communication thread is safe.
[0045] In a second aspect, a communication thread configuration method based on artificial intelligence comprises the following steps:
[0046] Obtaining the communication base station interaction topology and the determination result of whether each communication thread in the topology is safe in the communication thread assurance system;
[0047] Deleting the communication thread determined to be unsafe from the communication base station interaction topology to obtain the currently available communication base station interaction topology;
[0048] Selecting two groups of nodes as communicating parties in the currently available communication base station interaction topology, and traversing all available communication paths in the currently available communication base station interaction topology based on the determined communicating parties;
[0049] Selecting a set of best available communication paths for both communicating parties to perform communication operations;
[0050] The selection logic of the best available communication path is:
[0051]
[0052] Where: C(L) is the selection tendency of the available communication path L; R is the total number of nodes on the available communication path; S norr (r) is the comprehensive performance score of the communication base station corresponding to the r-th node; d is the length of the available communication path L;
[0053] The available communication base station interaction topology is the topology obtained after all communication threads determined to be unstable are deleted from the communication thread interaction topology. The selection tendency of all available communication paths is calculated based on the above formula, and the group of available communication paths with the largest selection tendency value is selected as the best available communication path.
[0054] In the available communication path traversal phase after determining the communicating parties, all available communication paths are acquired based on the DFS algorithm, and each available communication path is used as the processing target. The selection logic of the best available communication path is further applied to complete the selection of the best available communication path.
[0055] Compared with the known public technology, the technical solution provided by the present invention has the following beneficial effects:
[0056] The present invention provides a communication thread security system based on artificial intelligence. During operation, the system analyzes the comprehensive performance of the communication base station by collecting the operating status parameters of the communication base station, further introduces an evaluation factor and combines the comprehensive performance analysis results of the communication base station to evaluate the security of the communication thread. Based on the evaluation results, the unsafe communication threads in the communication topology are discarded to obtain a real-time safe and available communication topology, thereby providing communication security for both communication users. Further, based on the communication thread configuration method, the optimal communication path is selected, and a communication channel is established between the two communication users, thereby ensuring the stable application of each communication thread segment in the communication network, ensuring that the communication load of each communication thread segment in the communication network is balanced, and ensuring that the communication performance is stably applied. BRIEF DESCRIPTION OF THE DRAWINGS
[0057] To more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are only some embodiments of the present invention. Those skilled in the art can also derive other drawings based on these drawings without inventive effort.
[0058] Figure 1 This is a structural diagram of a communication thread guarantee system based on artificial intelligence;
[0059] Figure 2 A flowchart of a communication thread configuration method based on artificial intelligence is provided;
[0060] Figure 3 A schematic diagram of the process of converting the communication base station interaction topology into an available communication base station interaction topology in the present invention;
[0061] Figure 4 It is a logical schematic diagram of the technical solution in the present invention. DETAILED DESCRIPTION
[0062] To make the purpose, technical solutions, and advantages of the embodiments of the present invention more clear, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making any creative efforts shall fall within the scope of protection of the present invention.
[0063] The present invention will be further described below with reference to the embodiments.
[0064] Example 1:
[0065] This embodiment is a communication thread guarantee system based on artificial intelligence, such as Figure 1 As shown, it includes: analysis layer, evaluation layer and output layer;
[0066] The historical operating parameters of the communication base station are collected by the analysis layer, and the comprehensive performance score of the communication base station is analyzed in the analysis layer based on the collected historical operating parameters of the communication base station. The evaluation layer is used to receive the comprehensive performance score of the communication base station analyzed in the analysis layer, and simultaneously introduce the evaluation factor. In combination with the comprehensive performance score of the communication base station and the evaluation factor, the security of the communication thread where the communication base station is located is evaluated. The output layer synchronously receives the security evaluation results of each communication thread in the evaluation layer, and synchronously sets the communication thread security judgment value. Based on the comparison of the communication thread security judgment value with the received communication thread security evaluation result, the security of each communication thread is judged and the judgment result is output;
[0067] The analysis layer includes a collection module, a storage module, and an analysis module. The collection module is used to collect historical operating parameters of the communication base station. The storage module is used to receive the historical operating parameters of the communication base station collected by the collection module and store the historical operating parameters of the communication base station. The analysis module is used to retrieve the historical operating parameters of the communication base station stored in the storage module and analyze the comprehensive performance score of the communication base station based on the historical operating parameters of the communication base station.
