LAUSR

Cauchy kernel correntropy‐based robust multi‐innovation identification method for the nonlinear exponential autoregressive model in non‐Gaussian environment

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0 Published in 2024 at "International Journal of Robust and Nonlinear Control"

DOI: 10.1002/rnc.7338

Abstract: This paper discusses the identification problem of the nonlinear exponential autoregressive model in the non‐Gaussian noise environment. To suppress the negative influence caused by the non‐Gaussian noise on the accuracy of the identification, this paper… read more here.

Keywords: kernel correntropy; correntropy based; cauchy kernel; multi innovation ... See more keywords

Multikernel Adaptive Filters Under the Minimum Cauchy Kernel Loss Criterion

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1 Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2936973

Abstract: The Cauchy loss has been successfully applied in robust learning algorithms in the presence of large outliers, but it may suffer from performance degradation in complex nonlinear tasks. To address this issue, by transforming the… read more here.

Keywords: loss criterion; kernel loss; minimum cauchy; loss ... See more keywords

Cauchy Kernel-Based AEKF for UAV Target Tracking via Digital Ubiquitous Radar Under the Sea–Air Background

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0 Published in 2024 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2024.3402687

Abstract: The digital ubiquitous radar enhances the echo of small targets by long-term integration, but the tracking of unmanned aerial vehicles (UAVs) is still affected by target motion patterns, sea clutter interference, and other factors, which… read more here.

Keywords: digital ubiquitous; kernel based; cauchy kernel; target ... See more keywords