TY - JOUR
T1 - DOA Estimation Method Using Sparse Representation with Orthogonal Projection
AU - Xu, Fujia
AU - Liu, Aifei
AU - Mo, Shiqi
AU - Li, Song
N1 - Publisher Copyright:
© 2021 Editorial Department of Journal of Beijing Institute of Technology.
PY - 2021/12
Y1 - 2021/12
N2 - In order to reduce the effect of noises on DOA estimation, this paper proposes a direction-of-arrival (DOA) estimation method using sparse representation with orthogonal projection (OPSR). The OPSR method obtains a new covariance matrix by projecting the covariance matrix of the array data to the signal subspace, leading to the elimination of the noise subspace. Afterwards, based on the new covariance matrix after the orthogonal projection, a new sparse representation model is established and employed for DOA estimation. Simulation results demonstrate that compared to other methods, the OPSR method has higher angle resolution and better DOA estimation performance in the cases of few snapshots and low SNRs.
AB - In order to reduce the effect of noises on DOA estimation, this paper proposes a direction-of-arrival (DOA) estimation method using sparse representation with orthogonal projection (OPSR). The OPSR method obtains a new covariance matrix by projecting the covariance matrix of the array data to the signal subspace, leading to the elimination of the noise subspace. Afterwards, based on the new covariance matrix after the orthogonal projection, a new sparse representation model is established and employed for DOA estimation. Simulation results demonstrate that compared to other methods, the OPSR method has higher angle resolution and better DOA estimation performance in the cases of few snapshots and low SNRs.
KW - DOA estimation
KW - Orthogonal projection
KW - Signal subspace
KW - Sparse representation
UR - http://www.scopus.com/inward/record.url?scp=85121827232&partnerID=8YFLogxK
U2 - 10.15918/j.jbit.1004-0579.2021.062
DO - 10.15918/j.jbit.1004-0579.2021.062
M3 - Article
AN - SCOPUS:85121827232
SN - 1004-0579
VL - 30
SP - 397
EP - 402
JO - Journal of Beijing Institute of Technology (English Edition)
JF - Journal of Beijing Institute of Technology (English Edition)
IS - 4
ER -