A Reduced Sparse Dictionary Reconstruction Algorithm Based on Grid Selection

-д хадгалсан:
Номзүйн дэлгэрэнгүй
-д хэвлэсэн:Electronics vol. 13, no. 5 (2024), p. 874
Үндсэн зохиолч: Gao, Zhiqi
Бусад зохиолчид: Zhao, Caimei, Huang, Pingping, Xu, Wei, Tan, Weixian
Хэвлэсэн:
MDPI AG
Нөхцлүүд:
Онлайн хандалт:Citation/Abstract
Full Text + Graphics
Full Text - PDF
Шошгууд: Шошго нэмэх
Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!

MARC

LEADER 00000nab a2200000uu 4500
001 2955507154
003 UK-CbPIL
022 |a 2079-9292 
024 7 |a 10.3390/electronics13050874  |2 doi 
035 |a 2955507154 
045 2 |b d20240101  |b d20241231 
084 |a 231458  |2 nlm 
100 1 |a Gao, Zhiqi  |u College of Information Engineering, Inner Mongolia University of Technology, Hohhot 010080, China; <email>gzqngd@imut.edu.cn</email> (Z.G.); <email>20211800120@imut.edu.cn</email> (C.Z.); <email>xuwei1983@imut.edu.cn</email> (W.X.); <email>wxtan@imut.edu.cn</email> (W.T.); Inner Mongolia Key Laboratory of Radar Technology and Application, Hohhot 010051, China 
245 1 |a A Reduced Sparse Dictionary Reconstruction Algorithm Based on Grid Selection 
260 |b MDPI AG  |c 2024 
513 |a Journal Article 
520 3 |a A sparse dictionary reconstruction algorithm based on grid selection is introduced to solve the grid mismatch when using the sparse recovery space time adaptive processing (SR-STAP) algorithm. First, the atom most closely related to clutter is selected from the traditional dictionary through the spectral value dimensionality reduction method. The local mesh is divided around the selected atoms to create mesh cells, and the mesh cells that are most likely to appear in the real clutter points are judged according to the local selection iteration criteria. In this way, the mesh spacing is refined, the local mesh selection is carried out step by step, and the optimal atoms in the local region are constantly adjusted and selected to narrow the search region until the iteration termination condition is met. Finally, the space-time plane is divided using a novel meshing technique that centers around the optimal atom. By removing atoms beyond the maximum range of spatial and Doppler frequencies, the simplified sparse dictionary can overcome the mesh mismatch problem. The simulation results demonstrate that the algorithm enhances the sparse recovery accuracy of clutter space-time spectrum, mitigates the mesh mismatch effect, and boosts STAP performance. 
653 |a Finite element method 
653 |a Dictionaries 
653 |a Accuracy 
653 |a Optimization 
653 |a Signal processing 
653 |a Recovery 
653 |a Convex analysis 
653 |a Spacetime 
653 |a Methods 
653 |a Clutter 
653 |a Algorithms 
653 |a Reconstruction 
653 |a Airborne radar 
653 |a Space-time adaptive processing 
653 |a Adaptive algorithms 
700 1 |a Zhao, Caimei  |u College of Information Engineering, Inner Mongolia University of Technology, Hohhot 010080, China; <email>gzqngd@imut.edu.cn</email> (Z.G.); <email>20211800120@imut.edu.cn</email> (C.Z.); <email>xuwei1983@imut.edu.cn</email> (W.X.); <email>wxtan@imut.edu.cn</email> (W.T.); Inner Mongolia Key Laboratory of Radar Technology and Application, Hohhot 010051, China 
700 1 |a Huang, Pingping  |u College of Information Engineering, Inner Mongolia University of Technology, Hohhot 010080, China; <email>gzqngd@imut.edu.cn</email> (Z.G.); <email>20211800120@imut.edu.cn</email> (C.Z.); <email>xuwei1983@imut.edu.cn</email> (W.X.); <email>wxtan@imut.edu.cn</email> (W.T.); Inner Mongolia Key Laboratory of Radar Technology and Application, Hohhot 010051, China 
700 1 |a Xu, Wei  |u College of Information Engineering, Inner Mongolia University of Technology, Hohhot 010080, China; <email>gzqngd@imut.edu.cn</email> (Z.G.); <email>20211800120@imut.edu.cn</email> (C.Z.); <email>xuwei1983@imut.edu.cn</email> (W.X.); <email>wxtan@imut.edu.cn</email> (W.T.); Inner Mongolia Key Laboratory of Radar Technology and Application, Hohhot 010051, China 
700 1 |a Tan, Weixian  |u College of Information Engineering, Inner Mongolia University of Technology, Hohhot 010080, China; <email>gzqngd@imut.edu.cn</email> (Z.G.); <email>20211800120@imut.edu.cn</email> (C.Z.); <email>xuwei1983@imut.edu.cn</email> (W.X.); <email>wxtan@imut.edu.cn</email> (W.T.); Inner Mongolia Key Laboratory of Radar Technology and Application, Hohhot 010051, China 
773 0 |t Electronics  |g vol. 13, no. 5 (2024), p. 874 
786 0 |d ProQuest  |t Advanced Technologies & Aerospace Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/2955507154/abstract/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
856 4 0 |3 Full Text + Graphics  |u https://www.proquest.com/docview/2955507154/fulltextwithgraphics/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
856 4 0 |3 Full Text - PDF  |u https://www.proquest.com/docview/2955507154/fulltextPDF/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch