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Aerospace Instrument-Making

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Development of a Robust Algorithm for Cooperative Positioning of Leader-Follower Unmanned Aerial Vehicles based on Relative State Estimation
Wang Zhong, Neusypin K.A., He Bin, Chen Hao

A robust algorithm for cooperative positioning of leader-follower unmanned aerial vehicles (UAVs) based
on relative state estimation is proposed. The approach fuses data from an inertial navigation system (INS), a
global navigation satellite system (GNSS), and relative measurements between UAVs. An interactive multiple
model (IMM) filter is employed for adaptive motion estimation of the follower UAV, while a federated
Kalman filter is utilized to integrate multi-source information, enhancing overall positioning accuracy and
system robustness. By introducing an adaptive adjustment mechanism for the input noise covariance matrix
and generating pseudo-measurements, the system significantly enhances positioning accuracy and stability
under GNSS-denied or degraded conditions. Simulation results demonstrate that the proposed approach
achieves a notable reduction in the standard deviation of position, velocity, and attitude estimates compared
to conventional methods.
Keywords: Kalman filter, interactive multiple model algorithm, inertial navigation system, unmanned aerial vehicle,
cooperative positioning, federated Kalman filter.


DOI: 10.25791/aviakosmos.12.2025.1524

Pp. 14-27.

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