Detail publikačního výsledku

Study on optimal setup of the ANN-aided Aimed multilevel sampling optimization method

ŠPLÍCHAL, B.; LEHKÝ, D.

Originální název

Study on optimal setup of the ANN-aided Aimed multilevel sampling optimization method

Anglický název

Study on optimal setup of the ANN-aided Aimed multilevel sampling optimization method

Druh

Stať ve sborníku mimo WoS a Scopus

Originální abstrakt

This paper deals with the application of Aimed multilevel sampling metaheuristic optimization method supported by an artificial neural network. The main aim is to study the optimal parameter settings of this method for damage identification on a two-span steel truss using a limited number of simulations. The convergence rate is tested as a function of the number of simulations and the choice of the parameter that controls the resizing of the design space. The results are summarized and discussed with respect to their practical applicability in bridge damage identification using structural health monitoring data.

Anglický abstrakt

This paper deals with the application of Aimed multilevel sampling metaheuristic optimization method supported by an artificial neural network. The main aim is to study the optimal parameter settings of this method for damage identification on a two-span steel truss using a limited number of simulations. The convergence rate is tested as a function of the number of simulations and the choice of the parameter that controls the resizing of the design space. The results are summarized and discussed with respect to their practical applicability in bridge damage identification using structural health monitoring data.

Klíčová slova

Aimed multilevel sampling, artificial neural network, damage identification, model updating

Klíčová slova v angličtině

Aimed multilevel sampling, artificial neural network, damage identification, model updating

Autoři

ŠPLÍCHAL, B.; LEHKÝ, D.

Vydáno

01.04.2024

Nakladatel

ECON publishing, s.r.o.

Místo

Brno

ISBN

978-80-86433-83-7

Kniha

Proceedings 26th International Scientific Conference Of Civil Engineering

Strany počet

5

URL

https://juniorstav.fce.vutbr.cz/wp-content/uploads/2024/04/03_DOI_24033-FINAL-Bohumil-splichal.pdf

Plný text v Digitální knihovně

http://hdl.handle.net/

BibTex

@inproceedings{BUT187455,
  author="Bohumil {Šplíchal} and David {Lehký}",
  title="Study on optimal setup of the ANN-aided Aimed multilevel sampling optimization method",
  booktitle="Proceedings 26th International Scientific Conference Of Civil Engineering",
  year="2024",
  pages="5",
  publisher="ECON publishing, s.r.o.",
  address="Brno",
  doi="10.13164/juniorstav.2024.24033",
  isbn="978-80-86433-83-7",
  url="https://juniorstav.fce.vutbr.cz/wp-content/uploads/2024/04/03_DOI_24033-FINAL-Bohumil-splichal.pdf"
}