導(dǎo)向矢量和協(xié)方差矩陣聯(lián)合迭代估計(jì)的穩(wěn)健波束形成算法
doi: 10.11999/JEIT180225 cstr: 32379.14.JEIT180225
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西安電子科技大學(xué)雷達(dá)信號(hào)處理國家重點(diǎn)實(shí)驗(yàn)室 ??西安 ??710071
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西安電子科技大學(xué)信息感知協(xié)同創(chuàng)新中心 ??西安 ??710071
Steering Vector and Covariance Matrix Joint Iterative Estimations for Robust Beamforming
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National Laboratory of Radar Signal Processing, Xidian University, Xi’an 710071, China
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Collaborative Innovation Center of Information Sensing and Understanding, Xidian University, Xi’an 710071, China
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摘要: 針對(duì)自適應(yīng)波束形成器在目標(biāo)導(dǎo)向矢量存在約束偏差時(shí)性能急劇下降的問題,該文提出一種目標(biāo)導(dǎo)向矢量和干擾噪聲協(xié)方差矩陣聯(lián)合迭代估計(jì)的穩(wěn)健波束形成算法。該算法首先采用稀疏重構(gòu)的方法得到目標(biāo)導(dǎo)向矢量的初始值,并通過從采樣協(xié)方差矩陣中剔除目標(biāo)信號(hào)估計(jì)值完成干擾加噪聲協(xié)方差矩陣的初始化;然后在建立導(dǎo)向矢量誤差優(yōu)化模型的基礎(chǔ)上,采用凸優(yōu)化方法對(duì)目標(biāo)導(dǎo)向矢量和干擾加噪聲協(xié)方差矩陣聯(lián)合迭代求解。最后利用目標(biāo)導(dǎo)向矢量和干擾加噪聲協(xié)方差矩陣的穩(wěn)態(tài)估計(jì)值獲得自適應(yīng)權(quán)矢量。仿真結(jié)果表明該算法提高了波束形成器在目標(biāo)導(dǎo)向矢量約束偏差時(shí)的輸出信干噪比。
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關(guān)鍵詞:
- 自適應(yīng)波束形成 /
- 導(dǎo)向矢量約束偏差 /
- 聯(lián)合迭代 /
- 凸優(yōu)化
Abstract: Focusing on the problem of adaptive beamformer performance decreasing due to target steering vector constraint errors, an algorithm for robust beamforming with joint iterative estimations of steering vector and covariance matrix is proposed. First, the initial value of target steering vector is obtained by sparse reconstruction, following eliminating the target signal estimation in the sampling covariance matrix, the initialization of the covariance matrix is completed; Then, basing on the steering vector error optimization model, this algorithm adopts the convex optimization to estimate joint-iteratively target steering vector and interference plus noise covariance matrix. Finally, the adaptive weight vector is obtained with the steady estimations of steering vector and covariance matrix. Simulation results show output signal to interference and noise ratio is improved in the situation of target steering vector constraint errors. -
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