Gaussian process model of water inflow prediction in tunnel construction and its engineering applications

Li Shu-cai; He Peng; Li Li-ping; Shi Shao-shuai; Zhang Qian-qing; Zhang Jian; Hu Jie

首页> 外文期刊>Tunnelling and underground space technology >Gaussian process model of water inflow prediction in tunnel construction and its engineering applications

【24h】

Gaussian process model of water inflow prediction in tunnel construction and its engineering applications

机译：隧道施工涌水量预测的高斯过程模型及其工程应用

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

Due to the extremely complicated hydrogeological environment, significant symptoms of water inrush can not be detected accurately using normal exploratory methods, which produces hundreds of water inrushes occurred during tunnel construction in karst area. This study aims to present a new water inflow prediction technique without considering the relationship between hydrogeological features and water discharge rate. Therefore, the nonlinear regression Gaussian process analysis is applied to develop a model for predicting water inflow into tunnels. In order to meet the requirement of the data format of Gaussian process regression model (GPR), the basic evaluation index system of water inflow into tunnels and corresponding criterion are set up and quantified based on the statistical information of water inrush cases. To verify its feasibility, The GPR model is applied to Zhongjiashan tunnel on Jilian highway in China. The results of the comparisons indicate that the prediction results obtained from the GPR model are generally in a good agreement with the field-observed results. The proposed Gaussian process, on the whole, performs better than the support vector machine (SVM) and artificial neural network (ANN) in predictive analysis of water inflow into tunnels.

机译：由于极为复杂的水文地质环境，采用常规的勘探方法无法准确地发现明显的突水症状，在岩溶地区的隧道施工过程中会发生数百次突水。这项研究旨在提出一种新的水流预测技术，而无需考虑水文地质特征与排水率之间的关系。因此，应用非线性回归高斯过程分析建立了预测隧道入水量的模型。为了满足高斯过程回归模型（GPR）数据格式的要求，根据突水事件的统计信息，建立了隧道入水基本评价指标体系和相应的判据并进行了量化。为了验证其可行性，将GPR模型应用于中国吉连公路的钟家山隧道。比较的结果表明，从GPR模型获得的预测结果通常与现场观察到的结果吻合良好。总体而言，拟议的高斯过程在预测流入隧道的水量方面比支持向量机（SVM）和人工神经网络（ANN）更好。

著录项

来源
《Tunnelling and underground space technology》 |2017年第10期|155-161|共7页
作者
Li Shu-cai; He Peng; Li Li-ping; Shi Shao-shuai; Zhang Qian-qing; Zhang Jian; Hu Jie;
展开▼
作者单位

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

Shandong Univ, Geotech & Struct Engn Res Ctr, Jinan 250061, Shandong, Peoples R China;

展开▼
收录信息
原文格式 PDF
正文语种 eng
中图分类
关键词
Water inrush; Water inflow prediction; Gaussian process regression; Evaluation indices; Engineering applications;

机译：突水;涌水量预测;高斯过程回归;评价指标;工程应用;

相似文献

外文文献
中文文献
专利

1. Distribution characteristics of seepage field and prediction of water inflow before and after tunnel construction [J] . Ruilang Cao, Shijie Pang, Chang Huang, MATEC Web of Conferences . 2018,第1期

机译：隧道施工前后渗流场分布特征及入水量预测
2. Shallow Sliding Failure Prediction Model of Expansive Soil Slope based on Gaussian Process Theory and Its Engineering Application [J] . He Peng, Li Shu-cai, Xiao Jie, KSCE journal of civil engineering . 2018,第5期

机译：基于高斯过程理论的膨胀土边坡浅层滑动破坏预测模型及其工程应用
3. Presenting the best prediction model of water inflow into drill and blast tunnels among several machine learning techniques [J] . Mahmoodzadeh Arsalan, Mohammadi Mokhtar, Noori Krikar M. Gharrib, Automation in construction . 2021,第Jula期

机译：几种机器学习技术中，在钻入钻孔隧道中最佳预测模型
4. Water Inflows In Bored Tunnels Driven In Hong Kong: Prediction, Construction Issues And Control Measures [C] . OLA WOLDMO, ROBERT MACKEAN, IAN MCFEAT-SMITH International conference on urban ground engineering . 1999

机译：在香港推动的无聊隧道中的水流量：预测，施工问题和控制措施
5. Stochastic Modeling with Temporally Dependent Gaussian Processes Applications to Financial Engineering, Pricing and Risk Management. [D] . Scansaroli, Daniel Jonathan. 2012

机译：具有临时依赖的高斯过程的随机建模在金融工程，定价和风险管理中的应用。
6. Joint hierarchical Gaussian process model with application to personalized prediction in medical monitoring [O] . Leo L. Duan, Xia Wang, John P. Clancy, -1

