OTHER
KALMAN FILTER APPLIED TO A DIFFERENTIAL ROBOT
S. Vera, Luis Chuquimarca, Douglas Plaza
- Year
- 2023
- Citations
- 1
Abstract
This document presents the localization problem and the trajectory that a robot must follow. It focuses on applying the Kalman filter to achieve localization and trajectory estimation in an autonomous mobile differential robot. The experimental data was obtained through tests conducted by using two incremental encoders that are part of the instrumentation of the differential robot. Data transmission is carried out from a PC, where control is performed using Matlab/Simulink software. The results are presented in graphs showing the robot's trajectory using PI control and the Kalman filter estimator in a real scenario.
Keywords
Kalman filterComputer scienceExtended Kalman filterDifferential (mechanical device)Moving horizon estimationAlpha beta filterRobotFast Kalman filterControl theory (sociology)Artificial intelligence
Related papers
OTHER
📊 26,957 cites
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
PERCEPTION
📊 22,245 cites
Artificial intelligence: a modern approach
1995
OTHER
Open access📊 20,501 cites
Fractional Differential Equations
Igor Podlubný
2025
OTHER
📊 18,993 cites
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991