An improved range parameterized square root cubature information filter algorithm for multi-UAV cooperative passive location

In order to improve the deficiency of range information unmeasurable in passive location and high computational complexity in distributed fusion estimation, an improved range parameterized square root cubature information filter (RP-SRCIF) algorithm is proposed. The proposed algorithm adopts fully distributed fusion estimation structure, integrates square root cubature Kalman filter (SRCKF) algorithm, range parameterized method and information filter (IF) algorithm. SRCKF can ensure better numerical stability and higher estimation accuracy; the improved range parameterized method can provide good robustness for initial estimation range and better real-time performance than traditional range parameterized method; IF with fully distributed fusion estimation structure makes fusion estimation computation more simple and convenient. Simulation results indicate the RP-SRCIF algorithm is feasible and more effective when compared with other algorithms for multi-UAV cooperative passive location.

[1]  Don J. Torrieri,et al.  Statistical Theory of Passive Location Systems , 1984, IEEE Transactions on Aerospace and Electronic Systems.

[2]  K. Doğançay,et al.  Passive Localization of Scanning Emitters , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[3]  Mao Lin,et al.  Information fusion passive location filtering algorithm , 2013, 2013 25th Chinese Control and Decision Conference (CCDC).

[4]  Fei Su,et al.  Active sensing based cooperative target tracking using UAVs in an urban area , 2010, 2010 2nd International Conference on Advanced Computer Control.

[5]  Hugh F. Durrant-Whyte,et al.  A new method for the nonlinear transformation of means and covariances in filters and estimators , 2000, IEEE Trans. Autom. Control..

[6]  I. Postlethwaite,et al.  Square Root Cubature Information Filter , 2013, IEEE Sensors Journal.

[7]  Guoqiang Hu,et al.  Distributed Fusion Estimation With Communication Bandwidth Constraints , 2015, IEEE Transactions on Automatic Control.

[8]  S. Haykin,et al.  Cubature Kalman Filters , 2009, IEEE Transactions on Automatic Control.

[9]  Petros G. Voulgaris,et al.  On optimal ℓ∞ to ℓ∞ filtering , 1995, Autom..