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基于动态神经网络法考虑区域沉降的高速铁路沉降预测 被引量:10
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作者 陈舒阳 徐林荣 曹禄来 《铁道学报》 EI CAS CSCD 北大核心 2015年第5期83-87,共5页
穿越地面沉降严重区域的高速铁路受工程沉降和区域沉降的耦合影响,准确预测高铁工后沉降的发展趋势对高铁安全运营有重要意义。通过分析影响工后沉降的因素,结合动态神经网络原理,以基准点、工作基点2个指标作为网络输入,以历史沉降数... 穿越地面沉降严重区域的高速铁路受工程沉降和区域沉降的耦合影响,准确预测高铁工后沉降的发展趋势对高铁安全运营有重要意义。通过分析影响工后沉降的因素,结合动态神经网络原理,以基准点、工作基点2个指标作为网络输入,以历史沉降数据作为延迟量反馈,用贝叶斯正则化算法训练网络,得到工后沉降的仿真非线性网络。应用此模型在沧州市沉降漏斗区进行沉降预测,以桥墩沉降量作为工后沉降的表征,和传统的双曲线法和灰色预测等模型对比。结果表明,动态神经网络考虑了区域沉降的影响,能更准确的预测工后沉降的发展趋势,具有很高的预测精度。 展开更多
关键词 区域沉降 动态神经网络 高铁工后沉降 时间序列预测 指标系统
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A computational method for post-construction settlement of high-speed railway bridge pile foundation considering soil creep effect 被引量:12
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作者 冯胜洋 魏丽敏 +1 位作者 何重阳 何群 《Journal of Central South University》 SCIE EI CAS 2014年第7期2921-2927,共7页
Based on reasonable assumptions that simplified the calculational model,a simple and practical method was proposed to calculate the post-construction settlement of high-speed railway bridge pile foundation by using th... Based on reasonable assumptions that simplified the calculational model,a simple and practical method was proposed to calculate the post-construction settlement of high-speed railway bridge pile foundation by using the Mesri creep model to describe the soil characteristics and the Mindlin-Geddes method considering pile diameter to calculate the vertical additional stress of pile bottom.A program named CPPS was designed for this method to calculate the post-construction settlement of a high-speed railway bridge pile foundation.The result indicates that the post-construction settlement in 100 years meets the requirements of the engineering specifications,and in the first two decades,the post-construction settlement is about 80% of its total settlement,while the settlement in the rest eighty years tends to be stable.Compared with the measured settlement after laying railway tracks,the calculational result is closed to that of the measured,and the results are conservative with a high computational accuracy.It is noted that the method can be used to calculate the post-construction settlement for the preliminary design of high-speed railway bridge pile foundation. 展开更多
关键词 high-speed railway bridge pile foundation post-construction settlement Mesri creep model simplified computational method
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