Performance Analysis of Metaheuristic Approaches for Single-Snapshot DOA Estimation

被引:8
|
作者
Errasti-Alcala, Borja [1 ]
Fernandez-Recio, Raul [1 ]
机构
[1] Natl Inst Aerosp Technol, Detectabil & EW Lab, Torrejon De Ardoz 28850, Spain
关键词
Ant colony optimization; direction-of-arrival (DOA) estimation; electronic warfare; genetic algorithms; particle swarm optimization; OPTIMIZATION; ARRAY;
D O I
10.1109/LAWP.2013.2243694
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter addresses the application of metaheuristics to the single-snapshot direction-of-arrival estimation. The performances of five of the most popular optimization algorithms-Particle Swarm Optimization, Ant Colony Optimization for Continuous Domains, Simulated Annealing, Genetic Algorithms, and Differential Evolution-are compared in terms of convergence, accuracy, resolution, and computational cost in order to find the most suitable one. Also, running parameters are suggested for all of them. The featured numerical simulations include both uniform and nonuniform arrays and different noise scenarios. Results show that all of the presented optimization algorithms are capable of solving the problem, but Ant Colony Optimization for Continuous Domains is the most recommendable.
引用
收藏
页码:166 / 169
页数:4
相关论文
共 50 条
  • [1] Fast and Accurate Single-Snapshot DOA Estimation: Iterative Interpolated Approaches
    Liu, Yicen
    Zhao, Peiyan
    Yao, Denghui
    Liu, Bo
    Zhang, Junning
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2023, 20
  • [2] ResNet Applied for a Single-Snapshot DOA Estimation
    de Oliveira, Marcio L. Lima
    Bekooij, Marco J. G.
    [J]. 2022 IEEE RADAR CONFERENCE (RADARCONF'22), 2022,
  • [3] Single-snapshot DOA estimation by using Compressed Sensing
    Stefano Fortunati
    Raffaele Grasso
    Fulvio Gini
    Maria S Greco
    Kevin LePage
    [J]. EURASIP Journal on Advances in Signal Processing, 2014
  • [4] Single-snapshot DOA estimation by using Compressed Sensing
    Fortunati, Stefano
    Grasso, Raffaele
    Gini, Fulvio
    Greco, Maria S.
    LePage, Kevin
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2014,
  • [5] Single-Snapshot DOA Estimation for Uniform linear Array
    Cui, Han
    Liu, Tong
    Peng, Wenjuan
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2905 - 2909
  • [6] Single-snapshot DOA estimation and source number detection
    Radich, BM
    Buckley, KM
    [J]. IEEE SIGNAL PROCESSING LETTERS, 1997, 4 (04) : 109 - 111
  • [7] Effects of Target Displacement on Single-Snapshot DOA Estimation in Automotive Radar
    Liu, Haoqing
    Fuchs, Jonas
    Horn, Thomas
    Gardill, Markus
    [J]. 2021 IEEE TOPICAL CONFERENCE ON WIRELESS SENSORS AND SENSOR NETWORKS (WISNET), 2021, : 59 - 62
  • [8] Single-Snapshot DOA Estimation Based on Compressed Sensing in PCR Systems
    Wang Xiu-hong
    Mao Xing-peng
    Zhang Nai-tong
    [J]. 2014 IEEE RADAR CONFERENCE, 2014, : 528 - 531
  • [9] Fast Iterative Interpolated Beamforming for Accurate Single-Snapshot DOA Estimation
    Aboutanios, Elias
    Hassanien, Aboulnasr
    Amin, Moeness G.
    Zoubir, Abdelhak M.
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 14 (04) : 574 - 578
  • [10] A study of compressed sensing single-snapshot DOA estimation based on the RIPless theory
    Jia, Tianyi
    Wang, Haiyan
    Shen, Xiaohong
    [J]. TELECOMMUNICATION SYSTEMS, 2020, 74 (04) : 531 - 537