[0068] Among them, the target of the collection module for collecting the historical operating parameters of the communication base stations is all the communication base stations in the communication network. Before the collection module runs to collect the historical operating parameters of the communication base stations, the system end user first customizes the collection time span of the historical operating parameters of the communication base stations. After the collection time span is set, the collection module collects the historical operating parameters of the communication base stations within the corresponding collection time span;
[0069] The evaluation layer includes a receiving module, a setting module, and an evaluation module. The receiving module is used to continuously receive the analysis results of the comprehensive performance scores of each communication base station in the analysis layer. The setting module is used to set the evaluation factor. The evaluation module is used to receive the evaluation factor set in the setting module, apply the evaluation factor in combination with the analysis results of the comprehensive performance scores of each communication base station received in the receiving module, and evaluate the security of the communication thread where the communication base station is located.
[0070] The security assessment logic of the communication thread in the assessment module is expressed as:
[0071]
[0072] Where: (S norr ) v is the average comprehensive performance score of the two groups of communication base stations corresponding to the vth group of communication threads; v is the evaluation factor of the vth group of communication threads;
[0073] If both equations (1) and (2) hold true, it means the communication thread is currently safe. Otherwise, it means the communication thread is currently unsafe. S norr (left) v 、S norr (right) v The comprehensive performance score of the communication base stations at both ends of the v-th group of communication threads;
[0074] When receiving the comprehensive performance evaluation results of each communication base station during the operation phase of the receiving module, it shall comply with:
[0075] The number of received comprehensive performance scores for each group of communication base stations shall be at least five;
[0076] Communication threads are determined based on two groups of adjacent and interconnected communication base stations in the communication base station interaction topology. When evaluating the security of a communication thread, the comprehensive performance scores of the two groups of communication base stations corresponding to the communication thread are used for evaluation.
[0077] The setting logic of the evaluation factor in the setting module is:
[0078]
[0079] Where: g v is the total number of communication paths where the vth group of communication threads are located;
[0080] Among them, χ in formula (1) v >1, then χ v The value is 1, and χ in formula (1) v <0.9, then χ v The value is 0.9, χ v When the value of is obtained in equation (1) and it is established in equation (2), χ is derived from equation (1): v The value of is applied;
[0081] The output layer includes a recording module, a determination module, and an output module. The recording module is used to obtain each evaluation result of each communication thread in the evaluation layer and record the evaluation results based on the evaluation time sequence. The determination module is used to set the communication thread security determination value, compare the set communication thread security determination value with the recorded evaluation results, and determine whether the communication thread is safe. The output module is used to receive the determination result of whether the communication thread is safe in the determination module and output the determination result.
[0082] The recording module performs differentiated sorting and recording operations on the evaluation results of different communication threads, so that the evaluation results of the same differentiated recording interval all come from the same communication thread. The output module outputs the determination result of whether the communication thread is safe to the mobile computer device held by the system end user.
[0083] The decision logic for whether the communication thread is safe in the decision module is expressed as:
[0084] Q min >A;
[0085] Where: Q min The minimum number of consecutive records that are considered safe for the communication thread in the recording module's corresponding recording interval; A is the communication thread safety judgment value;
[0086] The communication thread safety determination value A is customized by the system user. The minimum number of consecutive record results is the number of communication thread safety, which is measured by referring to the ranking results of the evaluation results of whether the communication thread is safe.
[0087] The receiving module is interactively connected to the setting module and the evaluation module through a wireless network, the receiving module is interactively connected to the analysis module through a wireless network, the analysis module is interactively connected to the storage module and the acquisition module through a wireless network, the evaluation module is interactively connected to the recording module through a wireless network, and the recording module is interactively connected to the judgment module and the output module through a wireless network.
