TY - GEN
T1 - Planetary flyby attitude estimation in an intense radiation background based on cauchy uncertainty
AU - Bai, Yu
AU - Speyer, Jason
AU - Idan, Moshe
N1 - Publisher Copyright: © 2019 IEEE.
PY - 2019/7
Y1 - 2019/7
N2 - There are many estimation problems where both impulsive measurement and/or process noise occurs. Handling outliers in the data has been a heuristic process. Recently, a recursive estimator for linear systems with additive measurement and process uncertainties modeled as heavy-tailed Cauchy probability density functions has been developed. This new scheme directly handles impulsive noise. In fact, for Cauchy noise, this estimator produces the conditional mean and is thereby a minimum variance estimator. To demonstrate its performance relative to a Kalman filter, this new estimator is applied to a planetary flyby, where the star-tracker measurements are impulsive due to the electromagnetic radiation characteristics of the planet.
AB - There are many estimation problems where both impulsive measurement and/or process noise occurs. Handling outliers in the data has been a heuristic process. Recently, a recursive estimator for linear systems with additive measurement and process uncertainties modeled as heavy-tailed Cauchy probability density functions has been developed. This new scheme directly handles impulsive noise. In fact, for Cauchy noise, this estimator produces the conditional mean and is thereby a minimum variance estimator. To demonstrate its performance relative to a Kalman filter, this new estimator is applied to a planetary flyby, where the star-tracker measurements are impulsive due to the electromagnetic radiation characteristics of the planet.
UR - http://www.scopus.com/inward/record.url?scp=85071687409&partnerID=8YFLogxK
U2 - 10.1109/MED.2019.8798583
DO - 10.1109/MED.2019.8798583
M3 - منشور من مؤتمر
T3 - 27th Mediterranean Conference on Control and Automation, MED 2019 - Proceedings
SP - 507
EP - 511
BT - 27th Mediterranean Conference on Control and Automation, MED 2019 - Proceedings
T2 - 27th Mediterranean Conference on Control and Automation, MED 2019
Y2 - 1 July 2019 through 4 July 2019
ER -