矿业安全与环保2024,Vol.51Issue(4) :117-126.DOI:10.19835/j.issn.1008-4495.20230168

充填体破坏特征的聚类分析及数值模拟

Cluster analysis and numerical simulation of damage characteristic of cemented paste backfill

陈兵 刘忠平 高亮 张哲鹏 翟迪
矿业安全与环保2024,Vol.51Issue(4) :117-126.DOI:10.19835/j.issn.1008-4495.20230168

充填体破坏特征的聚类分析及数值模拟

Cluster analysis and numerical simulation of damage characteristic of cemented paste backfill

陈兵 1刘忠平 2高亮 3张哲鹏 1翟迪4
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作者信息

  • 1. 陕西陕煤榆北煤业有限公司 榆林信息化运维分公司,陕西 榆林 719302
  • 2. 陕西开拓新矿业工程有限公司,陕西 西安 710054;西安绿色矿业研究院有限公司,陕西 西安 710054
  • 3. 陕煤集团神木柠条塔矿业有限公司,陕西 神木 719300
  • 4. 西安科技大学 能源学院,陕西 西安 710054
  • 折叠

摘要

充填体破坏是影响矿山安全稳定的重要因素之一.为研究充填体的破坏特征,采用室内实验、机器学习层次聚类分析及数值模拟等方法,对矸石胶结充填体(GCPB)裂纹演化的全状态进行了研究.结果表明:当GCPB试样PC-5、PC-10、PC-15、PC-20 的特征键平均键长能量分别大于35、50、60、150 ms·mV时,出现宏观主裂纹面,且主裂纹破坏面随水泥掺量的增加由张拉破坏面向剪切破坏面转变;破坏过程中特征键子集尺度Ω与损伤变量D之间呈负线性相关关系,Ω可表征充填体损伤演化程度;在应力达到峰值应力和破坏后残余强度前键长值特征空间相关长度ξ表现为明显增长,为充填体宏观损伤的开始及第1 次破坏结束的前兆特征;通过颗粒流程序(PFC)数值模拟,可以有效观测到裂纹的类型和变化规律,数值模拟结果与聚类分析结果一致.

Abstract

The damage of the cemented paste backfill is an important factor affecting the safety and stability of the mine.In order to explore the damage characteristics of the cemented paste backfill,the full state of gangue cemented paste backfill(GCPB)crack evolution was investigated by indoor experiments,machine learning hierarchical cluster analysis and numerical simulation.The results show that when the average link length energy of characteristic links of GCPB samples PC-5,PC-10,PC-15,PC-20 exceeded 35 ms·mV,50 ms·mV,60 ms·mV,150 ms·mV,the macroscopic main crack surface of developed,and the main crack damage surface changed from tensile to shear damage surface with the increase of Portland Cement(PC)dosing.During the damage process,there was a negative linear relationship between the characteristic link subset scale Ω and the damage variable D.The value of Ω could characterize the degree of damage evolution of the cemented paste backfill.Before the stress reaches the peak stress and post-damage residual strength,the link length value eigenspace correlation length ξ showed a significant increase.This could be the precursor feature of the beginning of macroscopic damage and the end of the first damage of the cemented paste backfill.Through PFC numerical simulation,the crack type and variation pattern can be observed effectively,which is in good agreement with the clustering results.

关键词

矸石胶结充填体/破坏特征/聚类分析/声发射/单键群方法/损伤变量/空间相关长度/数值反分析

Key words

gangue cemented paste backfill/damage characteristic/cluster analysis/acoustic emission/single-linkage cluster method/damage variable/spatial correlation length/numerical inverse analysis

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基金项目

国家自然科学基金项目(52074208)

国家自然科学基金项目(51874230)

出版年

2024
矿业安全与环保
中煤科工集团重庆研究院,国家煤矿安全技术工程研究中心

矿业安全与环保

CSTPCD北大核心
影响因子:0.987
ISSN:1008-4495
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