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A machine learning enhanced structural response prediction strategy due to seismic excitation
Author(s) -
Thaler Denny,
Bamer Franz,
Markert Bernd
Publication year - 2021
Publication title -
pamm
Language(s) - English
Resource type - Journals
ISSN - 1617-7061
DOI - 10.1002/pamm.202000294
Subject(s) - monte carlo method , artificial neural network , computer science , machine learning , artificial intelligence , statistics , mathematics
In this contribution, we present a fast prediction approach to estimate response statistics of the crude Monte Carlo simulation using artificial neural networks. Hereby, the neural network is trained within an initial response subset, based on which a forecast can be evaluated in an early state of the Monte Carlo simulation.