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CN-122001778-A - Wireless network intelligent operation and maintenance method and device, electronic equipment and storage medium

CN122001778ACN 122001778 ACN122001778 ACN 122001778ACN-122001778-A

Abstract

The invention provides a wireless network intelligent operation and maintenance method, device, electronic equipment and storage medium, wherein the method comprises the steps of obtaining operation and maintenance requirements of a user, analyzing the operation and maintenance requirements based on an operation and maintenance large model to obtain operation and maintenance intention, generating an operation and maintenance task sequence comprising subtasks based on the operation and maintenance intention, scheduling target operation and maintenance tools in a preset operation and maintenance tool set based on the operation and maintenance task sequence to execute the subtasks to obtain task execution results, and generating target operation and maintenance results of the operation and maintenance requirements based on the task execution results. According to the invention, the operation and maintenance requirements are automatically analyzed by adopting the operation and maintenance large model, and then the operation and maintenance requirements are planned and decomposed into specific operation and maintenance task sequences, and then the target operation and maintenance tool is automatically scheduled to complete task execution and result generation, so that a complex operation and maintenance analysis process is automated, complex manual operation and judgment are replaced, the problems of complex operation and maintenance interaction, dependence on personal experience in the analysis process and low processing efficiency in the prior art are solved, and the network operation and maintenance efficiency is remarkably improved.

Inventors

  • FU SHUANGHONG

Assignees

  • 浪潮通信信息系统有限公司

Dates

Publication Date
20260508
Application Date
20251223

Claims (10)

  1. 1. The intelligent operation and maintenance method for the wireless network is characterized by comprising the following steps of: Acquiring operation and maintenance requirements of a user; analyzing the operation and maintenance requirements based on an operation and maintenance large model to obtain operation and maintenance intention, and generating an operation and maintenance task sequence comprising subtasks based on the operation and maintenance intention; Scheduling a target operation tool in a preset operation tool set based on the operation and maintenance task sequence, and executing the subtasks based on the target operation tool to obtain a task execution result of the subtasks; And generating a target operation and maintenance result of the operation and maintenance requirement based on the task execution result of the subtask.
  2. 2. The wireless network intelligent operation and maintenance method according to claim 1, wherein the generating an operation and maintenance task sequence including sub-tasks based on the operation and maintenance intention comprises: identifying an operation and maintenance scene corresponding to the operation and maintenance intention; Constructing an analysis logic chain of the operation and maintenance intention based on the operation and maintenance scene; And mapping each logic node in the analysis logic chain into the subtasks in the operation and maintenance task sequence to obtain the operation and maintenance task sequence comprising the subtasks.
  3. 3. The wireless network intelligent operation and maintenance method according to claim 1, wherein the generating the target operation and maintenance result of the operation and maintenance requirement based on the task execution result of the subtask comprises: performing cross-domain association analysis on the task execution results of the subtasks to obtain cross-domain association analysis results; and determining the target operation and maintenance result based on the cross-domain association analysis result.
  4. 4. The intelligent operation and maintenance method of wireless network according to claim 3, wherein the performing cross-domain association analysis on the task execution result of the subtask to obtain a cross-domain association analysis result includes: Coding the task execution result of the subtasks under the same feature space to obtain each feature vector; and calculating the association degree between the feature vectors in the same feature space, and determining the cross-domain analysis result based on the subtasks corresponding to the association degree which are ranked at the front.
  5. 5. The wireless network intelligent operation and maintenance method according to any one of claims 1 to 4, wherein when the operation and maintenance intention is to locate a fault of a target network element, the operation and maintenance task sequence includes a symptom acquisition subtask for acquiring a fault characterization and a root cause analysis subtask for determining a cause of the fault, and the target operation and maintenance result includes a fault type of the target network element and a fault repair suggestion corresponding to the fault type.
  6. 6. The wireless network intelligent operation and maintenance method according to any one of claims 1 to 4, wherein when the operation and maintenance is intended to be a performance optimization of a target network cell, the operation and maintenance task sequence includes a performance probing sub-task for querying a current network index and a bottleneck diagnosis sub-task for identifying a performance short board, and the target operation and maintenance result includes a performance bottleneck corresponding to the target network cell and a network optimization scheme for solving the performance bottleneck.
  7. 7. The wireless network intelligent operation and maintenance method according to any one of claims 1 to 4, wherein the obtaining the operation and maintenance requirement of the user includes: Acquiring voice data of the user, and performing voice recognition on the voice data to obtain an initial recognition text; Inputting the initial recognition text into the operation and maintenance large model, and performing entity word correction on the initial recognition text by the operation and maintenance large model to obtain a correction text; and taking the corrected text as the operation and maintenance requirement.
  8. 8. A wireless network intelligent operation and maintenance device, comprising: The acquisition unit is used for acquiring the operation and maintenance requirements of the user; The analysis unit is used for analyzing the operation and maintenance requirements based on the operation and maintenance large model to obtain operation and maintenance intention, and generating an operation and maintenance task sequence comprising subtasks based on the operation and maintenance intention; The execution unit is used for scheduling a target operation tool in a preset operation tool set based on the operation task sequence, and executing the subtasks based on the target operation tool to obtain a task execution result of the subtasks; And the generating unit is used for generating a target operation and maintenance result of the operation and maintenance requirement based on the task execution result of the subtask.
  9. 9. An electronic device comprising a memory, a processor and a computer program stored on the memory and running on the processor, wherein the processor implements the wireless network intelligent operation and maintenance method according to any one of claims 1 to 7 when executing the computer program.
  10. 10. A non-transitory computer readable storage medium having stored thereon a computer program, wherein the computer program when executed by a processor implements the wireless network intelligent operation and maintenance method according to any of claims 1 to 7.

