Mechanical properties of bimrocks with high rock block proportion

被引:8
|
作者
Lin Yue-xiang [1 ]
Peng Li-min [1 ]
Lei Ming-feng [1 ,2 ]
Yang Wei-chao [1 ]
Liu Jian-wen [1 ]
机构
[1] Cent South Univ, Sch Civil Engn, Changsha 410075, Peoples R China
[2] Cent South Univ, Key Lab Engn Struct Heavy Haul Railway, Changsha 410075, Peoples R China
基金
中国国家自然科学基金;
关键词
block-in-matrix-rock; high rock block proportion; resonance frequency test; general regression neural network; UNIAXIAL COMPRESSIVE STRENGTH; MODULUS; BEHAVIOR; MIXTURE;
D O I
10.1007/s11771-019-4262-9
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
For the investigation of mechanical properties of the bimrocks with high rock block proportion, a series of laboratory experiments, including resonance frequency and uniaxial compressive tests, are conducted on the 64 fabricated bimrocks specimens. The results demonstrate that dynamic elastic modulus is strongly correlated with the uniaxial compressive strength, elastic modulus and block proportions of the bimrocks. In addition, the density of the bimrocks has a good correlation with the mechanical properties of cases with varying block proportions. Thus, three crucial indices (including matrix strength) are used as basic input parameters for the prediction of the mechanical properties of the bimrocks. Other than adopting the traditional simple regression and multi-regression analyses, a new prediction model based on the optimized general regression neural network (GRNN) algorithm is proposed. Note that, the performance of the multi-regression prediction model is better than that of the simple regression model, owing to the consideration of various influencing factors. However, the comparison between model predictions indicates that the optimized GRNN model performs better than the multi-regression model does. Model validation and verification based on fabricated data and experimental data from the literature are performed to verify the predictability and applicability of the proposed optimized GRNN model.
引用
收藏
页码:3397 / 3409
页数:13
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