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基于BIM模型的输变电工程全生命周期图形算量研究

Research on Graphic Calculation of Whole Life Cycle of Power Transmission and Transformation Project Based on BIM Model

  • 摘要: 输变电工程算量方法主要依赖二维图纸和手工计算来完成估算,由于工程信息冗余度较高,难以对主要信息进行筛选,导致算量精度较差,因此提出基于BIM模型的输变电工程全生命周期图形算量研究。利用BIM技术进行输变电工程的三维建模,实现对工程实体的精确模拟;采用主成分分析法对构件信息数据进行映射,在实现数据降维的同时减少信息冗余;利用岭回归算法对构件信息数据进行特征置换,进一步去除信息冗余的同时优化特征空间。以置换后的特征子集作为MLP算法的输入,对全生命周期图形算量进行预测。对提出的方法进行算量精度的检验,结果表明采用提出的方法对输变电工程工程量进行估算时,得到的构件算量平均一致性比率为97.5%,达到较为理想的算量效果。

     

    Abstract: The calculation method of power transmission and transformation engineering mainly relies on two-dimensional drawings and manual calculation to complete the engineering quantity estimation. Due to the high redundancy of engineering information, it is difficult to screen the main information, resulting in poor calculation accuracy. In this paper, the whole life cycle graph calculation of power transmission and transformation project based on BIM model is studied. BIM technology is used to carry out 3D modeling of power transmission and transformation engineering, and realize accurate simulation of engineering entity. The principal component analysis method is used to map the component information data, which realizes the data dimensionality reduction and reduces the information redundancy. Ridge regression algorithm is used to carry out feature replacement of component information data to further remove information redundancy and optimize feature space. With the replaced feature subset as the input of MLP algorithm, the whole life cycle graph computation is predicted. In the experiment, the calculation accuracy of the proposed method is checked. The test results show that when the proposed method is used to estimate the quantity of power transmission and transformation engineering, the average consistency ratio of component calculation obtained by the algorithm is 97.5%, which has a relatively ideal calculation effect.

     

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