DEEP EXCAVATION MULTI-POINT DISPLACEMENT MONITORING MODEL AND DETERMINATION OF RBF CENTER BY FCM

Huang Ming; Liu Jun

doi:10.13204/j.gyjz201203017

Volume 42 Issue 3

Dec. 2014

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Huang Ming, Liu Jun. DEEP EXCAVATION MULTI-POINT DISPLACEMENT MONITORING MODEL AND DETERMINATION OF RBF CENTER BY FCM[J]. INDUSTRIAL CONSTRUCTION, 2012, 42(3): 80-83,158. doi: 10.13204/j.gyjz201203017

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DEEP EXCAVATION MULTI-POINT DISPLACEMENT MONITORING MODEL AND DETERMINATION OF RBF CENTER BY FCM

doi: 10.13204/j.gyjz201203017

Huang Ming¹,
Liu Jun²

1.
1. School of Civil and Hydraulic Engineering,Hefei University of Technology,Hefei 230009,China;
2.
2. School of Naval Architecture,Ocean and Civil Engineering,Shanghai Jiaotong University,Shanghai 200240,China

Received Date: 2011-10-12
Publish Date: 2012-03-20

Abstract

Abstract

To establish reasonable deep excavation multi-point displacement monitoring model,radial basis function artificial neural network(RBF)was taken as frame.Its input layer came from displacement mechanical theory,and output layer was formed by interrelated multi-point displacement.Considering excavation and displacement characteristics,special preselecting RBF centers and Fuzzy C-means Algorithm(FCM)were used together to confirm RBF centers.Instances showed that these methods were more reasonable and possed good training and forecasting results.
- multi-point,
- deep excavation,
- displacement monitoring model,
- preselecting RBF centers,
- FCM

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References(9)

References

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陈斌,黄铭. 开挖作用下深基坑变形监测数学模型研究[J].建筑技术开发,2006,(01):21-23,39.

王维斌,赵新华. 基于RBF神经网络的活性污泥模型的应用[J].南开大学学报(自然科学版),2008,(02):91-97.

Kim Dongwon,Huh Sung-Hoe,Seo Sam-Jun. Self-Organizing Radial Basis Function Network Modeling for Robot Manipulator[A].2005.579-587.

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邓广慧,唐贤瑛,夏卓群. 基于FCM和RBF网络的入侵检测研究[J].电脑与信息技术,2006,(01):6-8,62.

黄铭,江军,褚伟洪. 考虑堆载预压进程的地基沉降监测分析[J].路基工程,2008,(04):60-61.

黄铭,葛修润,刘俊. 大坝安全监测的多点位移向量模型[J].上海交通大学学报,2001,(04):514-517.

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沈阳化工大学材料科学与工程学院沈阳 110142

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DEEP EXCAVATION MULTI-POINT DISPLACEMENT MONITORING MODEL AND DETERMINATION OF RBF CENTER BY FCM

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DEEP EXCAVATION MULTI-POINT DISPLACEMENT MONITORING MODEL AND DETERMINATION OF RBF CENTER BY FCM

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