Matches in SemOpenAlex for { <https://semopenalex.org/work/W4322502600> ?p ?o ?g. }
- W4322502600 endingPage "2554" @default.
- W4322502600 startingPage "2554" @default.
- W4322502600 abstract "A reconfigurable intelligent surface (RIS) is a development of conventional relay technology that can send a signal by reflecting the signal received from a transmitter to a receiver without additional power. RISs are a promising technology for future wireless communication due to their improvement of the quality of the received signal, energy efficiency, and power allocation. In addition, machine learning (ML) is widely used in many technologies because it can create machines that mimic human mindsets with mathematical algorithms without requiring direct human assistance. Meanwhile, it is necessary to implement a subfield of ML, reinforcement learning (RL), to automatically allow a machine to make decisions based on real-time conditions. However, few studies have provided comprehensive information related to RL algorithms-especially deep RL (DRL)-for RIS technology. Therefore, in this study, we provide an overview of RISs and an explanation of the operations and implementations of RL algorithms for optimizing the parameters of RIS technology. Optimizing the parameters of RISs can offer several benefits for communication systems, such as the maximization of the sum rate, user power allocation, and energy efficiency or the minimization of the information age. Finally, we highlight several issues to consider in implementing RL algorithms for RIS technology in wireless communications in the future and provide possible solutions." @default.
- W4322502600 created "2023-02-28" @default.
- W4322502600 creator A5030860493 @default.
- W4322502600 creator A5071834338 @default.
- W4322502600 date "2023-02-24" @default.
- W4322502600 modified "2023-09-29" @default.
- W4322502600 title "A Survey on Reinforcement Learning for Reconfigurable Intelligent Surfaces in Wireless Communications" @default.
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