Improvement of Filter Estimates Based on Data from Unmanned Underwater Vehicle with Machine Learning Insansiz Sualti Aracindan Alinan Verilere Baǧli Filtre Kestirimlerinin Makine Öǧrenmesi ile Iyileştirilmesi

Date

2020-10-15

Author

Erol, Berna
Cantekin, Recep Fatih
Kartal, Seda Karadeniz
Hacioglu, Rifat
Gormus, Kurtulus Sedar
Kutoglu, Senol Hakan
Leblebicioğlu, Mehmet Kemal

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© 2020 IEEE.In this study, the mathematical model of unmanned underwater vehicle is obtained in 6 DOF. The navigation sensor data are generated from mathematical model response. Extended Kalman filer and Unscented Kalman filter is applied to estimate noisy sensor data. For the EKF, nonlinear model is linearized around the equilibrium points. For the UKF, nonlinear system model is used. The estimation performance of EKF and UKF are compared. Estimation has been improved by applying support vector machine algorithm, which is machine learning, for unscented Kalman filter estimates. All this study is modeled in MATLAB/Simulink and PYTHON environment.

URI

https://hdl.handle.net/11511/70218

DOI

https://doi.org/10.1109/asyu50717.2020.9259853

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Department of Electrical and Electronics Engineering, Conference / Seminar

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Citation Formats

B. Erol et al., “Improvement of Filter Estimates Based on Data from Unmanned Underwater Vehicle with Machine Learning Insansiz Sualti Aracindan Alinan Verilere Baǧli Filtre Kestirimlerinin Makine Öǧrenmesi ile Iyileştirilmesi,” 2020, Accessed: 00, 2021. [Online]. Available: https://hdl.handle.net/11511/70218.