[0088] In this embodiment, the collection module operates to collect historical operating parameters of the communication base station, the storage module operates to receive the historical operating parameters of the communication base station collected by the collection module, and stores the historical operating parameters of the communication base station. The analysis module synchronously retrieves the historical operating parameters of the communication base station stored in the storage module, and analyzes the comprehensive performance score of the communication base station based on the historical operating parameters of the communication base station. The receiving module further continuously receives the analysis results of the comprehensive performance score of each communication base station in the analysis layer. The setting module sets the evaluation factor, and receives the evaluation factor set in the setting module through the evaluation module. The evaluation factor is applied in combination with the analysis results of the comprehensive performance score of each communication base station received in the receiving module to evaluate the security of the communication thread where the communication base station is located. Finally, the recording module obtains each evaluation result of each communication thread in the evaluation layer, and records the evaluation results based on the evaluation time sequence. The judgment module sets the communication thread security judgment value, and compares the set communication thread security judgment value with the recorded evaluation result to determine whether the communication thread is safe. The output module receives the judgment result of whether the communication thread is safe in the judgment module and outputs the judgment result.
[0089] Through the operation of the system in the above embodiment, security protection and intelligent configuration of communication threads are provided for communication threads in scenarios where communication users communicate, stable application of each communication thread in the communication network is ensured, and harmonious interaction of the communication network is promoted.
[0090] Example 2:
[0091] In terms of specific implementation, based on Example 1, this example refers to Figure 1The communication thread guarantee system based on artificial intelligence in Example 1 is further described in detail:
[0092] The historical operating parameters of the communication base station include: transmit power, receive sensitivity, transmission rate, signal-to-noise ratio, bit error rate, frequency offset, and Doppler shift. The storage module is provided with a plurality of groups of differentiated storage intervals, each of which is used to store the historical operating parameters of the communication base station with the same source communication base station;
[0093] During the operation phase of the storage module, the system end synchronizes and uploads the location information of each communication base station to the storage module, and creates a two-dimensional space in the storage module. The location information of all communication base stations is represented based on the two-dimensional space. At the same time, the communication base stations represented in the two-dimensional space are connected to each other to build a communication base station interaction topology. Each node in the communication base station interaction topology represents a communication base station. Each node in the communication base station interaction topology is bound to the separate storage intervals where the historical operation parameters of the communication base station to which the corresponding communication base station belongs are located.
[0094] The analysis logic of the comprehensive score of communication base station performance in the analysis module is expressed as follows:
[0095] Obtain the historical operating parameters of the communication base station and normalize them:
[0096]
[0097] Where: P n is the normalized value of the transmit power; P is the transmit power; P max is the maximum acceptable transmit power; R n is the normalized value of receiving sensitivity; R is the receiving sensitivity; R max is the ideal value of receiving sensitivity; T n is the normalized value of the transmission rate; T is the transmission rate; T max is the theoretical maximum transmission rate; SNR n is the signal-to-noise ratio normalized value; SNR is the signal-to-noise ratio; SNR max is the ideal maximum signal-to-noise ratio; BER n BER is the normalized value of bit error rate; max is the maximum acceptable bit error rate; BER is the bit error rate; FO n is the normalized value of frequency offset; FO max is the maximum acceptable frequency offset; FO is the frequency offset; DF is the maximum acceptable frequency offset; n is the normalized value of Doppler frequency shift; DF max is the maximum acceptable Doppler shift; DF is the Doppler shift;
[0098] Assign weights to each normalized result to obtain the performance score corresponding to the historical operating parameters of the communication base station:
[0099] S=P n ×ω1+R n ×ω2+T n ×ω3+SNR n ×ω4+BER n ×ω5+FO n ×ω6+DF n ×ω7;
[0100] Where: ω1, ω2, ω3, ω4, ω5, ω6, ω7 are weights;
[0101] Based on all historical operating parameters of the communication base station, analyze the comprehensive performance score of the communication base station:
[0102]
[0103] Where: S norr is the comprehensive performance score of the communication base station; q is the number of times the historical operating parameters of the communication base station are collected; S p is the performance score corresponding to the historical operating parameters of the communication base station collected for the pth time;
[0104] Among them, P max 、R max 、T max , SNR max BER max , FO max DF max Customized by the system user, m is the total number of historical operating parameter types of the communication base station, ω j is the configuration weight of the jth communication base station historical operating parameter, Express The average of the communication base station performance comprehensive score S norr The higher it is, the better the performance of the communication base station is; conversely, the lower it is, the worse the performance of the communication base station is.
