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Optimal Design of Double Sheet Piles in Deep Foundation Pit Based on UD-SVM

机译:基于UD-SVM的深基坑双层桩的最优设计

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In allusion to double sheet piles(DSP) global optimal solution, the response surface(RS) technique based on Uniform Design- Support Vector Machine(UD-SVM) was introduced to build the RS by nonparametric regression, thus to avoid the complex non-linear RS form between the double sheet piles parameters and indexes under the current standard. Use the Monte Carlo simulation as generator to produce samples, the RS can do considerable and non-repetitive efficiency prediction and get global optimal value satisfying to the target value with high accuracy and stability, also without figuring out the explicit formulations. This article applied the method to a double sheet piles optimal design, and took minimum engineering quantity as criterion to screen for the optimal parameters aiming at illustrating the feasibility.
机译:在典型的典型薄板桩(DSP)全局最优解中,引入了基于均匀设计 - 支持向量机(UD-SVM)的响应表面(RS)技术以通过非参数回归构建RS,从而避免复杂的非在当前标准下双纸桩参数和索引之间的线性RS形式。使用Monte Carlo仿真作为发电机产生样品,RS可以做大量和非重复的效率预测,并以高精度和稳定性地获得满足目标值的全局最优值,同时在不确定显式配方的情况下也是如此。本文将该方法应用于双层桩最佳设计,并将最小的工程量作为屏幕标准,以屏蔽旨在说明可行性的最佳参数。

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