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In Part I of this book, we explored various PSO-based algorithmic solutions combined with HBF to reduce the MU interference for different UAV-assisted mMIMO communications problems to maximize AR, where it was seen that PSO-based solutions achieved near-optimal AR in different scenarios. However, while these PSO-based solutions accomplish an acceptable performance, they have high computational complexity and struggle in real-time scenarios. Therefore, in Part II of this book, we aim to investigate low-complexity DL-based solutions to reduce the runtime of the proposed algorithms without significantly affecting the performance.

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Joint UAV Location and PA Optimization: A DSL Approach

  • 章节

  • 发表日期：

    2026年

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  • Tho Le-Ngoc,
  • MohammadMahdi Ghadaksaz,
  • Mobeen Mahmood

摘要

In Part I of this book, we explored various PSO-based algorithmic solutions combined with HBF to reduce the MU interference for different UAV-assisted mMIMO communications problems to maximize AR, where it was seen that PSO-based solutions achieved near-optimal AR in different scenarios. However, while these PSO-based solutions accomplish an acceptable performance, they have high computational complexity and struggle in real-time scenarios. Therefore, in Part II of this book, we aim to investigate low-complexity DL-based solutions to reduce the runtime of the proposed algorithms without significantly affecting the performance.