Robust Constraint Extended Kalman Filter (RCEKF) for Parameter Estimation of Bicomponent Parallel Chirp Signals

This paper focuses on the parameter estimation of bicomponent parallel chirp signals with constant amplitude. A nonlinear state-space model is employed to represent the signal, and the Extended Kalman Filter (EKF) is utilized as a state observer to extract estimates from highly noisy measurements. To enhance the performance of previous approaches using EKF, we introduce constraints on the estimated components of the state vector. All simulations were conducted using MATLAB R2018a.

Authors

Institutions

Publication Details

Published
2025-09-24
DOI
https://doi.org/10.1109/actea66485.2025.11189913
Primary Topic
Blind Source Separation Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Robust Constraint Extended Kalman Filter (RCEKF) for Parameter Estimation of Bicomponent Parallel Chirp Signals

Ali M. Bazzi, Walid El Kaakour
Blind Source Separation Techniques
article

Robust Constraint Extended Kalman Filter (RCEKF) for Parameter Estimation of Bicomponent Parallel Chirp Signals

Ali M. Bazzi, Walid El Kaakour
article en

Abstract

This paper focuses on the parameter estimation of bicomponent parallel chirp signals with constant amplitude. A nonlinear state-space model is employed to represent the signal, and the Extended Kalman Filter (EKF) is utilized as a state observer to extract estimates from highly noisy measurements. To enhance the performance of previous approaches using EKF, we introduce constraints on the estimated components of the state vector. All simulations were conducted using MATLAB R2018a.

Lebanese International University (LB)
Openalex Percentile: Top 65%
Blind Source Separation Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Robust Constraint Extended Kalman Filter (RCEKF) for Parameter Estimation of Bicomponent Parallel Chirp Signals — Ali M. Bazzi, Walid El Kaakour · (2025) | TGRS Research Map | TGRS