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An Improved Underwater Electric Field-Based Target Localization Combining Subspace Scanning Algorithm And Meta-EP PSO Algorithm
Alternative TitleWOS:000533277500059
Shang, Wenjing; Xue, Wei; Li, Yingsong1; Wu, Xiangshang2; Xu, Yidong
Source PublicationJOURNAL OF MARINE SCIENCE AND ENGINEERING
2020
Volume8Issue:4Pages:232
DOI10.3390/jmse8040232
Language英语
Keywordunderwater localization electric field subspace scanning meta-EP PSO
AbstractIn this paper, we propose an improved three-dimensional underwater electric field-based target localization method. This method combines the subspace scanning algorithm and the meta evolutionary programming (meta-EP) particle swarm optimization (PSO) algorithm. The subspace scanning algorithm is applied as the evaluation function of the electric field-based underwater target locating problem. The meta-EP PSO method is used to select M elite particles by the q-tournament selection method, which could effectively reduce the computational complexity of the three-dimensional underwater target localization. Moreover, the proposed meta-EP PSO optimization algorithm can avoid subspace scanning trapping into local minima. We also analyze the positioning performance of the uniform circular and cross-shaped electrodes arrays by using the subspace scanning algorithm combined with meta-EP PSO. According to the simulation, the calculation amount of the proposed algorithm is greatly reduced. Moreover, the positioning accuracy is effectively improved without changing the positioning accuracy and search speed.
Indexed BySCI
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Document Type期刊论文
Identifierhttp://ir.nssc.ac.cn/handle/122/7511
Collection中国科学院国家空间科学中心
Affiliation1.Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China
2.Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China
3.Shanghai Mech & Elect Engn Res Inst, Shanghai 201109, Peoples R China
Recommended Citation
GB/T 7714
Shang, Wenjing,Xue, Wei,Li, Yingsong,et al. An Improved Underwater Electric Field-Based Target Localization Combining Subspace Scanning Algorithm And Meta-EP PSO Algorithm[J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING,2020,8(4):232.
APA Shang, Wenjing,Xue, Wei,Li, Yingsong,Wu, Xiangshang,&Xu, Yidong.(2020).An Improved Underwater Electric Field-Based Target Localization Combining Subspace Scanning Algorithm And Meta-EP PSO Algorithm.JOURNAL OF MARINE SCIENCE AND ENGINEERING,8(4),232.
MLA Shang, Wenjing,et al."An Improved Underwater Electric Field-Based Target Localization Combining Subspace Scanning Algorithm And Meta-EP PSO Algorithm".JOURNAL OF MARINE SCIENCE AND ENGINEERING 8.4(2020):232.
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