Corrections to "Computer Vision Aided mmWave Beam Alignment in V2X Communications"

Fuente: arXiv
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Hauptverfasser: Xu, Weihua, Gao, Feifei, Tao, Xiaoming, Zhang, Jianhua, Alkhateeb, Ahmed
Format: Preprint
Veröffentlicht: 2024
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author Xu, Weihua
Gao, Feifei
Tao, Xiaoming
Zhang, Jianhua
Alkhateeb, Ahmed
author_facet Xu, Weihua
Gao, Feifei
Tao, Xiaoming
Zhang, Jianhua
Alkhateeb, Ahmed
contents In this document, we revise the results of [1] based on more reasonable assumptions regarding data shuffling and parameter setup of deep neural networks (DNNs). Thus, the simulation results can now more reasonably demonstrate the performance of both the proposed and compared beam alignment methods. We revise the simulation steps and make moderate modifications to the design of the vehicle distribution feature (VDF) for the proposed vision based beam alignment when the MS location is available (VBALA). Specifically, we replace the 2D grids of the VDF with 3D grids and utilize the vehicle locations to expand the dimensions of the VDF. Then, we revise the simulation results of Fig. 11, Fig. 12, Fig. 13, Fig. 14, and Fig. 15 in [1] to reaffirm the validity of the conclusions.
format Preprint
id arxiv_https___arxiv_org_abs_2410_06004
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Corrections to "Computer Vision Aided mmWave Beam Alignment in V2X Communications"
Xu, Weihua
Gao, Feifei
Tao, Xiaoming
Zhang, Jianhua
Alkhateeb, Ahmed
Signal Processing
In this document, we revise the results of [1] based on more reasonable assumptions regarding data shuffling and parameter setup of deep neural networks (DNNs). Thus, the simulation results can now more reasonably demonstrate the performance of both the proposed and compared beam alignment methods. We revise the simulation steps and make moderate modifications to the design of the vehicle distribution feature (VDF) for the proposed vision based beam alignment when the MS location is available (VBALA). Specifically, we replace the 2D grids of the VDF with 3D grids and utilize the vehicle locations to expand the dimensions of the VDF. Then, we revise the simulation results of Fig. 11, Fig. 12, Fig. 13, Fig. 14, and Fig. 15 in [1] to reaffirm the validity of the conclusions.
title Corrections to "Computer Vision Aided mmWave Beam Alignment in V2X Communications"
topic Signal Processing
url https://arxiv.org/abs/2410.06004