DocumentCode
3344011
Title
Registration of unorganized points data under different viewpoints based on improved evolutional algorithm
Author
Wei, Qiming ; Wu, Weiyong
Author_Institution
Sch. of Inf. Sci. & Technol., Jiujiang Univ., Jiujiang, China
fYear
2010
fDate
26-28 June 2010
Firstpage
5414
Lastpage
5417
Abstract
A integrated matching method with DE and ICP algorithm was proposed to match partly overlapped data clouds measured from different viewpoints. Firstly, data clouds were roughly matched with DE algorithm method and then ICP algorithm method was employed in the accuracy registration. In differential evolution, quaternion method was used to decrease the individual numbers of revolution space, to avoid premature convergence and improve optimizing speed, the probabilities of crossover and mutation were adaptively adjusted by means of adaptive algorithm. Some examples proved the method was effective and efficient for aligning large number of three dimension clouds data.
Keywords
adaptive systems; evolutionary computation; accuracy registration; adaptive algorithm; data clouds; differential evolution; evolutional algorithm; integrated matching method; mutation; quaternion method; revolution space; three dimension clouds data; unorganized points data registration; Adaptive algorithm; Chromium; Clouds; Convergence; Genetic mutations; Information science; Iterative closest point algorithm; Optimization methods; Quaternions; Data Matching; Differential Evloution; ICP; Unorganized Points;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechanic Automation and Control Engineering (MACE), 2010 International Conference on
Conference_Location
Wuhan
Print_ISBN
978-1-4244-7737-1
Type
conf
DOI
10.1109/MACE.2010.5535313
Filename
5535313
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