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, Chencheng Lin, Anna Ni, Binglei Li, 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, Chencheng Lin, Anna Ni, Binglei Li, 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}
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.
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.