Cubature Kalman filtering for continuous-discrete systems: Theory and simulations

I Arasaratnam, S Haykin… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
In this paper, we extend the cubature Kalman filter (CKF) to deal with nonlinear state-space
models of the continuous-discrete kind. To be consistent with the literature, the resulting …

The accurate continuous-discrete extended Kalman filter for radar tracking

GY Kulikov, MV Kulikova - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
This paper elaborates the Accurate Continuous-Discrete Extended Kalman Filter grounded
in an ODE solver with global error control and its comparison to the Continuous-Discrete …

Quasi-Monte Carlo filtering in nonlinear dynamic systems

D Guo, X Wang - IEEE transactions on signal processing, 2006 - ieeexplore.ieee.org
We develop a new framework for Bayesian filtering in general nonlinear dynamic systems
based on the quasi-Monte Carlo (QMC) numerical techniques. We first propose a general …

Gaussian filtering and smoothing for continuous-discrete dynamic systems

S Särkkä, J Sarmavuori - Signal Processing, 2013 - Elsevier
This paper is concerned with Bayesian optimal filtering and smoothing of non-linear
continuous-discrete state space models, where the state dynamics are modeled with non …

Discrete-time nonlinear filtering algorithms using Gauss–Hermite quadrature

I Arasaratnam, S Haykin, RJ Elliott - Proceedings of the IEEE, 2007 - ieeexplore.ieee.org
In this paper, a new version of the quadrature Kalman filter (QKF) is developed theoretically
and tested experimentally. We first derive the new QKF for nonlinear systems with additive …

Square-root quadrature Kalman filtering

I Arasaratnam, S Haykin - IEEE Transactions on Signal …, 2008 - ieeexplore.ieee.org
The quadrature Kalman filter (QKF) is a recursive, nonlinear filtering algorithm developed in
the Kalman filtering framework. It computes the mean and covariance of all conditional …

Accurate numerical implementation of the continuous-discrete extended Kalman filter

GY Kulikov, MV Kulikova - IEEE Transactions on Automatic …, 2013 - ieeexplore.ieee.org
This paper addresses an accurate and effective implementation of the continuous-discrete
extended Kalman filtering method. The technique under discussion is grounded in …

Triangular covariance factorizations for

CL Thornton - 1976 - ntrs.nasa.gov
An improved computational form of the discrete Kalman filter is derived using an upper
triangular factorization of the error covariance matrix. The covariance P is factored such that …

Accurate continuous–discrete unscented Kalman filtering for estimation of nonlinear continuous-time stochastic models in radar tracking

GY Kulikov, MV Kulikova - Signal Processing, 2017 - Elsevier
This paper presents a new state estimation technology grounded in the unscented Kalman
filtering for nonlinear continuous-time stochastic systems. The resulting accurate continuous …

[HTML][HTML] The Ensemble Kalman filter: a signal processing perspective

M Roth, G Hendeby, C Fritsche… - EURASIP Journal on …, 2017 - Springer
Abstract The ensemble Kalman filter (EnKF) is a Monte Carlo-based implementation of the
Kalman filter (KF) for extremely high-dimensional, possibly nonlinear, and non-Gaussian …