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Prediction of Ultimate Bearing Capacity of Circularand Square Footings by Neural Network

Credit to Download: 1 | Page Numbers 10 | Abstract Views: 298
Year: 2015
COI code: ICICA01_0004
Paper Language: English

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Authors Prediction of Ultimate Bearing Capacity of Circularand Square Footings by Neural Network

  M.M Makhmalbaf - MSc. Student of Geotechnical Engineering, Islamic Azad University, Semnan Branch, Iran
  M Azimipour - MSc. Student of Water & Wastewater Engineering, Shahid Beheshti University, Iran
  M Nikkhah - Assistant Professor, Department of Civil Engineering, Islamic Azad University, Semnan Branch, Iran

Abstract:

For ultimate bearing capacity calculation, various Analytical – Experimental methods were proposed by Terzaghi, Mayerhof, Hansen and Vesic and the most comprehensive one in case of no axial load was proposed by Mayerhof. In this article Artificial Neural Network (ANN) is used to predict bearing capacity of circular and square shallow foundations and for this purpose Multi-layer Perceptron (MLP) is utilized. The data usedas the inputs and output of network models were parameters in Mayerhof equation and the bearing capacity calculated from this equation, respectively. Finding the best architecture of model is carried out through making different conditions such as numbers of hidden neurons and activation functions. The result of this work shows high capabilities of this kind of neural network for bearing capacity prediction

Keywords:

Bearing Capacity, Mayerhof, Artificial Neural Network, MLP

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https://www.civilica.com/Paper-ICICA01-ICICA01_0004.html
COI code: ICICA01_0004

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Makhmalbaf, M.M; M Azimipour & M Nikkhah, 2015, Prediction of Ultimate Bearing Capacity of Circularand Square Footings by Neural Network, International Conference of Civil Engineering, Architecture and urban infrastructure, تبريز, دبيرخانه دائمي كنفرانس, https://www.civilica.com/Paper-ICICA01-ICICA01_0004.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: (Makhmalbaf, M.M; M Azimipour & M Nikkhah, 2015)
Second and more: (Makhmalbaf; Azimipour & Nikkhah, 2015)
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Type: Azad University
Paper No.: 3361
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