基于支持向量机的高层建筑材料消耗估算

Jie Ni, F. Tan
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引用次数: 1

摘要

钢材消耗量估算是实施定额设计的重要环节。提高这种评估的准确性不仅有助于控制设计阶段,而且可以为项目决策提供支持,使采购计划能够更早地进行,从而缩短项目生命周期。本文在众多方法中采用了支持向量机方法,将其应用于高层住宅建筑的该估计中,通过实例验证获得了较高的精度。此外,通过敏感性分析揭示了输入变量的变化对结果的影响,从而为项目决策提供依据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Material Consumption Estimation of High-Rise Buildings Based on SVM
Estimation of steel consumption is an essential part of the implementation of quota design. Increasing accuracy of this estimation will not only help control the design phase, but also back up project decision and make it possible to conduct procurement plan earlier, which will shorten project life cycle. This paper adopts Support Vector Machine method among the numerous methods to apply it to this estimation in high-rise residential buildings and achieve relatively high accuracy through case verification. Furthermore, the influences of input variables' variation on the outcome are revealed via sensitivity analysis, which can sustain project decision.
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