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Signal processing for RIS-assisted millimeter-wave/terahertz communications.

Wei Wang1, Wei Zhang2

  • 1Peng Cheng Laboratory, China.

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|June 30, 2023
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Summary
This summary is machine-generated.

Model-free and learning-based configuration offers a novel signal processing approach for Reconfigurable Intelligent Surfaces (RIS) in millimeter wave/Terahertz communications.

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Area of Science:

  • Wireless communication systems
  • Signal processing
  • Intelligent reflecting surfaces

Background:

  • Millimeter wave (mmWave) and Terahertz (THz) frequencies offer high bandwidth but suffer from significant propagation challenges.
  • Reconfigurable Intelligent Surfaces (RIS) are emerging as a promising technology to mitigate these challenges by intelligently controlling the radio environment.
  • Traditional RIS configuration methods often rely on accurate channel state information, which is difficult to obtain in dynamic mmWave/THz systems.

Purpose of the Study:

  • To introduce a novel signal processing paradigm for RIS configuration.
  • To address the challenges associated with deploying RIS in millimeter wave/Terahertz communications.
  • To enable model-free and learning-based approaches for RIS optimization.

Main Methods:

  • Development of a model-free framework for RIS configuration.
  • Application of machine learning algorithms for adaptive RIS control.
  • Simulation and analysis of the proposed methods in mmWave/THz communication scenarios.

Main Results:

  • Demonstrated the effectiveness of model-free and learning-based RIS configuration.
  • Showcased significant improvements in communication performance compared to traditional methods.
  • Validated the robustness of the proposed approach in overcoming channel uncertainties.

Conclusions:

  • Model-free and learning-based RIS configuration represents a significant advancement in signal processing for future wireless systems.
  • This paradigm shift overcomes key limitations of existing RIS deployment strategies.
  • Enables more efficient and reliable mmWave/THz communication systems.