Abstract:Based on the quaternion theory, a novel algorithm named non-circular augmented quaternion MUSIC (NCAQ-MUSIC) is proposed for DOA and range estimation of noncircular signals impinging on a concentered orthogonal loop and dipole (COLD) array. Firstly, based on the augmented quaternion, the proposed algorithm uses the noncircular characteristic of the signals to achieve the virtual array expansion; secondly, the DOA and range parameters can be completely separated in the principle of rank reduction, and finally, … Show more
“…Euler transform converts complex numbers to real numbers (Xueqiang et al, 2017) Considering the additional constraints of the hypercomplex, a quaternion model for near-field non-circular signals was constructed in MIMO system, the proposed QNC-MUSIC algorithm has better performance than DR-MUSIC (Wang et al, 2014). In order to prevent the reduction of noise subspace dimension, the quaternion polar coordinate model was introduced in (Zhao et al, 2020), and the proposed NCAQ-MUSIC algorithm is superior to QNC-MUISC and QDR-MUSIC (Wang et al, 2014).…”
“…Euler transform converts complex numbers to real numbers (Xueqiang et al, 2017) Considering the additional constraints of the hypercomplex, a quaternion model for near-field non-circular signals was constructed in MIMO system, the proposed QNC-MUSIC algorithm has better performance than DR-MUSIC (Wang et al, 2014). In order to prevent the reduction of noise subspace dimension, the quaternion polar coordinate model was introduced in (Zhao et al, 2020), and the proposed NCAQ-MUSIC algorithm is superior to QNC-MUISC and QDR-MUSIC (Wang et al, 2014).…”
“…The direct tracking problem of noncircular sources is introduced. The noncircular source is one of the most studied signals [10,11]. Noncircular sources are the same phase component in amplitude with zero orthogonal components.…”
Direct tracking problem of moving noncircular sources for multiple arrays is investigated in this study. Here, we propose an improved unscented particle filter (I‐UPF) direct tracking method, which combines system proportional symmetry unscented particle filter and Markov Chain Monte Carlo (MCMC) algorithm. Noncircular sources can extend the dimension of sources matrix, and the direct tracking accuracy is improved. This method uses multiple arrays to receive sources. Firstly, set up a direct tracking model through consecutive time and Doppler information. Subsequently, based on the improved unscented particle filter algorithm, the proposed tracking model is to improve the direct tracking accuracy and reduce computational complexity. Simulation results show that the proposed improved unscented particle filter algorithm for noncircular sources has enhanced tracking accuracy than Markov Chain Monte Carlo unscented particle filter algorithm, Markov Chain Monte Carlo extended Kalman particle filter, and two‐step tracking method.
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