A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Recurrent Neural Networks for Uncertain Time‐Dependent Structural Behavior
Abstract: In this article, an approach is introduced which permits the numerical prediction of future structural responses in dependency of uncertain load processes and environmental influences. The approach is based on recurrent neural networks trained by time‐dependent measurement results. Thereby, the uncertainty of the measurement results is modeled as fuzzy processes which are considered within the recurrent neural network approach. An efficient solution for network training and prediction is developed utilizing α‐cuts and interval arithmetic. The capability of the approach is demonstrated by means of the prediction of the long‐term structural behavior of a reinforced concrete plate strengthened by a textile reinforced concrete layer.
Recurrent Neural Networks for Uncertain Time‐Dependent Structural Behavior
Abstract: In this article, an approach is introduced which permits the numerical prediction of future structural responses in dependency of uncertain load processes and environmental influences. The approach is based on recurrent neural networks trained by time‐dependent measurement results. Thereby, the uncertainty of the measurement results is modeled as fuzzy processes which are considered within the recurrent neural network approach. An efficient solution for network training and prediction is developed utilizing α‐cuts and interval arithmetic. The capability of the approach is demonstrated by means of the prediction of the long‐term structural behavior of a reinforced concrete plate strengthened by a textile reinforced concrete layer.
Recurrent Neural Networks for Uncertain Time‐Dependent Structural Behavior
Graf, W. (author) / Freitag, S. (author) / Kaliske, M. (author) / Sickert, J.‐U. (author)
Computer‐Aided Civil and Infrastructure Engineering ; 25 ; 322-323
2010-07-01
12 pages
Article (Journal)
Electronic Resource
English
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