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Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty

Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty

Rinat Galiautdinov
Copyright: © 2020 |Volume: 12 |Issue: 4 |Pages: 18
ISSN: 1942-9045|EISSN: 1942-9037|EISBN13: 9781799806127|DOI: 10.4018/IJSSCI.2020100103
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MLA

Galiautdinov, Rinat. "Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty." IJSSCI vol.12, no.4 2020: pp.42-59. http://doi.org/10.4018/IJSSCI.2020100103

APA

Galiautdinov, R. (2020). Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty. International Journal of Software Science and Computational Intelligence (IJSSCI), 12(4), 42-59. http://doi.org/10.4018/IJSSCI.2020100103

Chicago

Galiautdinov, Rinat. "Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty," International Journal of Software Science and Computational Intelligence (IJSSCI) 12, no.4: 42-59. http://doi.org/10.4018/IJSSCI.2020100103

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Abstract

In this article, the author considers the possibility of applying modern IT technologies to implement information processing algorithms in UAV motion control system. Filtration of coordinates and motion parameters of objects under a priori uncertainty is carried out using nonlinear adaptive filters: Kalman and Bayesian filters. The author considers numerical methods for digital implementation of nonlinear filters based on the convolution of functions, the possibilities of neural networks and fuzzy logic for solving the problems of tracking UAV objects (or missiles), the math model of dynamics, the features of the practical implementation of state estimation algorithms in the frame of added additional degrees of freedom. The considered algorithms are oriented on solving the problems in real time using parallel and cloud computing.

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