Detail publikace

A multi-mode cantilever singular point detection using adaptive hypothesis testing

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

1742-6588

Periodikum

Journal of Physics: Conference Series

Ročník

633

Číslo

1

Stát

Spojené království Velké Británie a Severního Irska

Strany od

1

Strany do

4

Strany počet

4

URL

Plný text v Digitální knihovně

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"
}