首页> 外文期刊>Neurocomputing >Predicting dynamic deformation of retaining structure by LSSVR-based time series method
【24h】

Predicting dynamic deformation of retaining structure by LSSVR-based time series method

机译:基于LSSVR的时间序列方法预测挡土结构的动态变形

获取原文
获取原文并翻译 | 示例

摘要

In this paper, we propose a LSSVR-based time series method (LTSM) to predict dynamic lateral deformation of retaining structure and ground surface settlement in deep foundation pit engineering. After reconstructing phase space, time-varying lateral displacement of each observation point on retaining structure can be predicted using its historic unary time series data. And then, the ground settlement nearby the deep foundation pit can be predicted using all the observed values of lateral deformation which were collected at the same time from different depths on the retaining structure. The experimental results show that LTSM achieved a high accuracy when predicting the lateral deformation and ground settlement.
机译:在本文中,我们提出了一种基于LSSVR的时间序列方法(LTSM),以预测深基坑工程中挡土结构的动态横向变形和地表沉降。重建相空间后,可以使用其历史一元时间序列数据来预测保持结构上每个观测点的时变横向位移。然后,可以使用从固定结构上不同深度同时收集的所有横向变形观测值,预测深基坑附近的地面沉降。实验结果表明,LTSM在预测横向变形和地面沉降时具有很高的精度。

著录项

  • 来源
    《Neurocomputing》 |2014年第5期|165-172|共8页
  • 作者单位

    School of Electronics and Information Engineering, Tongji University, Shanghai 201804, China,School of Information Engineering, Zhejiang A&F University, Linan 311300, China;

    The Advanced Research Institute of Intelligent Sensing Network, Tongji University, Shanghai 201804, China,The Key laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, Shanghai 201804, China;

    School of Electronics and Information Engineering, Tongji University, Shanghai 201804, China;

    School of Electronics and Information Engineering, Tongji University, Shanghai 201804, China,College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    LSSVR; Time series; Phase space reconstruction; Lateral displacement; Ground settlement;

    机译:LSSVR;时间序列;相空间重构;横向位移;地面沉降;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号