[0105] In this embodiment, through the above settings, further system operation data and logical support are provided for the system in Example 1, and based on the above analysis logic setting for the comprehensive score of communication base station performance, the evaluation of communication thread security has a corresponding evaluation method, based on which, balanced and stable application of communication threads is achieved.
[0106] Example 3:
[0107] In terms of specific implementation, based on Example 1, this example refers to Figure 2 The communication thread guarantee system based on artificial intelligence in Example 1 is further described in detail:
[0108] A communication thread configuration method based on artificial intelligence includes the following steps:
[0109] Obtaining the communication base station interaction topology and the determination result of whether each communication thread in the topology is safe in the communication thread assurance system;
[0110] Deleting the communication thread determined to be unsafe from the communication base station interaction topology to obtain the currently available communication base station interaction topology;
[0111] Selecting two groups of nodes as communicating parties in the currently available communication base station interaction topology, and traversing all available communication paths in the currently available communication base station interaction topology based on the determined communicating parties;
[0112] Selecting a set of best available communication paths for both communicating parties to perform communication operations;
[0113] The logic for selecting the best available communication path is:
[0114]
[0115] Where: C(L) is the selection tendency of the available communication path L; R is the total number of nodes on the available communication path; S norr (r) is the comprehensive performance score of the communication base station corresponding to the r-th node; d is the length of the available communication path L;
[0116] The available communication base station interaction topology is the topology obtained after all communication threads determined to be unsafe are deleted from the communication thread interaction topology. The selection tendency of each available communication path is calculated based on the above formula, and the group of available communication paths with the largest selection tendency value is selected as the best available communication path.
[0117] In the available communication path traversal phase after determining the communicating parties, all available communication paths are acquired based on the DFS algorithm, and each available communication path is used as the processing target. The selection logic of the best available communication path is further applied to complete the selection of the best available communication path.
[0118] In this embodiment, it is a further expansion solution of the system in Example 1. After performing a security assessment on the communication thread, it can provide communication users with a good communication thread configuration based on the assessment results to promote the daily harmonious operation of the communication network.
[0119] In summary, in the above embodiment, during operation, the system collects the operating status parameters of the communication base station to analyze the comprehensive performance of the communication base station, further introduces an evaluation factor and combines the comprehensive performance analysis results of the communication base station to evaluate the security of the communication thread, and then based on the evaluation results, discards the unsafe communication threads in the communication topology to obtain a real-time, safe and available communication topology, thereby providing communication security for both communication users, and further based on the communication thread configuration method, selects the optimal communication path, establishes a communication channel between the two communication users, ensures the stable application of each communication thread in the communication network, ensures that the communication load of each communication thread in the communication network is balanced, and ensures that the communication performance is stably applied.
[0120] The above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit the same. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements will not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the various embodiments of the present invention.
Claims
1. A communication thread guarantee system based on artificial intelligence, characterized in that: include: Analysis layer, evaluation layer and output layer; The historical operating parameters of the communication base station are collected by the analysis layer, and the comprehensive performance score of the communication base station is analyzed in the analysis layer based on the collected historical operating parameters of the communication base station. The evaluation layer is used to receive the comprehensive performance score of the communication base station analyzed in the analysis layer, and simultaneously introduce the evaluation factor. In combination with the comprehensive performance score of the communication base station and the evaluation factor, the security of the communication thread where the communication base station is located is evaluated. The output layer synchronously receives the security evaluation results of each communication thread in the evaluation layer, and synchronously sets the communication thread security judgment value. Based on the comparison of the communication thread security judgment value with the received communication thread security evaluation result, the security of each communication thread is judged and the judgment result is output; The evaluation layer includes a receiving module, a setting module, and an evaluation module. The receiving module is used to continuously receive the analysis results of the comprehensive performance scores of each communication base station in the analysis layer. The setting module is used to set the evaluation factor. The evaluation module is used to receive the evaluation factor set in the setting module, and apply the evaluation factor in combination with the analysis results of the comprehensive performance scores of each communication base station received in the receiving module to evaluate the security of the communication thread where the communication base station is located. The security assessment logic of the communication thread in the assessment module is expressed as follows: ; Where: is the average comprehensive performance score of the two groups of communication base stations corresponding to the vth group of communication threads; is the evaluation factor of the vth group of communication threads; Among them, if formula (1) and formula (2) are both true, it means that the communication thread is currently safe. Otherwise, it means that the communication thread is currently unsafe. , 、 It is the comprehensive performance score of the communication base stations at both ends of the vth group of communication threads.
