Semi-Widely Linear Filter with Intermittent Observations and Correlated Noises at the Same Epoch

R. M. Fernández-Alcalá, J. Navarro-Moreno, J. C. R. Molina, J. Jiménez-López
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Abstract

The filtering estimation problem is addressed for a quaternion linear system with intermittent observations and correlated noises at the same epoch. Under $\mathbb {C}^{\eta }$-properness conditions, a semi-widely linear processing is used to derive an online recursive algorithm for the computation of the quaternion signal of interest as well as its mean squared error. The proposed algorithm allows the efficient computation of three and four- dimensional signals with a reduced computational burden. By means of a numerical example, the benefit of our solution with respect to the conventional one is analyzed.
具有间歇观测和同历元相关噪声的半宽线性滤波器
研究了在同一历元具有间歇观测和相关噪声的四元数线性系统的滤波估计问题。在$\mathbb {C}^{\eta}$-properness条件下,利用半广义线性处理,导出了一种计算四元数信号及其均方误差的在线递归算法。该算法可以有效地计算三维和四维信号,减少了计算量。通过数值算例,分析了该方法相对于传统方法的效益。
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