An Improved Anti-outlier Robust Square-Root Cubature Kalman Filter Algorithm

An improved anti-outlier robust square-root cubature Kalman filter (SRCKF) algorithm is studied. Based on Scaled-Contaminated Normal Distribution Model (SCNM), the improved anti-outlier robust-SRCKF algorithm is proposed by combining the idea of SCNM model with SRCKF algorithm. The simulation results show that the anti-outlier robust SRCKF algorithm has strong stability and high estimation accuracy, and can better suppress the adverse effects of observation outliers.

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Publication Details

Published
2024-09-20
DOI
https://doi.org/10.1109/icites62688.2024.10777451
Primary Topic
Artificial Immune Systems Applications
Type
article
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article

An Improved Anti-outlier Robust Square-Root Cubature Kalman Filter Algorithm

Yun Jianbo, Lei Wang
Artificial Immune Systems Applications
article

An Improved Anti-outlier Robust Square-Root Cubature Kalman Filter Algorithm

Yun Jianbo, Lei Wang
article en

Abstract

An improved anti-outlier robust square-root cubature Kalman filter (SRCKF) algorithm is studied. Based on Scaled-Contaminated Normal Distribution Model (SCNM), the improved anti-outlier robust-SRCKF algorithm is proposed by combining the idea of SCNM model with SRCKF algorithm. The simulation results show that the anti-outlier robust SRCKF algorithm has strong stability and high estimation accuracy, and can better suppress the adverse effects of observation outliers.

China Electronics Technology Group Corporation (CN)
Openalex Percentile: Top 79%
Artificial Immune Systems Applications
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An Improved Anti-outlier Robust Square-Root Cubature Kalman Filter Algorithm — Yun Jianbo, Lei Wang · (2024) | TGRS Research Map | TGRS