Experimental Study on Proportion Optimization of Rock-like Materials Based on Genetic Algorithm Inversion

被引:0
|
作者
Su, Hui [1 ,2 ,3 ]
Liu, Shaoxing [1 ,2 ,3 ]
Hu, Baowen [1 ,2 ,3 ]
Nan, Bowen [1 ,2 ,3 ]
Zhang, Xin [1 ,2 ,3 ]
Han, Xiaoqing [4 ]
Zhang, Xiao [5 ]
机构
[1] Hebei Univ Engn, Coll Water Conservancy & Hydropower, Handan 056038, Peoples R China
[2] Hebei Key Lab Intelligent Water Conservancy, Handan 056038, Peoples R China
[3] Prov & Ministerial Collaborat Innovat Ctr Intellig, Handan 056038, Peoples R China
[4] Jizhong Energy Fengfeng Grp Co Ltd, Handan 056038, Peoples R China
[5] China Univ Geosci, Coll Water Resources & Environm, Beijing 100083, Peoples R China
关键词
rock-like materials; orthogonal test; multiple linear regression; genetic algorithm; ratio optimization; MECHANICAL-BEHAVIOR; CRACK COALESCENCE; DESIGN;
D O I
10.3390/ma17194940
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
It is very important to clarify the optimization method of the rock-like material ratio for accurately characterizing mechanical properties similar to the original rock. In order to explore the optimal ratio of rock-like materials in gneissic granite, the water-paste ratio, iron powder content and coarse sand content were selected as the influencing factors of the ratio. An orthogonal test design and sensitivity analysis of variance were used to obtain the significant influencing factors of the ratio factors on seven macroscopic mechanical parameters, including compressive strength sigma c, tensile strength sigma t, shear strength tau f, elastic modulus E, Poisson's ratio nu, internal friction angle phi and cohesion c. A multivariate linear regression equation was constructed to obtain the quantitative relationship between the significant ratio factors and the macroscopic mechanical parameters. Finally, a rock-like material ratio optimization program based on genetic algorithm inversion was written. The results show that the water-paste ratio had extremely significant effects on sigma c, sigma t, tau f, E, nu and c. The iron powder content had a highly significant effect on sigma c, sigma t, tau f and c, and it had a significant effect on nu and phi. Coarse sand content had a significant effect on sigma c, E and c. The multiple linear regression model has good reliability after testing, which can provide theoretical support for predicting the macroscopic mechanical parameters of rock-like materials to a certain extent. After testing, the ratio optimization program works well. When the water-paste ratio is 0.5325, the iron powder content is 3.975% and the coarse sand content is 15.967%, it is the optimal ratio of rock-like materials.
引用
收藏
页数:24
相关论文
共 50 条
  • [41] A nonlinear strength criterion for rock-like materials based on fracture mechanics
    Zuo, Jian-ping
    Li, Hong-tao
    Xie, He-ping
    Ju, Yang
    Peng, Su-ping
    INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2008, 45 (04) : 594 - 599
  • [42] Experimental and numerical study on the interaction between holes and fissures in rock-like materials under uniaxial compression
    Wu, Tianhua
    Gao, Yongtao
    Zhou, Yu
    Li, Jianwang
    THEORETICAL AND APPLIED FRACTURE MECHANICS, 2020, 106
  • [43] Study on Impact Tendency and Damage Characteristics of Rock-Like Materials Based on Acoustic and Thermal Responses
    Peng, Shoujian
    Yang, Yan
    Xu, Qingfeng
    Xu, Jiang
    Qin, Chaolong
    Nong, Xiaoli
    ROCK MECHANICS AND ROCK ENGINEERING, 2024, 57 (12) : 10367 - 10383
  • [44] Experimental Study on 3D Geometrical and Fractal Characteristics of Fracture Surface of Rock-Like Materials Based on GIS Technique
    李尤嘉
    黄醒春
    邓建华
    陈翔
    Journal of Donghua University(English Edition), 2010, 27 (04) : 477 - 485
  • [45] Distinction of Crack Nature in Brittle Rock-Like Materials: A Numerical Study Based on Moment Tensors
    Xiao-Ping Zhang
    Qi Zhang
    Rock Mechanics and Rock Engineering, 2017, 50 : 2837 - 2845
  • [46] Distinction of Crack Nature in Brittle Rock-Like Materials: A Numerical Study Based on Moment Tensors
    Zhang, Xiao-Ping
    Zhang, Qi
    ROCK MECHANICS AND ROCK ENGINEERING, 2017, 50 (10) : 2837 - 2845
  • [47] Orthogonal test method for determination of the proportion of rock-like material based on properties of deformation and brittleness
    Song Yu
    Liu Bao-guo
    Liu Hao
    Sun Jing-lai
    Yu Ming-yuan
    Ren Da-Rui
    ROCK AND SOIL MECHANICS, 2020, 41 (08) : 2675 - 2684
  • [48] Experimental study on triaxial disturbance and failure characteristics of rock-like specimens
    Wang, Jun
    Zhu, Chuangen
    Li, Xun
    Wang, Bo
    Zhang, Yiteng
    Journal of Mining and Strata Control Engineering, 2024, 6 (02)
  • [49] Experimental study on the reasonable proportions of rock-like materials for water-induced strength degradation in rock slope model test
    Cui, Yuan
    Xu, Chao
    Xue, Lei
    Dong, Jinyu
    Jiang, Tong
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [50] Experimental study on the reasonable proportions of rock-like materials for water-induced strength degradation in rock slope model test
    Yuan Cui
    Chao Xu
    Lei Xue
    Jinyu Dong
    Tong Jiang
    Scientific Reports, 13