Over-the-Air Federated Learning With Joint Adaptive Computation And Power Control.pdf

2205.05867.pdf
Preview of Over-the-Air Federated Learning With Joint Adaptive Computation and Power Control
🔗 Source: arxiv.org
📊 Size: 167 KB
📄 Pages: 10 pages
⬇️ Downloads: 60

Summary

The algorithm adapts transmission power level and number of local update steps to utilize computation and communication resources, achieving a convergence rate of O(1/√mT) for nonconvex objective functions, matching that of the noise-free FedAvg algorithm. The paper characterizes the training error of conventional OTA-based FedAvg under Gaussian multiple access channels, showing a non-vanishing convergence error due to channel noise, and motivates the proposal of ACPC-OTA-FL to mitigate this issue.

Description

The algorithm adapts transmission power level and number of local update steps to utilize computation and communication resources, achieving a convergence rate...

Technical Information

  • File Format: PDF
  • File Size: 167 KB
  • Pages: 10
  • Language: EN
  • Total Downloads: 60
  • Last Updated: 1 month ago

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