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Detail publikace
DOKOUPIL, J. VÁCLAVEK, P.
Originální název
A multi-mode cantilever singular point detection using adaptive hypothesis testing
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
Fundamental analysis of a multi-mode model of the atomic force microscope cantilever shows that at some points; called here singular points, the mode is vanished. Consequently, the order of the input/output behavior is reduced. The singular points can be detected comparing possible candidates on the best model order. The detection is then naturally performed by applying the Bayesian model comparison. Since the exact position of the singular points is not available a priori, an explicit model of updating the probability of tested hypotheses in time is built. More specifically, a mechanism of suppressing absolute information is suggested based on the Bayesian decision problem where the Kullback-Leibler divergence is used.
Klíčová slova
hypothesis testing, Bayesian methods, adaptive systems
Autoři
DOKOUPIL, J.; VÁCLAVEK, P.
Rok RIV
2015
Vydáno
5. 10. 2015
Nakladatel
IOP Publishing
ISBN
1742-6588
Kniha
Journal of Physics: Conference Series
ISSN
Periodikum
Ročník
633
Číslo
1
Stát
Spojené království Velké Británie a Severního Irska
Strany od
Strany do
4
Strany počet
URL
http://iopscience.iop.org/article/10.1088/1742-6596/633/1/012057
Plný text v Digitální knihovně
http://hdl.handle.net/11012/137102
BibTex
@article{BUT117760, author="Jakub {Dokoupil} and Pavel {Václavek}", title="A multi-mode cantilever singular point detection using adaptive hypothesis testing", journal="Journal of Physics: Conference Series", year="2015", volume="633", number="1", pages="1--4", doi="10.1088/1742-6596/633/1/012057", issn="1742-6588", url="http://iopscience.iop.org/article/10.1088/1742-6596/633/1/012057" }