典型文献
Rockhead profile simulation using an improved generation method of conditional random field
文献摘要:
Rockhead profile is an important part of geological profiles and can have significant impacts on some geotechnical engineering practice,and thus,it is necessary to establish a useful method to reverse the rockhead profile using site investigation results.As a general method to reflect the spatial distribution of geo-material properties based on field measurements,the conditional random field(CRF)was improved in this paper to simulate rockhead profiles.Besides,in geotechnical engineering practice,measurements are generally limited due to the limitations of budget and time so that the estimation of the mean value can have uncertainty to some extent.As the Bayesian theory can effectively combine the measurements and prior information to deal with uncertainty,CRF was implemented with the aid of the Bayesian framework in this study.More importantly,this simulation procedure is achieved as an analytical so-lution to avoid the time-consuming sampling work.The results show that the proposed method can provide a reasonable estimation about the rockhead depth at various locations against measurement data and as a result,the subjectivity in determining prior mean can be minimized.Finally,both the measurement data and selection of hyper-parameters in the proposed method can affect the simulated rockhead profiles,while the influence of the latter is less significant than that of the former.
文献关键词:
中图分类号:
作者姓名:
Liang Han;Lin Wang;Wengang Zhang;Boming Geng;Shang Li
作者机构:
School of Civil Engineering,Chongqing University,Chongqing,400044,China;Key Laboratory of New Technology for Construction of Cities in Mountain Area,Chongqing University,Chongqing,400044,China;National Joint Engineering Research Center of Geohazards Prevention in the Reservoir Areas,Chongqing University,Chongqing,400044,China;China Railway 19th Bureau Group Sixth Engineering Co.,Ltd.,Wuxi,214028,China
文献出处:
引用格式:
[1]Liang Han;Lin Wang;Wengang Zhang;Boming Geng;Shang Li-.Rockhead profile simulation using an improved generation method of conditional random field)[J].岩石力学与岩土工程学报(英文版),2022(03):896-908
A类:
Rockhead,rockhead
B类:
simulation,using,improved,generation,method,conditional,random,field,part,geological,profiles,have,significant,impacts,some,geotechnical,engineering,practice,thus,necessary,establish,useful,reverse,site,investigation,results,reflect,spatial,distribution,material,properties,measurements,CRF,was,this,paper,Besides,are,generally,limited,due,limitations,budget,that,estimation,mean,value,uncertainty,extent,Bayesian,theory,effectively,combine,prior,information,deal,implemented,aid,framework,study,More,importantly,procedure,achieved,analytical,lution,avoid,consuming,sampling,show,proposed,provide,reasonable,about,depth,various,locations,against,data,subjectivity,determining,be,minimized,Finally,both,selection,hyper,parameters,affect,simulated,while,influence,latter,less,than,former
AB值:
0.488624
相似文献
机标中图分类号,由域田数据科技根据网络公开资料自动分析生成,仅供学习研究参考。