Published in: 2nd International Conference on Acoustics and Vibration
COI code: ISAV02_237
Paper Language: English
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Authors Optimization of size of informions for designing nonlinear vibration Neuro-modellers of damsAbdolreza Joghataie - Faculty member, Department of Civil Engineering, Sharif University of Technology, Tehran, Iran
Mehrdad Shafiei Dizaji - MSc graduate, Department of Civil Engineering, Sharif University of Technology, Tehran, Iran
Abstract:In this paper a Multi-Layer Feed Forward Neural Network (MLFFNN) has been designed to be used in nonlinear vibration analysis of Koyna dam which is a concrete gravity dam, located inKoyna, India. The dam has extensively been studied by many authors in the past and there is quite a large amount of information and data available on its modeling, behavior and response. Thedesigned neural network which is called Neuro-modeller, is capable of dynamic analysis of thedam similar to an analysis software which is capable of receiving a seismic record through out thetime, as input, to perform dynamic analysis as output. The success of the Neuro-modeller ishighly dependent upon the data it receives at each analysis time step to start the next time step of analysis as well as its architecture. The size and content of the vector of input information, whichis called informion, should be optimized so that the Neuro-modeller can both simulate the response with desirable accuracy and also can be capable of generalization.
Keywords:informion; neuro-modeller; dam; dynamic analysis; nonlinear response
COI code: ISAV02_237
how to cite to this paper:If you want to refer to this article in your research, you can easily use the following in the resources and references section:
Joghataie, Abdolreza & Mehrdad Shafiei Dizaji, 2012, Optimization of size of informions for designing nonlinear vibration Neuro-modellers of dams, 2nd International Conference on Acoustics and Vibration, تهران, دانشگاه صنعتي شريف, https://www.civilica.com/Paper-ISAV02-ISAV02_237.htmlInside the text, wherever referred to or an achievement of this article is mentioned, after mentioning the article, inside the parental, the following specifications are written.
First Time: (Joghataie, Abdolreza & Mehrdad Shafiei Dizaji, 2012)
Second and more: (Joghataie & Shafiei Dizaji, 2012)
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Type: state university
Paper No.: 12892
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