Genetically determined variable structure multiple model estimation

Citation
Sk. Katsikas et al., Genetically determined variable structure multiple model estimation, IEEE SIGNAL, 49(10), 2001, pp. 2253-2261
Citations number
34
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
10
Year of publication
2001
Pages
2253 - 2261
Database
ISI
SICI code
1053-587X(200110)49:10<2253:GDVSMM>2.0.ZU;2-T
Abstract
In this paper, the multimodel partitioning theory is combined with genetic algorithms to produce a new generation of multimodel partitioning filters, whose structure varies to conform to a model set being determined dynamical ly and on-line by using a suitably designed genetic algorithm. The proposed algorithm does not require any knowledge of the model switching law, is pr actically implementable, and exhibits superior performance compared with a fixed-structure MMPF, as indicated by simulation experiments.