Title :
Geomagnetic Aided Navigation Suitability Evaluation Based on Principal Component Analysis
Author :
Wang, Peng ; Wu, Yuanxin ; Hu, Xiaoping ; Ruan, Qing ; Yuan, Haiping
Author_Institution :
Coll. of Mechatron. Eng. & Autom., Nat. Univ. of Defense Technol., Changsha, China
Abstract :
The analysis of geomagnetic map suitability is one of the key techniques in geomagnetic aided navigation system. Suitability evaluation using the single feature parameter may lead to misjudgment. By considering a group of geomagnetic map feature parameters such as standard deviation, roughness, gradient deviation, information entropy, and fisher information content, the principal component analysis method is used to achieve synthetical evaluation value of candidate matching areas by endogenetic weight. The experiment results indicate well consistency between the synthetical evaluation value and the matching probability. The synthetical evaluation value may be regarded as a quantitative index of suitability to select appropriate geomagnetic aided navigation matching areas.
Keywords :
geomagnetism; inertial navigation; principal component analysis; endogenetic weight; fisher information content; geomagnetic aided inertial navigation system; geomagnetic aided navigation suitability evaluation; gradient deviation; information entropy; principal component analysis method; quantitative index; roughness; single feature parameter; standard deviation; synthetical evaluation; Correlation; Indexes; Information entropy; Manganese; Navigation; Principal component analysis; Standards; geomagnetic aided navigation; principal component analysis; suitability;
Conference_Titel :
Industrial Control and Electronics Engineering (ICICEE), 2012 International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4673-1450-3
DOI :
10.1109/ICICEE.2012.93