2. The artificial intelligence-based communication thread guarantee system according to claim 1, characterized in that: The analysis layer includes a collection module, a storage module and an analysis module. The collection module is used to collect historical operating parameters of the communication base station. The storage module is used to receive the historical operating parameters of the communication base station collected by the collection module and store the historical operating parameters of the communication base station. The analysis module is used to retrieve the historical operating parameters of the communication base station stored in the storage module and analyze the comprehensive performance score of the communication base station based on the historical operating parameters of the communication base station. Among them, the target of the collection module for collecting the historical operating parameters of the communication base stations is all the communication base stations in the communication network. Before the collection module runs to collect the historical operating parameters of the communication base stations, the system end user first customizes the collection time span of the historical operating parameters of the communication base stations. After the collection time span is set, the collection module collects the historical operating parameters of the communication base stations within the corresponding collection time span.
3. The artificial intelligence-based communication thread guarantee system according to claim 2, characterized in that: The communication base station historical operating parameters include: transmit power, receive sensitivity, transmission rate, signal-to-noise ratio, bit error rate, frequency offset, and Doppler shift. The storage module is provided with a plurality of groups of differentiated storage intervals, each differentiated storage interval being used to store the communication base station historical operating parameters of the same source communication base station; During the operation phase of the storage module, the system end synchronously uploads the location information of each communication base station in the storage module, and creates a set of two-dimensional spaces in the storage module. The location information of all communication base stations is represented based on the two-dimensional space. At the same time, the groups of communication base stations represented in the two-dimensional space are connected to each other to build a communication base station interaction topology. Each node in the communication base station interaction topology represents a communication base station, and each node in the communication base station interaction topology is bound to the distinguished storage intervals where the historical operation parameters of the communication base station to which each node corresponds are located.
4. The artificial intelligence-based communication thread guarantee system according to claim 2, characterized in that: The analysis logic of the comprehensive score of the communication base station performance in the analysis module is expressed as follows: Obtain the historical operating parameters of the communication base station and normalize them: ; Where: is the normalized value of transmit power; is the transmit power; is the maximum acceptable transmit power; is the normalized value of receiving sensitivity; is the receiving sensitivity; is the ideal value of receiving sensitivity; is the normalized value of the transmission rate; is the transmission rate; is the theoretical maximum transmission rate; is the normalized value of the signal-to-noise ratio; is the signal-to-noise ratio; is the ideal maximum signal-to-noise ratio; is the normalized value of bit error rate; is the maximum acceptable bit error rate; is the bit error rate; is the normalized value of frequency offset; is the maximum acceptable frequency deviation; is the frequency offset; is the normalized value of Doppler shift; is the maximum acceptable Doppler shift; is the Doppler shift; Assign weights to each normalized result to obtain the performance score corresponding to the historical operating parameters of the communication base station: ; Where: is the weight; Based on all historical operating parameters of the communication base station, analyze the comprehensive performance score of the communication base station: ; Where: Provide a comprehensive score for the performance of communication base stations; The number of times the historical operating parameters of the communication base station are collected; is the performance score corresponding to the historical operating parameters of the communication base station collected for the pth time; in, 、 、 、 、 、 、 Customized by the system user, , is the total amount of historical operating parameter types of the communication base station, is the configuration weight of the jth communication base station historical operating parameter, Express Average, comprehensive performance score of communication base station The higher it is, the better the performance of the communication base station is; conversely, the lower it is, the worse the performance of the communication base station is.
