Machine Learning Applications

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Learning Reflection Codebooks for Reconfigurable Intelligent Surfaces

We develop a novel deep reinforcement learning based framework to efficiently construct the RIS reflection codebook. This framework adopts a multi-level design approach that transfers the learning between multiple RIS subarrays, which speeds up the learning convergence and highly reduces the computational complexity for extremely large RIS surfaces ... read more