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Application of the Taguchi Method to Enhance Bearing Capacity in Geotechnical Engineering: Case Studies

机译:TAGUCHI法在岩土工程中增强承载力的应用:案例研究

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In this study, the Taguchi design of experiments (TDOE) is employed to enhance the bearing capacity of geotechnical structures. To this end, two different case studies, including tapered helical piles as a novel kind of deep foundation (Case 1) and a shallow foundation resting on braid-reinforced soil as a new type of soil reinforcing technique for shallow foundation beds (Case 2), are studied. A series of large-scale tests, including pile loading tests in frustum confining vessel (Case 1) and standard plate load tests in test pit (Case 2), have been conducted in conjunction with numerical analyses. To the best of the authors' knowledge, this study is the first of this kind that uses the capability of the TDOE method to evaluate and improve the bearing capacity using large-scale tests. After conducting the tests, analysis of signal-to-noise, analysis of means, and analysis of variance were used to interpret the experimental results, to obtain the optimum condition, and to determine the percentage of each factor's participation in bearing capacity. Moreover, the Taguchi method output predictions are compared with the test observations and numerical modeling results. The comparison between test results and TDOE method predictions confirms that the Taguchi method can predict the bearing capacity well (R-2 0.95). Additionally, verification tests on optimum models show a low level of relative error (RE 5%) between the TDOE predictions and test results for both the case studies. Therefore, the results prove the ability of the TDOE method to predict and determine the optimum condition in geotechnical bearing capacity problems.
机译:在该研究中,使用实验(Tdoe)的Taguchi设计来提高岩土结构的承载力。为此,两种不同的案例研究,包括锥形螺旋桩作为一种新型的深基础(案例1)和浅埋在编织加强土壤上的浅层基础,作为浅基础床的新型土壤增强技术(案例2) ,研究。已经与数值分析进行了一系列大规模测试,包括在截头截云限制容器(壳体1)中的桩装载试验和测试凹坑(壳体2)中的标准板载荷试验。据作者所知,这项研究是第一个使用TDOE方法的能力来评估和改善使用大规模测试的承载力。在进行测试之后,使用信号 - 噪声分析,分析和方差分析来解释实验结果,以获得最佳条件,并确定每个因素参与承载力的百分比。此外,将Taguchi方法输出预测与测试观察和数值建模结果进行比较。测试结果和TDOE方法预测之间的比较证实了Taguchi方法可以预测承载能力阱(R-2& 0.95)。另外,在TdoE预测和案例研究中,最佳模型上的验证测试显示了TdoE预测和测试结果之间的低水平相对误差(RE 5%)。因此,结果证明了TDOE方法预测和确定岩土承载力问题中最佳条件的能力。

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