TY - JOUR
T1 - Rapid Three-dimensional Reconstruction for Micro-motion Target Based on the Low-rank State-space
AU - Jin, Mingming
AU - Wang, Jun
AU - Zhang, Chi
AU - Wei, Shaoming
AU - Hao, Peijie
AU - Zhang, Xiang
AU - Han, Yuge
N1 - Publisher Copyright:
© The Institution of Engineering & Technology 2023.
PY - 2023
Y1 - 2023
N2 - This paper proposes a rapid three-dimensional (3D) reconstruction method for micro-motion target based on the low-rank state-space (LRSS). Firstly, considering the low-rank characteristics of the target echo data, an improved state激space algorithm based on randomized singular value decomposition (rSVD) is utilized to efficiently extract micro-range and micro-velocity information of the target. Then, the labeled multi-Bernoulli filter (LMB) algorithm accurately associates micro-range information from multiple scattering centers. Subsequently, a low-rank characteristic-based factorization 3D reconstruction algorithm is proposed for achieving 3D reconstruction of target scattering center positions. Finally, the experimental results on the real scenario verify the effectiveness and superiority of the proposed method.
AB - This paper proposes a rapid three-dimensional (3D) reconstruction method for micro-motion target based on the low-rank state-space (LRSS). Firstly, considering the low-rank characteristics of the target echo data, an improved state激space algorithm based on randomized singular value decomposition (rSVD) is utilized to efficiently extract micro-range and micro-velocity information of the target. Then, the labeled multi-Bernoulli filter (LMB) algorithm accurately associates micro-range information from multiple scattering centers. Subsequently, a low-rank characteristic-based factorization 3D reconstruction algorithm is proposed for achieving 3D reconstruction of target scattering center positions. Finally, the experimental results on the real scenario verify the effectiveness and superiority of the proposed method.
KW - 3D RECONSTRUCTION
KW - FACTORIZATION
KW - LOW-RANK STATE-SPACE (LRSS)
KW - MICRO-MOTION
KW - SCATTERING CENTER ASSOCIATION
UR - https://www.scopus.com/pages/publications/85203147178
U2 - 10.1049/icp.2024.1565
DO - 10.1049/icp.2024.1565
M3 - 会议文章
AN - SCOPUS:85203147178
SN - 2732-4494
VL - 2023
SP - 2963
EP - 2969
JO - IET Conference Proceedings
JF - IET Conference Proceedings
IS - 47
T2 - IET International Radar Conference 2023, IRC 2023
Y2 - 3 December 2023 through 5 December 2023
ER -