Transient settlement estimation of shallow foundation under eccentrically inclined static and cyclic load on granular soil using artificial intelligence techniques

IF 1.7 Q3 ENGINEERING, GEOLOGICAL
Suvendu Kumar Sasmal, R. Behera
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引用次数: 1

Abstract

ABSTRACT The present study focuses on estimating the transient response of shallow strip footing on granular soil using soft computing techniques. A shallow foundation is numerically modelled using Beam on Nonlinear Winkler Foundation model. Then the footing is subjected to a combination of allowable static and cyclic load depending on the ultimate bearing capacity of the footing. The eccentricity and angle of load inclination of static load are varied to simulate more practical conditions. The cyclic load is rectangular pulse load. One cycle of rectangular pulse load is applied to observe the immediate response of the foundation, referred as the transient response. Apart from the loading parameters, three granular soils of three different relative densities (D r  = 35%, 51% and 69%) are considered. Based on numerical simulation of 1728 conditions, soft computing models are developed using five techniques, viz. Neural Networks, Support Vector Machines, Multivariate Adaptive Regression Splines, Adaptive Neuro Fuzzy Interface System and Multi Gene Genetic Programming. It is found that the static load on the foundation is the most important parameter controlling the transient response of the footing.
用人工智能技术估算颗粒土上偏心倾斜静载和循环荷载作用下浅基础的瞬态沉降
摘要本研究的重点是利用软计算技术估算颗粒土上浅条形基脚的瞬态响应。采用梁-非线性Winkler地基模型对浅基础进行了数值模拟。然后,根据基脚的极限承载力,基脚承受容许静态荷载和循环荷载的组合。改变静载荷的偏心率和载荷倾角,以模拟更实际的情况。循环载荷为矩形脉冲载荷。施加一个周期的矩形脉冲荷载,以观察基础的即时响应,称为瞬态响应。除荷载参数外,三种不同相对密度(D r = 35%、51%和69%)。在对1728个条件进行数值模拟的基础上,利用神经网络、支持向量机、多元自适应回归样条、自适应神经模糊接口系统和多基因遗传规划五种技术建立了软计算模型。研究发现,地基静载荷是控制地基瞬态响应的最重要参数。
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来源期刊
CiteScore
3.80
自引率
0.00%
发文量
27
期刊介绍: Geomechanics is concerned with the application of the principle of mechanics to earth-materials (namely geo-material). Geoengineering covers a wide range of engineering disciplines related to geo-materials, such as foundation engineering, slope engineering, tunnelling, rock engineering, engineering geology and geo-environmental engineering. Geomechanics and Geoengineering is a major publication channel for research in the areas of soil and rock mechanics, geotechnical and geological engineering, engineering geology, geo-environmental engineering and all geo-material related engineering and science disciplines. The Journal provides an international forum for the exchange of innovative ideas, especially between researchers in Asia and the rest of the world.
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