Hierarchical beam training

WebBeam training based on hierarchical codebook for millimeter wave (mmWave) massive MIMO is investigated. Unlike the existing work using the same hierarchical codebook to estimate different multi-path components (MPCs), dynamic hierarchical codebooks which are updated according to the estimated MPCs are adopted. WebAbstract: In this article, multiuser beam training based on hierarchical codebook for millimeter wave massive multi-input multi-output is investigated, where the base station …

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Web21 de set. de 2024 · Two low-overhead hierarchical beam training schemes for near-field XL-MIMO system are proposed and an enhanced hierarchical training codebook via manifold optimization and alternative minimization is designed. Expand. Highly Influenced. PDF. View 8 excerpts, cites methods and background; WebTo reduce the training overhead, a parallel beam alignment algorithm is proposed for the MU mmWave system with a hybrid structure. The proposed algorithm jointly exploits parallel beam alignment among different user-subsets and hierarchical beam training for each user-subset. Consequently, the training overhead is significantly reduced to 2log dutch brothers marysville wa https://turnaround-strategies.com

Simultaneous Multiuser Beam Training Using Adaptive Hierarchical ...

Web29 de set. de 2024 · In this letter, we study efficient near-field beam training design for the extremely large-scale array (XL-array) communication systems. Compared with the conventional far-field beam training method that searches for the best beam direction only, the near-field beam training is more challenging since it requires a beam search over … WebMarginMatch: Using Training Dynamics of Unlabeled Data for Semi-Supervised Learning Tiberiu Sosea · Cornelia Caragea CHMATCH: Contrastive Hierarchical Matching and … Web27 de set. de 2024 · To tackle this problem, we propose a deep learning-based beam training scheme where the near-field channel model and the near-field codebook are considered. To be specific, we first utilize the received signals corresponding to the far-field wide beams to estimate the optimal near-field beam. earth basics anaheim

Hierarchical Codebook based Multiuser Beam Training for

Category:Compressive Initial Access and Beamforming Training for Millimeter-Wave ...

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Hierarchical beam training

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Web14 de abr. de 2024 · Beam size B controls the number of candidate nodes to be retrieved. Larger B leads to better performance and heavier computation in the inference stage. As a result, Fig. 4 (a) shows, for MovieLens-20M, 5 or 10 is the better choice. Thus we set the beam size as 10 for MovieLens-20M.

Hierarchical beam training

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Web9 de fev. de 2024 · For 3D beam access in massive multi-input multi-output (MIMO) systems, this paper proposes a feasible two-stage 3D codebook design and corresponding fast beam training algorithm. The complete codebook consists of a primary codebook and an auxiliary codebook—the primary codebook produces a basic directional beam using a … Web24 de fev. de 2024 · This inevitably incurs prohibitively high beam training overhead since it requires a two-dimensional (2D) beam search over both the angular and distance …

Webhierarchical beam training design can achieve over 99% and 95% beam training overhead reduction as compared with the exhaustive-search based [23] and two-phase … Web13 de dez. de 2024 · Accurate channel state information (CSI) acquisition is indispensable for mmWave massive MIMO systems to perform sophisticated signal processing. The existing channel estimation methods such as beam training and compressed sensing either have low accuracy or require considerably high training overhead. To achieve a fast yet …

Webthe proposed approach with DIA followed by hierarchical directional beam training. Key performance indicators for both approaches are numerically compared, including discovery rate, post beam training SNR, overhead and access latency. The simulation study based on 5G-NR frame structure and measurement-endorsed 3D 28GHz channel shows that the Web21 de set. de 2024 · Existing beam training schemes rely on the far-field codebook, which is designed based on the far-field channel model. However, due to the large aperture of XL-RIS, the user is more likely to be in the near-field region of XL-RIS. The far-field codebook mismatches the near-field channel model.

Weband training data. Different from the existing hierarchical codebook training algorithms, we first use the beam training results from the previous layers to estimate the channel AOA or AOD at each layer and then we adaptively design a codeword in the current layer to align with the estimated AOA or AOD. Comparing with the existing beam training

WebBut when it comes to design, visual hierarchy is related to all the elements you see in a design and how they are perceived in order of importance. The best examples of … dutch brothers mission statementWebSimultaneous Multiuser Beam Training Using Adaptive Hierarchical Codebook for mmWave Massive MIMO Abstract: In this paper, a simultaneous multiuser hierarchical beam … eart rated compostable poop bagWeb1 de jan. de 2024 · Beam training based on hierarchical codebook for millimeter wave (mmWave) massive MIMO is investigated. Unlike the existing work using the same hierarchical codebook to estimate different multi-path components (MPCs), dynamic hierarchical codebooks which are updated according to the estimated MPCs are adopted. earth bread recipeWeb10 de fev. de 2024 · To address this challenge, in this paper, a novel hierarchical beam training scheme with dynamic training levels is proposed to optimize the performance of multi-hop THz links. In fact, an optimization problem is formulated to maximize the overall spectral efficiency of the multi-hop THz link by dynamically and jointly selecting the … earth bund nzWebrate of beam training. Index Terms—Millimeter wave (mmWave) communications, massive MIMO, beam training, hierarchical codebook. I. INTRODUCTION M ILLIMETER wave (mmWave) massive MIMO con-sidered as a promising technology for future wireless communications has drawn global attention due to its wide band and high transmission … dutch brothers grants pass oregonWeb22 de jan. de 2016 · In millimeter-wave communication, large antenna arrays are required to achieve high power gain by steering toward each other with narrow beams, which poses … earth by kasperskyWebThis paper presents the system model of THz UM-MIMO and introduces the schemes of beam training and beamspace MIMO for THz communications, and presents the corresponding fabrication techniques and illuminate the emerging applications benefiting from THz beamforming. Terahertz (THz) communications with a frequency band 0.1− 10 … earth child mall of africa