Evolutionary Heuristic Computing Paradigm for 2D-DOA Estimation along Circular Array

被引:0
|
作者
Shah, Fiaz Hussain [1 ]
Raja, Muhammad Asif Zahoor [2 ]
Al-Turjman, Fadi [3 ]
Zaman, Fawad [4 ]
Yang, Xiaodong [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
[2] COMSATS Univ Islamabad, Dept Elect & Comp Engn, Attock Campus, Attock 43600, Pakistan
[3] Near East Univ, Res Ctr AI & IoT, Artificial Intelligence Engn Dept, Mersin 10, TR-99138 Nicosia, Turkey
[4] Imperial Coll London, Dept Elect & Elect Engn, London, England
关键词
OF-ARRIVAL ESTIMATION; DOA ESTIMATION; ARTIFICIAL-INTELLIGENCE; COLONY ALGORITHM; COHERENT SIGNALS; OPTIMIZATION; ESPRIT; SENSOR; MODEL;
D O I
10.1155/2022/4851364
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Direction of arrival (DOA) estimation problem has growing interest for the researcher investigating in system identification models arising in the field of digital signal processing, mobile communication, controls, and beamforming. In the presented work, evolutionary heuristic computing paradigm is presented for 2D-DOA estimation of plane waves impinging on uniform circular array. Performance metric of mean squared error is utilized as construction of a fitness function for the system, and the optimization strength of three methodologies, genetic algorithms (GAs), Pattern Search (PS), and integration of GAs with PS (GA-PS) is exploited for 2D-DOA estimation based on elevation as well as azimuth angles. Consistent precision, convergence, stability, and robustness of integrated heuristics of GA-PS are endorsed through outcomes of statistical observations.
引用
收藏
页数:14
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