Model uncertainty of SPT-based method for evaluation of seismic soil liquefaction potential using multi-gene genetic programming
نویسندگان
چکیده
منابع مشابه
Evaluation of Liquefaction Potential of Soil Using Genetic Programming
Liquefaction of soil is one of the major causes for the significant damages to the buildings, lifeline systems and harbor facilities caused by the earthquakes. At present artificial intelligence techniques such as artificial neural network (ANN) and support vector machine (SVM) based models are found to be more efficient compared to statistical methods. The present study discusses about the eva...
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One of the important problems in earthquake geotechnical engineering is liquefaction phenomenon that happens in loose saturated granular soils. This phenomenon can cause great damages to underground structures and buildings and lifelines. Liquefaction resistance of soils can be evaluated by experimental and field tests. The use of energy is a logical step in the evaluation of liquefaction asses...
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The evaluation of liquefaction potential of soil due to an earthquake is an important step in geosciences. This article examines the capability of Minimax Probability Machine (MPM) for the prediction of seismic liquefaction potential of soil based on the Cone Penetration Test (CPT) data. The dataset has been taken from Chi-Chi earthquake. MPM is developed based on the use of hyperplanes. It has...
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ژورنال
عنوان ژورنال: Soils and Foundations
سال: 2015
ISSN: 0038-0806
DOI: 10.1016/j.sandf.2015.02.003