MultiPDF particle filtering in state estimation of nonlinear objects

J Michalski, P Kozierski, W Giernacki, J Zietkiewicz… - Nonlinear …, 2021 - Springer
This paper presents a new particle filter algorithm (MultiPDF) for state estimation of
nonlinear systems. The proposed method is a modification of the standard particle filter …

Double hybrid Kalman filtering for state estimation of dynamical systems

J Michalski, P Kozierski… - ITM Web of Conferences, 2019 - itm-conferences.org
In this paper authors present a new approaches to the hybrid Kalman filtering and modified
hybrid Kalman filtering, with the changed order of methods inside (Unscented Kalman Filter …

[PDF][PDF] The new approach to hybrid Kalman filtering, based on the changed order of filters for state estimation of dynamical systems

J Michalski, P Kozierski… - Poznan University of …, 2019 - bibliotekanauki.pl
The paper presents a new approach to Hybrid Kalman filtering, composed of Extended
Kalman Filter and Unscented Kalman Filter. In known algorithms, the Unscented Kalman …

A new network for particle filtering of multivariable nonlinear objects

P Kozierski, J Michalski, J Zietkiewicz, M Retinger… - Energies, 2020 - mdpi.com
In this paper, a new object in the form of a theoretical network is presented, which is useful
as a benchmark for particle filtering algorithms designed for multivariable nonlinear systems …