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.
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页数:24
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