5. The artificial intelligence-based communication thread guarantee system according to claim 1, characterized in that: When the receiving module receives the comprehensive performance evaluation results of each communication base station during the operation phase, it complies with: The number of received comprehensive performance scores for each group of communication base stations shall be at least five; The communication thread is determined based on two groups of adjacent and interconnected communication base stations in the communication base station interaction topology. When evaluating the security of the communication thread, the corresponding comprehensive performance scores of the two groups of communication base stations corresponding to the communication thread are used for evaluation; The setting logic of the evaluation factor in the setting module is: ; Where: is the total number of communication paths where the vth group of communication threads are located; Among them, in formula (1) >1, then The value is 1, in formula (1) <0.9, then The value is 0.9, When the value of is obtained in formula (1) and it is established in formula (2), it is derived from formula (1) The value of is applied.
6. The artificial intelligence-based communication thread guarantee system according to claim 1, characterized in that: The output layer includes a recording module, a determination module, and an output module. The recording module is used to obtain each evaluation result of each communication thread in the evaluation layer and record the evaluation results based on the evaluation time sequence. The determination module is used to set a communication thread security determination value, compare the set communication thread security determination value with the recorded evaluation result, and determine whether the communication thread is safe. The output module is used to receive the determination result of whether the communication thread is safe in the determination module and output the determination result. Among them, the recording module performs differentiated sorting and recording operations on the evaluation results of different communication threads, so that the evaluation results of the same differentiated recording interval all come from the same communication thread, and the output target of the determination result of whether the communication thread is safe in the output module is the mobile computer device held by the system end user.
7. The artificial intelligence-based communication thread guarantee system according to claim 6, characterized in that: The decision logic for whether the communication thread is safe in the decision module is expressed as follows: ; Where: The minimum number of consecutive recording results that are considered safe for the communication thread in the recording module's corresponding recording interval; It is the safety judgment value of the communication thread; Among them, the communication thread safety judgment value It is defined by the system user. The minimum number of continuous recording results is the number of communication thread security. It is measured by referring to the ranking results of the evaluation results of whether the communication thread is safe.
8. The artificial intelligence-based communication thread guarantee system according to claim 1, characterized in that: The receiving module is interactively connected to the setting module and the evaluation module through a wireless network, the receiving module is interactively connected to the analysis module through a wireless network, the analysis module is interactively connected to the storage module and the acquisition module through a wireless network, the evaluation module is interactively connected to the recording module through a wireless network, and the recording module is interactively connected to the determination module and the output module through a wireless network.
9. A method for configuring communication threads based on artificial intelligence, the method being an implementation method of the communication thread security system based on artificial intelligence as claimed in any one of claims 1 to 8, characterized in that: The following steps are involved: Obtaining the communication base station interaction topology and the determination result of whether each communication thread in the topology is safe in the communication thread assurance system; Deleting the communication thread determined to be unsafe from the communication base station interaction topology to obtain the currently available communication base station interaction topology; Selecting two groups of nodes as communicating parties in the currently available communication base station interaction topology, and traversing all available communication paths in the currently available communication base station interaction topology based on the determined communicating parties; Selecting a set of best available communication paths for both communicating parties to perform communication operations; The selection logic of the best available communication path is: ; Where: is the selection tendency of the available communication path L; is the total number of nodes on the available communication path; is the comprehensive performance score of the communication base station corresponding to the rth node; is the length of the available communication path L; The available communication base station interaction topology is the topology obtained after all communication threads determined to be unsafe are deleted from the communication thread interaction topology. The selection tendency of each safe and available communication path is calculated based on the above formula, and the group of available communication paths with the largest selection tendency value is selected as the best available communication path.
10. The method for configuring communication threads based on artificial intelligence according to claim 9, characterized in that: In the available communication path traversal phase after determining the communicating parties, all available communication paths are acquired based on the DFS algorithm, and each available communication path is used as the processing target. The selection logic of the best available communication path is further applied to complete the selection of the best available communication path.
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