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mfkiwl's Projects

kalman-filter icon kalman-filter

Implementing a Kalman filter with zero mean gaussian noise. We were given data on observation and caclulated movement.

kalman-filter-based-gps-signal-tracking icon kalman-filter-based-gps-signal-tracking

Kalman filter is an optimal estimator, i.e. infers parameters of interest from indirect, inaccurate and uncertain observations. The filter uses a Gaussian approximation and minimizes the mean square error of the estimated parameters and only propagates the mean and covariance of the predictive and posterior distributions. The underlying model is a Bayesian model similar to hidden Markov model. The Kalman filter algorithm is what used for the tracking purpose in this program instead of a traditional PLL carrier discriminator filter.

kalman-filter-gnss icon kalman-filter-gnss

Three Kalman Filter implementations for GNSS, Massive-MIMO, and a Combined Solution for both.

kalman-filters icon kalman-filters

The objective of this project is to estimate the states of the system to optimize the compensation that is made by the cart to keep the pendulum upright. Randomly generated noise profiles are added to the true measurement data generated using the dynamics of the system. This data is later used for estimation of states of the system using Kalman Filter and Extended Kalman Filter. These results of these estimations are analyzed and compared.

kalman-localization icon kalman-localization

MATLAB implementation of localization using sensor fusion of GPS/INS through an error-state Kalman filter.

kalman_filter icon kalman_filter

MATLAB implementation of Kalman filter and extended Kalman filter for INS/GNSS navigation, target tracking, and terrain-referenced navigation. Code available at:

kalmanellipses icon kalmanellipses

Kolja Thormann, Shishan Yang, and Marcus Baum. "A Comparison of Kalman Filter-based Approaches for Elliptic Extended Object Tracking (to appear)." Proceedings of the 23rd International Conference on Information Fusion (Fusion 2020), Virtual, 2020.

kalmanfilter icon kalmanfilter

Embedded Kalman Filter algorithm developed in C for ARM Cortex STM32F407

kalmanfilter-1 icon kalmanfilter-1

Kalman filter sanctuary - including continuous-discrete extended Kalman filter. Bring additional filters here for a bigger collection.

kalmanfilter-3 icon kalmanfilter-3

This is a Kalman filter used to calculate the angle, rate and bias from from the input of an accelerometer/magnetometer and a gyroscope.

kalmanfilter-4 icon kalmanfilter-4

Implementation of a Kalman Filter to perform sensor fusion between and IMU and GPS

kalmanfilter-book icon kalmanfilter-book

Note and code for: Kalman Filtering: Theory and Practice using MATLAB by Mohinder S. Grewal and Angus P. Andrews.

kalmanfilter.jl icon kalmanfilter.jl

Various Kalman Filters: KF, UKF, AUKF and their Square root variant

kalmanfiltering icon kalmanfiltering

A demo for the performace evaluation of different kinds of Kalman filters, including the conventional Kalman filter (KF), the unscented Kalman filter (UKF), the extended Kalman filter (EKF), the embedded/imbedded cubature Kalman filter (ICKF/ECKF), the third-degree cubature Kalman filter (CKF) and the fifth-degree cubature Kalman filter (FCKF).

kalmanlib icon kalmanlib

My personal library of Kalman Filtering Algorithms

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