Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements
A generalized algorithm for spacecraft three-axis attitude and rate estimation is presented. The filter concept presented here is quite general and applicable to a wide range of sensor systems. The structure of the filter is built using spacecraft nonlinear dynamics in the presence of momentum e...
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iium-85802011-12-07T05:49:27Z http://irep.iium.edu.my/8580/ Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements Mohammad Abdelrahman, Mohammad Ibraheem Park, Sang-Young TL787 Astronautics A generalized algorithm for spacecraft three-axis attitude and rate estimation is presented. The filter concept presented here is quite general and applicable to a wide range of sensor systems. The structure of the filter is built using spacecraft nonlinear dynamics in the presence of momentum exchange devices. Then quaternion kinematics are augmented with spacecraft dynamics to represent the filter process dynamics. Magnetometer measurements and their corresponding time derivatives are utilized to represent the filter measurement model. The filter is designed to suit spacecraft in low-Earth orbits, so the aerodynamic drag in addition to spacecraft magnetic residuals are included as disturbance torques to the process dynamics. To test the filter EgyptSat-1 is used as a real test case where a magnetometer and fiber-optic gyros are used for attitude and rate determination. A Monte-Carlo simulation is then applied to study the performance of the proposed filter with initial attitude and angular velocity sampled from a uniform distribution, each axis respectively. The filter shows the capability of estimating the attitude within 5 deg and rate on the order of 0.03 deg/s in each axis. Aerospace & Electronic Systems Society 2011-04 Article PeerReviewed application/pdf en http://irep.iium.edu.my/8580/1/ABDELRAHMAN_SIGMA_POINT_8580.pdf Mohammad Abdelrahman, Mohammad Ibraheem and Park, Sang-Young (2011) Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements. IEEE Transactions on Aerospace and Electronic Systems, 47 (2). pp. 1401-1415. ISSN 0018-9251 http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=05751266 DOI: 10.1109/TAES.2011.5751266 |
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TL787 Astronautics Mohammad Abdelrahman, Mohammad Ibraheem Park, Sang-Young Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
description |
A generalized algorithm for spacecraft three-axis attitude
and rate estimation is presented. The filter concept presented
here is quite general and applicable to a wide range of sensor
systems. The structure of the filter is built using spacecraft
nonlinear dynamics in the presence of momentum exchange
devices. Then quaternion kinematics are augmented with
spacecraft dynamics to represent the filter process dynamics.
Magnetometer measurements and their corresponding time
derivatives are utilized to represent the filter measurement model.
The filter is designed to suit spacecraft in low-Earth orbits, so the
aerodynamic drag in addition to spacecraft magnetic residuals
are included as disturbance torques to the process dynamics.
To test the filter EgyptSat-1 is used as a real test case where a
magnetometer and fiber-optic gyros are used for attitude and
rate determination. A Monte-Carlo simulation is then applied to
study the performance of the proposed filter with initial attitude
and angular velocity sampled from a uniform distribution, each
axis respectively. The filter shows the capability of estimating the
attitude within 5 deg and rate on the order of 0.03 deg/s in each
axis. |
format |
Article |
author |
Mohammad Abdelrahman, Mohammad Ibraheem Park, Sang-Young |
author_facet |
Mohammad Abdelrahman, Mohammad Ibraheem Park, Sang-Young |
author_sort |
Mohammad Abdelrahman, Mohammad Ibraheem |
title |
Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
title_short |
Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
title_full |
Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
title_fullStr |
Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
title_full_unstemmed |
Sigma-point Kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
title_sort |
sigma-point kalman filtering for spacecraft attitude and rate estimation using magnetometer measurements |
publisher |
Aerospace & Electronic Systems Society |
publishDate |
2011 |
url |
http://irep.iium.edu.my/8580/ http://irep.iium.edu.my/8580/ http://irep.iium.edu.my/8580/ http://irep.iium.edu.my/8580/1/ABDELRAHMAN_SIGMA_POINT_8580.pdf |
first_indexed |
2023-09-18T20:18:19Z |
last_indexed |
2023-09-18T20:18:19Z |
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