Description

Wireless network intelligent operation and maintenance method and device, electronic equipment and storage medium Technical Field The present invention relates to the field of intelligent operation and maintenance technologies, and in particular, to a wireless network intelligent operation and maintenance method, device, electronic equipment, and storage medium. Background With the evolution and popularization of new generation communication technologies such as 5G, the structure of a wireless network is increasingly complex, and service types are also increasingly diversified, which results in the difficulty and the workload of network operation and maintenance work to be greatly increased. Therefore, how to improve timeliness, flexibility and comprehensiveness of the operation and maintenance of the wireless network so as to ensure the network quality and the user experience becomes a technical requirement to be solved in the field. To meet the above-mentioned operation and maintenance requirements, a conventional operation and maintenance mode relying on personal experience of an operation and maintenance engineer is generally adopted in the prior art. Specifically, when fault localization, performance optimization, or network status queries are required, an operation and maintenance engineer needs to first log in to a plurality of, typically independent, operation and maintenance support systems. Then, based on the familiarity degree of the engineer with each system, the engineer must manually input a structured query instruction or perform a clicking operation in a complex graphical interface to obtain various data such as a history alarm, a network performance index, a network flow, a configuration parameter, and the like, respectively. After the scattered data from different systems are obtained, engineers rely on the expertise and past experience of the engineers, and then manually correlate analysis and logic reasoning are carried out on the data, so that the source of the fault or the performance bottleneck is finally judged, and corresponding solutions are formulated. However, the conventional operation and maintenance mode has significant drawbacks. First, the interaction is complex and inefficient. The operation staff has to be familiar with the operation rules and specific query grammar of each independent system, and the operation staff manually switches between different platforms and executes the operation, so that the whole data acquisition process is tedious and time-consuming. Second, the analysis process is highly dependent on personal experience, lacking standardization and automation. In the face of complex operation and maintenance targets, how to plan analysis steps and screen key information from massive data is completely dependent on personal ability of engineers, which not only results in low processing efficiency, but also is difficult to ensure accuracy and stability of operation and maintenance results. Disclosure of Invention The invention provides a wireless network intelligent operation and maintenance method, a device, electronic equipment and a storage medium, which are used for solving the defects in the traditional operation and maintenance mode in the prior art. The invention provides a wireless network intelligent operation and maintenance method, which comprises the following steps: Acquiring operation and maintenance requirements of a user; analyzing the operation and maintenance requirements based on an operation and maintenance large model to obtain operation and maintenance intention, and generating an operation and maintenance task sequence comprising subtasks based on the operation and maintenance intention; Scheduling a target operation tool in a preset operation tool set based on the operation and maintenance task sequence, and executing the subtasks based on the target operation tool to obtain a task execution result of the subtasks; And generating a target operation and maintenance result of the operation and maintenance requirement based on the task execution result of the subtask. According to the wireless network intelligent operation and maintenance method provided by the invention, the operation and maintenance task sequence comprising subtasks is generated based on the operation and maintenance intention, and the method comprises the following steps: identifying an operation and maintenance scene corresponding to the operation and maintenance intention; Constructing an analysis logic chain of the operation and maintenance intention based on the operation and maintenance scene; And mapping each logic node in the analysis logic chain into the subtasks in the operation and maintenance task sequence to obtain the operation and maintenance task sequence comprising the subtasks. According to the wireless network intelligent operation and maintenance method provided by the invention, the target operation and maintenance result of the operation and maintenan