JOURNAL ARTICLE

Nonlinear estimation using risk sensitive formulation of cubature quadrature Kalman filter

Abstract

This paper proposes a novel method to minimize the risk sensitive cost function based on cubature quadrature algorithm. The proposed filter is named as risk sensitive cubature quadrature Kalman filter (RSCQKF). The theory and formulation of the RSCQKF have been presented in this paper. The performance of proposed risk sensitive filter is compared with its risk neutral counterpart for a ballistic target tracking problem. The simulation results show that for wrongly modeled process noise parameters, the RSCQKF outperforms the cubature quadrature Kalman filter (CQKF).

Keywords:
Quadrature (astronomy) Extended Kalman filter Kalman filter Filter (signal processing) Computer science Ensemble Kalman filter Adaptive quadrature Control theory (sociology) Nonlinear system Clenshaw–Curtis quadrature Invariant extended Kalman filter Mathematics Applied mathematics Algorithm Mathematical optimization Gaussian quadrature Nyström method Integral equation Engineering Physics Mathematical analysis Artificial intelligence Electronic engineering

Metrics

3
Cited By
0.00
FWCI (Field Weighted Citation Impact)
23
Refs
0.10
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Inertial Sensor and Navigation
Physical Sciences →  Engineering →  Aerospace Engineering

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