WebFeb 25, 2024 · Learning Beam Codebooks with Neural Networks: Towards Environment-Aware mmWave MIMO. Scaling the number of antennas up is a key characteristic of current and future wireless communication systems. The hardware cost and power consumption, however, motivate large-scale MIMO systems, especially at …
Phased Array Beamforming ICs Simplify Antenna Design
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WebApr 28, 2024 · @article{osti_1967320, title = {Secure mmWave Spectrum Sharing with Autonomous Beam Scheduling for 5G and Beyond}, author = {Bhuyan, Arupjyoti and Xi, Mingyue and Zhang, Xiang and Kasera, Sneha and Sarkar, Shamik}, abstractNote = {Spectrum Sharing (SS) has seen a renewed set of initiatives in 5G with the availability of … WebJun 25, 2024 · This paper proposes a sample-efficient online reinforcement learning based beam pattern design algorithm that learns how to shape the beam pattern to null the interfering directions and highlights a promising machine learning basedbeam/codebook optimization direction for mmWave and terahertz systems. 1 PDF View 1 excerpt WebSep 22, 2024 · The first scheme, named original DBT (ODBT), uses a DNN to predict the beam combination best matching the strongest channel path of the mmWave channel … newton fire prevention office