AI Communication Scheme Evaluation Before Execution
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Existing performance evaluation methods for AI-based wireless communication schemes rely heavily on execution results and require significant computational and resource overhead, making prior evaluation impossible.
Innovation Solution
A method for determining AI scheme performance based on a first AI scheme without relying on execution results, allowing for flexible performance assessment of second AI schemes in communication tasks.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If performance evaluation relies on execution results of the target communication scheme, then measurement precision is improved, but loss of time is worsened because evaluation can only be obtained after execution
Solution Approach 1:
The patent applies preliminary action by using a first AI scheme to perform a first communication task and determining performance metrics before the second AI scheme is executed. The performance determination is performed in advance based on the first AI scheme's execution results, allowing the second AI scheme to be evaluated prior to its actual deployment or execution in the target communication scenario.
2Measurement precision
If performance evaluation relies on execution results, then measurement precision is improved, but device complexity is worsened due to significant computational and resource overhead
Solution Approach 1:
The patent applies copying by using the first AI scheme as a proxy or representative model to evaluate the performance of the second AI scheme. Instead of executing and measuring the second AI scheme directly (which would require significant computational resources), the system uses the first AI scheme's execution results as a substitute or copy to infer the second AI scheme's performance, thereby reducing the computational overhead required for evaluation.
3Measurement precision
If performance evaluation waits for execution results, then measurement precision is improved, but productivity is worsened because evaluation cannot be performed before execution
Solution Approach 1:
The patent enables preliminary performance evaluation by determining the performance of the second AI scheme based on the first AI scheme's execution results before the second AI scheme is actually executed. This allows for early assessment and selection of AI schemes, improving productivity by eliminating the need to wait for execution results before evaluation can begin.
Data Source
Figure 1~2
Figure 3~5
Figure 6~7
AI summary
The present disclosure discloses a method and apparatus for performance determination, a device, and a storage medium, and relates to the field of communications. The method includes determining a performance of a second artificial intelligence (Al) scheme based on a first AI scheme, where the second AI scheme is used to perform a first communication task. The performance of the second AI scheme is determined based on the first AI scheme without relying on execution results of the second AI scheme, thereby improving the flexibility of performance determination for AI-based communication schemes.