Performance Analysis for AOA-Based Localization Under Millimeter - Wave Wireless Networks

被引:5
作者
He, Jiajun [1 ]
Chun, Young Jin [1 ]
机构
[1] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
关键词
Millimeter-wave; angle-of-arrival; localizability; Cramer-Rao lower bound; DISTANCE DISTRIBUTIONS; COVERAGE; CAPACITY;
D O I
10.1109/ACCESS.2022.3149915
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Millimeter-Wave (mmWave) communication is a promising solution for achieving high data rate and low latency in 5G wireless networks. Since directional beamforming and antenna arrays are exploited in the mmWave networks, accurate angle-of-arrival (AOA) measurements can be obtained and utilized for localization purposes. In this work, we consider the AOA-based positioning for the mmWave networks using stochastic geometry and analyze how the Cramer-Rao lower bound (CRLB) is affected by the spatial distribution of nodes, including the target and participating anchors. In order to apply the CRLB on a network setting with random node locations, we propose an accurate approximation of the CRLB using the [L/4]-th value of the ordered distances where L is the number of participating anchors. These findings provide us deep insight into optimum network design that meets specified localization requirements.
引用
收藏
页码:17221 / 17230
页数:10
相关论文
共 37 条
[1]   Single-Anchor Two-Way Localization Bounds for 5G mmWave Systems [J].
Abu-Shaban, Zohair ;
Wymeersch, Henk ;
Abhayapala, Thushara D. ;
Seco-Granados, Gonzalo .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (06) :6388-6400
[2]   Millimeter Wave Channel Modeling and Cellular Capacity Evaluation [J].
Akdeniz, Mustafa Riza ;
Liu, Yuanpeng ;
Samimi, Mathew K. ;
Sun, Shu ;
Rangan, Sundeep ;
Rappaport, Theodore S. ;
Erkip, Elza .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (06) :1164-1179
[3]   Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems [J].
Alkhateeb, Ahmed ;
Alex, Sam ;
Varkey, Paul ;
Li, Ying ;
Qu, Qi ;
Tujkovic, Djordje .
IEEE ACCESS, 2018, 6 :37328-37348
[4]   On some inequalities for the incomplete gamma function [J].
Alzer, H .
MATHEMATICS OF COMPUTATION, 1997, 66 (218) :771-778
[5]   Modeling and Analyzing Millimeter Wave Cellular Systems [J].
Andrews, Jeffrey G. ;
Bai, Tianyang ;
Kulkarni, Mandar N. ;
Alkhateeb, Ahmed ;
Gupta, Abhishek K. ;
Heath, Robert W., Jr. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2017, 65 (01) :403-430
[6]  
[Anonymous], 2013, Stochastic geometry for wireless networks
[7]  
[Anonymous], 2016, PROC VDE EUR WIRELES
[8]   Coverage and Rate Analysis for Millimeter-Wave Cellular Networks [J].
Bai, Tianyang ;
Heath, Robert W., Jr. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2015, 14 (02) :1100-1114
[9]  
Bai TY, 2013, CONF REC ASILOMAR C, P2062, DOI 10.1109/ACSSC.2013.6810669
[10]   Coverage and Capacity of Millimeter-Wave Cellular Networks [J].
Bai, Tianyang ;
Alkhateeb, Ahmed ;
Heath, Robert W., Jr. .
IEEE COMMUNICATIONS MAGAZINE, 2014, 52 (09) :70-77