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An ANFIS Based Approach for Predicting the Ultimate Bearing Capacity of Single Piles

机译:一种基于ANFIS的预测单桩最终承载力的方法

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The ultimate bearing capacity of single piles is an important design parameter for a single pile. Even though many methods have been proposed, they are based on field tests or mechanical analysis and there has not been an intelligence based approach for predicting the ultimate bearing capacity. This paper proposed, by applying the principles of the Adaptive Neuro-Fuzzy Inference System (ANFIS), an ANFIS based approach for predicting the ultimate bearing capacity of single piles. 42 examples of precast reinforced concrete piles were accumulated from an area in Shanghai, China. 37 examples of them were used to build a new prediction model for the ultimate bearing capacity of single piles. The model was then used to predict the ultimate bearing capacity of the remaining 5 examples. A comparison was conducted between the predicted results and the practical measurements. The comparison results show that the approach has the advantages of high speed of convergence, good capability of fitting, high accuracy of prediction and reproduction of the training process. The results also indicate that ANFIS based approach is an excellent approach for predicting the ultimate bearing capacity of single piles.
机译:单桩的最终承载力是单桩的重要设计参数。尽管已经提出了许多方法,但它们是基于现场测试或机械分析,并且没有基于智能的方法来预测最终承载力。本文提出了应用自适应神经模糊推理系统(ANFIS)的原理,一种基于ANFIS的方法,用于预测单桩的最终承载力。 42预制钢筋混凝土桩的实例是从中国上海的一个地区积累的。 37它们的例子用于为单桩的最终承载力构建新的预测模型。然后使用该模型来预测剩余的5个例子的最终承载力。在预测结果和实际测量之间进行了比较。比较结果表明,该方法具有高速度速度,拟合能力良好,预测精度高,再现训练过程。结果还表明基于ANFIS的方法是预测单桩最终承载力的优异方法。

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