期刊
EXPERT SYSTEMS WITH APPLICATIONS
卷 36, 期 4, 页码 7749-7757出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.eswa.2008.09.010
关键词
Leighton buzzard sand; Mica; Resonant column testing; Genetic programming
类别
资金
- UK Overseas Research Students Awards Scheme (ORSAS)
- University of Southampton
- Gaziantep University Scientific Research Projects Unit
This Study presents two Genetic Programming (GP) models for damping ratio and shear modulus of sand-mica mixtures based on experimental results. The experimental database used for GP modelling is based on a laboratory Study of dynamic properties of saturated coarse rotund sand and mica mixtures with various mix ratios under different effective stresses. In the tests, shear modulus. and damping ratio of the geomaterials have been measured for a strain range of 0.001% up to 0.1% using a Stokoe resonant column testing apparatus. The input variables in the developed NN models are the mica content. effective stress and strain, and the outputs are damping ratio and shear modulus. The performance of accuracies of proposed NN models are quite satisfactory (R(2) = 0.95 for damping ratio and R(2) = 0.98 for shear modulus). (C) 2008 Elsevier Ltd. All rights reserved.
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