Title :
Research on GPS attitude determination based on DPSO
Author :
Xia, Na ; Wang, Changsheng ; Shang, Xingqi ; Yu, Chunhua
Author_Institution :
Dept. of Comput. & Inf. Sci., Hefei Univ. of Technol., Hefei, China
Abstract :
GPS attitude determination is a key technology in aerospace, sailing and land-navigation etc. In the method of double difference phase measurement, it is a crucial topic to solve the carrier phase integer ambiguity, which is shown to be a combination optimization problem, and thus efficient heuristic algorithms are needed. In this paper, we propose a Discrete Particle Swarm Optimization (DPSO)-based solution which aims at searching for the optimal integer ambiguity directly without decorrelation of ambiguity, and computing the baseline vector consequently. A novel binary particle encoding approach and corresponding revision operation are presented. Furthermore, domain knowledge is incorporated to significantly improve the convergence rate. Through simulations, we demonstrate that the proposed algorithm is efficient for GPS attitude determination.
Keywords :
Global Positioning System; attitude measurement; particle swarm optimisation; phase measurement; DPSO; GPS attitude determination; aerospace; binary particle encoding; carrier phase integer ambiguity; combination optimization problem; discrete particle swarm optimization; double difference phase measurement; heuristic algorithms; land-navigation; sailing; Algorithm design and analysis; Decorrelation; Encoding; Global Positioning System; Particle swarm optimization; Position measurement; Satellites; Discrete Particle Swarm Optimization; attitude determination; integer ambiguity;
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
DOI :
10.1109/ICNC.2010.5583670