ComparisonIntermediate
According to the numerical research, what accuracy did the FL and AIoT solutions achieve after 100 communication rounds, and how does that compare to the centralized AIoT strategy?
The FL and AIoT solutions achieved 96.9% accuracy after 100 communication rounds. According to the source, this is described as an improvement above the centralized AIoT strategy's 99.79% predictive performance.
Key points
- FL and AIoT solutions reached 96.9% accuracy at the 100th communication round.
- The centralized AIoT strategy showed a predictive performance of 99.79%.
- The source text characterizes 96.9% as an improvement over the centralized strategy, although the numeric values themselves are not further reconciled.
Source:AI and Machine Learning for Mechanical and Electrical Engineering ...· Development of a Smart Algorithm to Integrate Fault Detection and Classification of End-to-End Monitoring of Autonomous Transfer Vehicles· p. 61–68
AI and Machine Learning for Mechanical and Electrical Engineering ...
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First edition · CRC Press