Title :
Optimal weighting of networked electronic noses for the source localization
Author :
Matthes, Jörg ; Gröll, Lutz ; Keller, Hubert B.
Author_Institution :
Inst. for Appl. Comput. Sci., Forschungszentrum Karlsruhe GmbH, Germany
Abstract :
Based on concentration measurements from spatially distributed electronic noses, the location of a point source is to be determined. It is assumed that the emitted substance is transported by advection caused by a known homogeneous wind field and by diffusion. A new two-step approach for solving the source localization problem is presented. The new approach overcomes the problem of poor convergence of iterative algorithms, which try to minimize the least squares output error An optimal weighting strategy is introduced, which yields to approximate maximum-likelihood estimates for the source position.
Keywords :
distributed sensors; electronic noses; least squares approximations; advection; concentration measurements; maximum likelihood estimates; networked electronic noses; optimal weighting; point source; source localization; spatially distributed electronic noses; two-step approach; Computer science; Convergence; Electronic noses; Equations; Inverse problems; Iterative algorithms; Least squares approximation; Least squares methods; Monitoring; Yield estimation; reg;
Conference_Titel :
Systems Communications, 2005. Proceedings
Print_ISBN :
0-7695-2422-2
DOI :
10.1109/ICW.2005.64