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PREDICTION OF SLOPE STABILITY BASED ON GA-BP HYBRID ALGORITHM

机译:基于GA-BP杂交算法的斜率稳定性预测

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摘要

Safety monitoring and stability analysis of high slopes are important for high dam construction in mountainous regions or precipitous gorges. Slope stability estimation is an engineering problem that involves several parameters. To address these problems, a hybrid model based on the combination of Genetic algorithm (GA) and Back-propagation Artificial Neural Network (BP-ANN) is proposed in this study to improve the forecasting performance. GA was employed in selecting the best BP-ANN parameters to enhance the forecasting accuracy. Several important parameters, including the slope geological conditions, location of instruments, space and time conditions before and after measuring, were used as the input parameters, while the slope displacement was the output parameter. The results shown that the GA-BP model is a powerful computational tool that can be used to predict the slope stability.
机译:高斜坡的安全监测和稳定性分析对于山区区域或陡峭的峡谷的高压施工非常重要。 斜率稳定性估计是涉及若干参数的工程问题。 为了解决这些问题,在本研究中提出了一种基于遗传算法(GA)和后传播人工神经网络(BP-ANN)组合的混合模型,以改善预测性能。 GA用于选择最佳的BP-ANN参数,以提高预测精度。 使用斜坡地质条件,测量前后和后和之后的斜坡地质条件,仪器位置,空间和时间条件的几个重要参数作为输入参数,而斜率位移是输出参数。 结果表明,GA-BP模型是一种强大的计算工具,可用于预测斜率稳定性。

著录项

  • 来源
    《Neural Network World》 |2015年第2期|189-202|共14页
  • 作者单位

    Sichuan Univ Coll Water Resource & Hydropower State Key Lab Hydraul & Mt River Engn Chengdu 610065 Sichuan Peoples R China;

    Sichuan Univ Coll Water Resource & Hydropower State Key Lab Hydraul & Mt River Engn Chengdu 610065 Sichuan Peoples R China;

    Sichuan Univ Coll Water Resource & Hydropower State Key Lab Hydraul & Mt River Engn Chengdu 610065 Sichuan Peoples R China;

    Sichuan Univ Coll Water Resource & Hydropower State Key Lab Hydraul & Mt River Engn Chengdu 610065 Sichuan Peoples R China;

    Sinohydro Bur 7 Co Ltd Chengdu 610081 Sichuan Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    GA-BP hybrid algorithm; Jinping I hydropower station; left abutment slope; stability;

    机译:GA-BP混合算法;金平I水电站;左基台;稳定性;

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