Title :
Multidimensional geomagnetic matching fusion algorithm based on projection pursuit
Author :
Jie, Xu ; Qing, Guo
Author_Institution :
Manage. Coll. of Equip, Air Force Eng. Univ., Xi´´an, China
Abstract :
The algorithm of single characteristic parameter geomagnetic matching will be influenced by the slow changing of characteristic parameter easily, and has reduced the orientation precision of the matching. A method of multidimensional geomagnetic matching fusion algorithm is presented, which aims at the territorial uncertainty problem of the single parameter matching method. This method, which based on the characteristic parameter´s projection pursuit classification model of multidimensional geomagnetic matching, has been calculated by the coevolutionary algorithm. The finally position is confirmed by specific weight (reliability) of multidimensional geomagnetic parameter, which gained by the character of sample data. The algorithm has avoided the territorial uncertainty problem. Experimental results show that the error of adaptive parameter matching system is much lesser then the single parameter matching system. Simulations verify the effectiveness of the proposed method.
Keywords :
evolutionary computation; geomagnetism; reliability; satellite navigation; sensor fusion; adaptive parameter matching system; characteristic parameter projection pursuit classification model; coevolutionary algorithm; geomagnetic data fusion; multidimensional geomagnetic matching fusion algorithm; multidimensional geomagnetic parameter; projection pursuit; reliability; satellite navigation; single characteristic parameter geomagnetic matching method; specific weight; territorial uncertainty problem; Computational modeling; Integrated circuits; Navigation; geomagnetic matching; information processing; organizational coevolutionary algorithm; projection pursuit classification; self-adaptive;
Conference_Titel :
Information Management, Innovation Management and Industrial Engineering (ICIII), 2012 International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-1-4673-1932-4
DOI :
10.1109/ICIII.2012.6339878