JOURNAL ARTICLE

Extended Kalman Filter for Index-2 Nonlinear Differential Algebraic Equation Systems

Jalesh L. Purohit

Year: 2021 Journal:   IFAC-PapersOnLine Vol: 54 (20)Pages: 554-559   Publisher: Elsevier BV

Abstract

There are naturally occuring Differential Algebraic Equation (DAE) systems decribed by higher index DAEs. Dynamic simulation of higher index DAEs is typically carried out after reducing differentiation index to one (Index-1 DAE) or zero (explicit ODE), that results into drift-off errors and hidden constraints. State Estimation in DAE systems is relativley recent development (Beccera et al. (2001) and Mandela et al. (2010) ) which is limited to Index-1 DAE systems. In this work, Extended Kalman Filtering (EKF) is developed for Index-2 DAE systems and implemented on reactor-separator-recycle system. The efficacy of the proposed Index- 2 DAE-EKF is evaluated using simulation studies.

Keywords:
Extended Kalman filter Kalman filter Control theory (sociology) Differential algebraic equation Mathematics Nonlinear system Index (typography) Ode Applied mathematics Algebraic number Ordinary differential equation Differential equation Computer science Mathematical analysis Statistics Physics Artificial intelligence

Metrics

2
Cited By
0.32
FWCI (Field Weighted Citation Impact)
16
Refs
0.64
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Modeling and Simulation Systems
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Simulation Techniques and Applications
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
© 2026 ScienceGate Book Chapters — All rights reserved.