The Application of Adaptive Genetic Algorithm in GPS Attitude Determination

In this paper, the adaptive genetic algorithm combined with the whitening filter is proposed to search for correct ambiguities for GPS attitude determination system. First of all, the float ambiguities are carried out by Kalman filter, and then the whitening transformation is used to reduce higher correlation of integer ambiguities. Finally, the decorrelated ambiguities are searched in the transformed search space using adaptive genetic algorithm. The experimental results demonstrate that the proposed approach is feasible and efficient for GPS attitude determination system.

[1]  Zhijin Zhao,et al.  An efficient method for carrier phase ambiguity resolution in GPS attitude determination , 2006 .

[2]  Tughrul Arslan,et al.  A distributed cellular GA based architecture for real time GPS attitude determination , 2009, 2009 IEEE Congress on Evolutionary Computation.

[3]  Bo Wang,et al.  A constrained LAMBDA method for GPS attitude determination , 2009 .

[4]  Chen Shu-xin,et al.  A rapid algorithm for GPS ambiguity decorrelation , 2002, Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems.

[5]  Jyh-Ching Juang,et al.  Development of GPS-based attitude determination algorithms , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[6]  Tughrul Arslan,et al.  GPS attitude determination using a genetic algorithm , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).

[7]  Peter Buist The Baseline Constrained LAMBDA Method for Single Epoch, Single Frequency Attitude Determination Applications , 2007 .

[8]  Yan-hua Zhang,et al.  Improved ambiguity function method based on analytical resolution for GPS attitude determination , 2007 .

[9]  Tughrul Arslan,et al.  An EHW architecture for real-time GPS attitude determination based on parallel genetic algorithm , 2002, Proceedings 2002 NASA/DoD Conference on Evolvable Hardware.

[10]  P. Teunissen The least-squares ambiguity decorrelation adjustment: a method for fast GPS integer ambiguity estimation , 1995 .