General Improvements of Heuristic Algorithms for Low Complexity DOA Estimation | |
Chen, Haihua2; Li, Haoran3; Yang, Mingyang1; Xiang, Changbo1; Suzuki, Masakiyo4 | |
刊名 | INTERNATIONAL JOURNAL OF ANTENNAS AND PROPAGATION |
2019-12-11 | |
卷号 | 2019页码:9 |
ISSN号 | 1687-5869 |
DOI | 10.1155/2019/3858794 |
英文摘要 | Heuristic algorithms are considered to be effective approaches for super-resolution DOA estimations such as Deterministic Maximum Likelihood (DML), Stochastic Maximum Likelihood (SML), and Weighted Subspace Fitting (WSF) which are involved in nonlinear multi-dimensional optimization. Traditional heuristic algorithms usually need a large number of particles and iteration times. As a result, the computational complexity is still a bit high, which prevents the application of these super-resolution techniques in real systems. To reduce the computational complexity of heuristic algorithms for these super-resolution techniques of DOA, this paper proposes three general improvements of heuristic algorithms, i.e., the optimization of the initialization space, the optimization of evolutionary strategies, and the usage of parallel computing techniques. Simulation results show that the computational complexity can be greatly reduced while these improvements are used. |
资助项目 | National Natural Science Funds, China[61601519] ; Fundamental Research Funds for the Central University, China[18CX02135A] ; Electronic Testing Technology Key Laboratory Fund Project, China[614200105010217] |
WOS研究方向 | Engineering ; Telecommunications |
语种 | 英语 |
出版者 | HINDAWI LTD |
WOS记录号 | WOS:000504260500001 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.204/handle/2XEOYT63/14992] |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Chen, Haihua |
作者单位 | 1.41st Res Inst China Elect Sci & Technol Grp Corp, Natl Key Lab Sci & Technol Elect Test & Measureme, Qingdao, Shandong, Peoples R China 2.China Univ Petr, Coll Ocean & Spatial Informat, Qingdao 266580, Shandong, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Beijing Key Lab Mobile Comp & Pervas Device, Beijing, Peoples R China 4.Kitami Inst Technol, Grad Sch Engn, Kitami, Hokkaido 0908507, Japan |
推荐引用方式 GB/T 7714 | Chen, Haihua,Li, Haoran,Yang, Mingyang,et al. General Improvements of Heuristic Algorithms for Low Complexity DOA Estimation[J]. INTERNATIONAL JOURNAL OF ANTENNAS AND PROPAGATION,2019,2019:9. |
APA | Chen, Haihua,Li, Haoran,Yang, Mingyang,Xiang, Changbo,&Suzuki, Masakiyo.(2019).General Improvements of Heuristic Algorithms for Low Complexity DOA Estimation.INTERNATIONAL JOURNAL OF ANTENNAS AND PROPAGATION,2019,9. |
MLA | Chen, Haihua,et al."General Improvements of Heuristic Algorithms for Low Complexity DOA Estimation".INTERNATIONAL JOURNAL OF ANTENNAS AND PROPAGATION 2019(2019):9. |
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