机译：联合分层高斯过程模型及其在医学监测个性化预测中的应用
7. Book reviewsSlope stabilization and erosion control: a bioengineering approach. (1st edition.) MorganR. P. C. and RicksonR. J. (eds). E FN Spon, London, 1995. ISBN 0 419 15630 5, £47.50, 274 pp.Dredging: A handbook for engineers. (2nd edition.) BrayR. N., BatesA. D. and LandJ. M.. Arnold, London, 1997. ISBN 0 340 54524 0, US$225, 434 pp.Ground classification systems in tunnel construction. (1st edition.) CrabbG. I.. Transport Research Laboratory, 1997. ISSN 0968 4107, 30 pp.Recent developments in soil and pavement mechanics. (1st edition.) AlmeidaM. (ed.). A. A. Balkema, 1997. ISBN 90 5410 885 1, Hfl 165, 502 pp.Soil mechanics—concepts and applications. (1st edition.) PowrieW.. E FN Spon, 1997. ISBN 0 419 19720 6, £24.99 (paperback), 420 pp.Geotechnical engineering. (2nd edition.) LancellottaR.. A. A. Balkema, Amsterdam, 1995. ISBN 90 5410 179 2, £46.00 (paperbound) and 90 5410 178 4, £76 (hardbound), 440 pp.Fundamentals of earthquake prediction. (1st edition.) LomnitzC.. John Wiley Sons, New York, 1994. ISBN 0 471 57419 8, £75, 326 pp.Tunnel engineering handbook. (2nd edition.) BickelJ. O., KueselT. R. and KingE. H. (eds). Chapman and Hall, 1996. ISBN 0412 99291 4, £85, 544 pp.Tunnel boring machines—trends in design and construction of mechanized tunnelling. (1st edition.) WagnerH. and SchulterA. (eds). A. A. Balkema, Rotterdam, 1996. ISBN 90 5410 8118, Hfl 120, 260 pp.Deep excavations–a practical manual. (1st edition.) PullerM.. Thomas Telford, London, 1996. ISBN 0 7277 1987 4, £80, 435 pp.Barriers, liners and cover systems for containment and control of land contamination. (1st edition.) PrivettK. D., MatthewsS. C. and HodgesR. A.. Construction Industry Research and Information Association, Special Publication 124, 1996. ISBN 0 86017 437 9, £77.00 (£34.00 to CIRIA members), 278 pp.Earth reinforcement and soil structures. (3rd edition.) JonesC. J. F. P.. Thomas Telford and ASCE Press, 1996. ISBN 0 7277 2525 4, £45, 379 pp. [O] . A. V. D. Bica, L. A. Bressani, C. S. Covil, 1999

机译：书籍评论链稳定和侵蚀控制：生物工程方法。（第一个版本。）Morganr。 P. C.和Ricksonr。 J.（EDS）。 E＆Fn Spon，伦敦，1995. ISBN 0 419 15630 5，£47.50,274 PP.Dredge：工程师手册。（第2版。）Brayr。 N.，Batesa。 D.和Landj。 M ..Arnold，伦敦，1997. ISBN 0 340 54524 0，225美元，434个PP.Ground隧道施工分类系统。（第一个版本。）crabbg。 I ..运输研究实验室，1997年。ISSN 0968 4107,30 PP.Recent在土壤和路面力学的发展。（第1版。）Almeidam。（ed。）。 A. A. Balkema，1997. ISBN 90 5410 885 1，HFL 165,502 PP.Soil Mechanics-概念和应用。（第一版。）Pow威.. E＆Fn Spon，1997. Isbn 0 419 19720 6，£24.99（平装图），420 PP.GeoTechnical工程。（第2版。）兰肯塔.. A. A. Balkema，阿姆斯特丹，1995年。ISBN 90 5410 179 2，£46.00（纸张）和90 5410 178 4，£76（Sallbound），440 pp.Reatemake预测。（第1版。）Lomnitzc .. John Wiley＆Sons，纽约，1994. Isbn 0 471 57419 8，£75,326 PP.Tunnel工程手册。（第2版。）bickelj。 O.，Kueselt。 R.和Kinge。 H.（EDS）。 Chapman和Hall，1996。ISBN 0412 99291 4，£85,544 PP.Tunnel镗床 - 机械化隧道设计和构建的趋势。（第一个版本。）瓦格纳。和schultera。（EDS）。 A. A. Balkema，Rotterdam，1996。ISBN 90 5410 8118，HFL 120,260 PP.Deep挖掘 - 实用手册。（第1版。）拉米..托马斯特福，伦敦，1996。ISBN 0 7277 1987 4，£80,435 PP.Barriers，衬里和覆盖土地污染的控制和控制。（第一个版本。）privettk。 D.，Matthewss。 C.和hodgesr。 A ..建筑业研究和信息协会，特刊124,1996. ISBN 0 86017 437 9，£77.00（互联议员34.00英镑），278 PP.Earth加固和土壤结构。（第3版。）Jonesc。 J. F. P .. Thomas Telford和Asce Press，1996。ISBN 0 7277 2525 4，£45,379 PP。
8. Facilities Engineering Management System Study: Catalog of Automatic Data Processing Applications Developed by USACERL (U.S. Army Construction Engineering Research Laboratory) for Army Installation Directories of Engineering and Housing. [R] . Piety, E. N., Hill, S. L., Bailey, D. M., 1989

机译：设施工程管理系统研究：自动数据处理应用目录由UsaCERL（美国陆军建筑工程研究实验室）开发，用于工程和住房的陆军安装目录。

Gaussian process model of water inflow prediction in tunnel construction and its engineering applications

摘要

著录项

相似文献

相关主题

期刊订阅