基于矩张量反演和kmeans++聚类的岩爆危险区与邻近裂缝面相互作用特征数值研究

IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Yusong Zhao, Chencheng Lin, Anna Ni, Binglei Li, Congcong Chen
{"title":"基于矩张量反演和kmeans++聚类的岩爆危险区与邻近裂缝面相互作用特征数值研究","authors":"Yusong Zhao,&nbsp;Chencheng Lin,&nbsp;Anna Ni,&nbsp;Binglei Li,&nbsp;Congcong Chen","doi":"10.1007/s40571-024-00825-9","DOIUrl":null,"url":null,"abstract":"<div><p>Traditional rock burst always forms the V-shaped groove in tunnel sidewall, and the interaction characteristics and mechanisms between the original fractural plane and potential V-shaped failure region are not yet clear. We thus carried out the numerical investigation through PFC2D software to explore the interaction features between the above objects. Three sets of post-processing analyses are applied, the moment tensor inversion helps to reveal the quantitative intensity and specific patterns of secondary damage, the events cluster analysis through the Kmeans++ clustering method calibrates the development process of spalling failure at different positions, and the principal stress estimation can predict the extent and maximum depth of the V-shaped groove. Numerical simulations proved that the fractural plane cannot affect the failure process of the intact surrounding rock in left sidewall, and the fractural plane leads to the early appearance of secondary failures in the right sidewall; as the fractural plane moves outward, the size of V-shaped failure region and the dominant mode of secondary failures gradually change; when the fractural plane is outside the potential V-shaped failure zone, the local failure (caused by fractural plane) and spalling failure (started at tunnel free surface) exhibit independent development during majority period of the test.</p></div>","PeriodicalId":524,"journal":{"name":"Computational Particle Mechanics","volume":"12 2","pages":"841 - 866"},"PeriodicalIF":2.8000,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Interaction characteristics between rock burst risk region and neighboring fractural plane: a numerical investigation based on moment tensor inversion and Kmeans++ clustering\",\"authors\":\"Yusong Zhao,&nbsp;Chencheng Lin,&nbsp;Anna Ni,&nbsp;Binglei Li,&nbsp;Congcong Chen\",\"doi\":\"10.1007/s40571-024-00825-9\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Traditional rock burst always forms the V-shaped groove in tunnel sidewall, and the interaction characteristics and mechanisms between the original fractural plane and potential V-shaped failure region are not yet clear. We thus carried out the numerical investigation through PFC2D software to explore the interaction features between the above objects. Three sets of post-processing analyses are applied, the moment tensor inversion helps to reveal the quantitative intensity and specific patterns of secondary damage, the events cluster analysis through the Kmeans++ clustering method calibrates the development process of spalling failure at different positions, and the principal stress estimation can predict the extent and maximum depth of the V-shaped groove. Numerical simulations proved that the fractural plane cannot affect the failure process of the intact surrounding rock in left sidewall, and the fractural plane leads to the early appearance of secondary failures in the right sidewall; as the fractural plane moves outward, the size of V-shaped failure region and the dominant mode of secondary failures gradually change; when the fractural plane is outside the potential V-shaped failure zone, the local failure (caused by fractural plane) and spalling failure (started at tunnel free surface) exhibit independent development during majority period of the test.</p></div>\",\"PeriodicalId\":524,\"journal\":{\"name\":\"Computational Particle Mechanics\",\"volume\":\"12 2\",\"pages\":\"841 - 866\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2024-09-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational Particle Mechanics\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s40571-024-00825-9\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MATHEMATICS, INTERDISCIPLINARY APPLICATIONS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Particle Mechanics","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s40571-024-00825-9","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATHEMATICS, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0

摘要

传统的冲击地压总是在巷道侧壁形成v型槽,原始破裂面与潜在v型破坏区之间的相互作用特征及机制尚不清楚。因此,我们通过PFC2D软件进行数值研究,探索上述物体之间的相互作用特征。采用三套后处理分析,矩张量反演有助于揭示次生损伤的定量强度和具体模式,kmeme++聚类方法的事件聚类分析可校正不同位置剥落破坏的发展过程,主应力估计可预测v型槽的范围和最大深度。数值模拟结果表明,裂隙面不影响左侧壁完整围岩的破坏过程,裂隙面导致右侧壁较早出现二次破坏;随着破裂面向外移动,v型破坏区域的大小和次生破坏的主导模式逐渐改变;当断裂面在潜在v型破坏区外时,局部破坏(由断裂面引起)和剥落破坏(从隧道自由面开始)在试验的大部分时间内表现为独立发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interaction characteristics between rock burst risk region and neighboring fractural plane: a numerical investigation based on moment tensor inversion and Kmeans++ clustering

Traditional rock burst always forms the V-shaped groove in tunnel sidewall, and the interaction characteristics and mechanisms between the original fractural plane and potential V-shaped failure region are not yet clear. We thus carried out the numerical investigation through PFC2D software to explore the interaction features between the above objects. Three sets of post-processing analyses are applied, the moment tensor inversion helps to reveal the quantitative intensity and specific patterns of secondary damage, the events cluster analysis through the Kmeans++ clustering method calibrates the development process of spalling failure at different positions, and the principal stress estimation can predict the extent and maximum depth of the V-shaped groove. Numerical simulations proved that the fractural plane cannot affect the failure process of the intact surrounding rock in left sidewall, and the fractural plane leads to the early appearance of secondary failures in the right sidewall; as the fractural plane moves outward, the size of V-shaped failure region and the dominant mode of secondary failures gradually change; when the fractural plane is outside the potential V-shaped failure zone, the local failure (caused by fractural plane) and spalling failure (started at tunnel free surface) exhibit independent development during majority period of the test.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Computational Particle Mechanics
Computational Particle Mechanics Mathematics-Computational Mathematics
CiteScore
5.70
自引率
9.10%
发文量
75
期刊介绍: GENERAL OBJECTIVES: Computational Particle Mechanics (CPM) is a quarterly journal with the goal of publishing full-length original articles addressing the modeling and simulation of systems involving particles and particle methods. The goal is to enhance communication among researchers in the applied sciences who use "particles'''' in one form or another in their research. SPECIFIC OBJECTIVES: Particle-based materials and numerical methods have become wide-spread in the natural and applied sciences, engineering, biology. The term "particle methods/mechanics'''' has now come to imply several different things to researchers in the 21st century, including: (a) Particles as a physical unit in granular media, particulate flows, plasmas, swarms, etc., (b) Particles representing material phases in continua at the meso-, micro-and nano-scale and (c) Particles as a discretization unit in continua and discontinua in numerical methods such as Discrete Element Methods (DEM), Particle Finite Element Methods (PFEM), Molecular Dynamics (MD), and Smoothed Particle Hydrodynamics (SPH), to name a few.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信