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Journal ArticleDOI

DOA estimation of LFM signals based on STFT and multiple invariance ESPRIT

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TLDR
In this article, a direction of arrival (DOA) estimation algorithm based on short time Fourier transform (STFT) and multiple invariance estimation of signal parameters via rotational invariance techniques (MI-ESPRIT) is proposed.
Abstract
In order to improve the angle measurement precision of LFM signals with a low computational complexity, a direction of arrival (DOA) estimation algorithm STFT-MI-ESPRIT is proposed in this paper. The algorithm is based on short time Fourier transform (STFT) and multiple invariance estimation of signal parameters via rotational invariance techniques (MI-ESPRIT). Firstly, the STFT of the array element’s output is calculated and the signals are transformed to the time-frequency domain. Then the spatial time-frequency distribution matrix can be obtained through selecting multiple single-source time-frequency points in the time-frequency plane and the signal subspace can also be obtained using Eigen decomposition. Finally, the multiple rotational invariant equation of the array based on STFT is obtained and the closed-form solution is obtained using the multi-least-squares (MLS) criterion. The simulation results show that the proposed algorithm can improve the estimation precision greatly compared with the traditional ESPRIT-like algorithms and its computational complexity remains the same in general. This paper also proposes that the STFT-MI-ESPRIT algorithm can use partial rotational invariances of the array instead of all the rotational invariances, which can reduce the computational complexity on the basis of ensuring the estimation precision basically. The simulation results verify the effectiveness of the conclusion.

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Citations
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Band pass filter design against interrupted-sampling repeater jamming based on time-frequency analysis

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The Extraction of Micro-Doppler Signal With EMD Algorithm for Radar-Based Small UAVs’ Detection

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Interrupted-Sampling Repeater Jamming Suppression Based on Stacked Bidirectional Gated Recurrent Unit Network and Infinite Training

TL;DR: This study proposes a filtering method based on stacked bidirectional gated recurrent unit network (SBiGRU) and infinite training to fulfill the ISRJ suppression for pulse compression (PC) radar with linear frequency modulation (LFM) waveform.
Journal ArticleDOI

A covariance matrix shrinkage method with Toeplitz rectified target for DOA estimation under the uniform linear array

TL;DR: In this paper, a covariance matrix shrinkage method is proposed to make an improvement of the direction of arrival (DOA) estimation under a uniform linear array in a scenario where the number of sensors is large and the sample size is relatively small.
Journal ArticleDOI

Performance Analysis of Efficient Computing Techniques for Direction of Arrival Estimation of Underwater Multi Targets

TL;DR: In this paper, a comparative study between state of the art deterministic and heuristics algorithms is presented for viable DOA estimation for different underwater dynamic objects using a Uniform Linear Array (ULA) of eight hydrophones.
References
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Journal ArticleDOI

Multiple emitter location and signal parameter estimation

TL;DR: In this article, a description of the multiple signal classification (MUSIC) algorithm, which provides asymptotically unbiased estimates of 1) number of incident wavefronts present; 2) directions of arrival (DOA) (or emitter locations); 3) strengths and cross correlations among the incident waveforms; 4) noise/interference strength.
Journal ArticleDOI

ESPRIT-estimation of signal parameters via rotational invariance techniques

TL;DR: Although discussed in the context of direction-of-arrival estimation, ESPRIT can be applied to a wide variety of problems including accurate detection and estimation of sinusoids in noise.

Theory of communication

Dennis Gabor
Journal ArticleDOI

ESPRIT--A subspace rotation approach to estimation of parameters of cisoids in noise

TL;DR: The application of a subspace invariance approach (ESPRIT) to the estimation of parameters (frequencies and powers) of cisoids in noise is described, which has several advantages including improved resolution over Pisarenko's technique for harmonic retrieval.
Journal ArticleDOI

Blind source separation based on time-frequency signal representations

TL;DR: The effects of spreading the noise power while localizing the source energy in the t-f domain amounts to increasing the robustness of the proposed approach with respect to noise and, hence, improved performance.
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