Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications
Online ISSN : 2188-4749
Print ISSN : 2188-4730
第48回ISCIE「確率システム理論と応用」国際シンポジウム(2016年11月, 福岡)
Continuous-discrete robust UKF for nonlinear systems with parameter uncertainties
Shinji IshiharaMasaki Yamakita
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ジャーナル フリー

2017 年 2017 巻 p. 1-6

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This paper addresses continuous-discrete filtering problems for parametric uncertain nonlinear systems. We developed a Robust Unsecnted Kalman Filter(RUKF) for discrete-time nonlinear systems with parameter uncertainties in a previous work. The RUKF is more effective than the conventional UKF for uncertain systems. However, the previous RUKF is a discrete time filtering algorithm and it cannot be directly applied to a continuous-discrete filtering problem. So, we modify the predictive step of the RUKF in order to deal with the continuous-discrete filtering problem. The validities of the proposed methods are illustrated in Monte Carlo simulations.
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© 2017 ISCIE Symposium on Stochastic Systems Theory and Its Applications
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