The Application of Federated Kalman Filtering in SINS/GPS/CNS Intergrated Navigation System
Hong Deng, Guang bin LIU, Haoming Chen, Chunlin Deng
Abstract
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Hong Deng, Guang bin LIU, Haoming Chen, Chunlin Deng
Abstract
Open-access reader
Federated filter was an important method to estimate high-precision navigation parameters based on "SINS/GPS/CNS".A no-feedback federated filter with UD_UKF algorithm was designed in the paper, a threetime amendment scheme to correct navigation parameters was designed at the same time and the mathematical model of SINS/GPS/CNS was established in launch inertial coordinate system too.The paper discussed the simulation conditions and a lot of simulations were carried out to compare 2 aspects: (1)the performance between four navigation mode, which respectively is SINS, SINS/GPS, SINS/CNS, SINS/GPS/CNS;(2)the estimate precision of federated filter and that of centralized Kalman filter.The results of simulation showed that the designed federated filter and amendment scheme based on SINS/GPS/CNS had high estimate precision and led to gain high hitting precision of ballistic missile, that is to say position errors were less than 20 meter and velocity errors were less than 0.1m/s in simulation.
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Federated filter was an important method to estimate high-precision navigation parameters based on "SINS/GPS/CNS".A no-feedback federated filter with UD_UKF algorithm was designed in the paper, a threetime amendment scheme to correct navigation parameters was designed at the same time and the mathematical model of SINS/GPS/CNS was established in launch inertial coordinate system too.The paper discussed the simulation conditions and a lot of simulations were carried out to compare 2 aspects: (1)the performance between four navigation mode, which respectively is SINS, SINS/GPS, SINS/CNS, SINS/GPS/CNS;(2)the estimate precision of federated filter and that of centralized Kalman filter.The results of simulation showed that the designed federated filter and amendment scheme based on SINS/GPS/CNS had high estimate precision and led to gain high hitting precision of ballistic missile, that is to say position errors were less than 20 meter and velocity errors were less than 0.1m/s in simulation.
Key concepts: Global Positioning System, Kalman filter, Computer science, Inertial navigation system, Navigation system, Filter (signal processing), Scheme (mathematics), Control theory (sociology)