Frequency estimation in three-phase power systems with harmonic contamination: A multistage quaternion Kalman filtering approach

03/08/2016
by   Sayed Pouria Talebi, et al.
0

Motivated by the need for accurate frequency information, a novel algorithm for estimating the fundamental frequency and its rate of change in three-phase power systems is developed. This is achieved through two stages of Kalman filtering. In the first stage a quaternion extended Kalman filter, which provides a unified framework for joint modeling of voltage measurements from all the phases, is used to estimate the instantaneous phase increment of the three-phase voltages. The phase increment estimates are then used as observations of the extended Kalman filter in the second stage that accounts for the dynamic behavior of the system frequency and simultaneously estimates the fundamental frequency and its rate of change. The framework is then extended to account for the presence of harmonics. Finally, the concept is validated through simulation on both synthetic and real-world data.

READ FULL TEXT
research
03/01/2017

Online Natural Gradient as a Kalman Filter

We establish a full relationship between Kalman filtering and Amari's na...
research
01/03/2019

The Extended Kalman Filter is a Natural Gradient Descent in Trajectory Space

The extended Kalman filter is perhaps the most standard tool to estimate...
research
04/30/2021

Invariant Extended Kalman Filtering Using Two Position Receivers for Extended Pose Estimation

This paper considers the use of two position receivers and an inertial m...
research
08/25/2018

Efficient improvement of frequency-domain Kalman filter

The frequency-domain Kalman filter (FKF) has been utilized in many audio...
research
06/01/2023

Machine Learning and Kalman Filtering for Nanomechanical Mass Spectrometry

Nanomechanical resonant sensors are used in mass spectrometry via detect...
research
11/14/2019

An Improved Tobit Kalman Filter with Adaptive Censoring Limits

This paper deals with the Tobit Kalman filtering (TKF) process when the ...
research
07/23/2018

Fast Vessel Segmentation and Tracking in Ultra High-Frequency Ultrasound Images

Ultra High Frequency Ultrasound (UHFUS) enables the visualization of hig...

Please sign up or login with your details

Forgot password? Click here to reset