[1]杨进博,李葱葱,文海家,等.软土路基透明相似材料最优配比联合设计方法[J].长安大学学报(自然科学版),2025,45(4):29-38.[doi:10.19721/j.cnki.1671-8879.2025.04.003]
 YANG Jin-bo,LI Cong-cong,WEN Hai-jia,et al.Integrated design method of optimal mix proportion of transparent similar materials for soft soil subgrade[J].Journal of Chang’an University (Natural Science Edition),2025,45(4):29-38.[doi:10.19721/j.cnki.1671-8879.2025.04.003]
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软土路基透明相似材料最优配比联合设计方法()
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长安大学学报(自然科学版)[ISSN:1006-6977/CN:61-1281/TN]

卷:
第45卷
期数:
2025年4期
页码:
29-38
栏目:
道路工程
出版日期:
2025-07-30

文章信息/Info

Title:
Integrated design method of optimal mix proportion of transparent similar materials for soft soil subgrade
文章编号:
1671-8879(2025)04-0029-10
作者:
杨进博12李葱葱3文海家4李良勇3谢 朋3黄 斌3
(1. 长安大学 建筑工程学院,陕西 西安 710064; 2. 长安大学 基建处,陕西 西安 710064; 3. 海南大学 土木建筑工程学院,海南 海口 570228; 4. 重庆大学 土木工程学院,重庆 400045)
Author(s):
YANG Jin-bo12 LI Cong-cong3 WEN Hai-jia4 LI Liang-yong3 XIE Peng3 HUANG Bin3
(1. School of Civil Engineering, Chang'an University, Xi'an 710064, Shaanxi, China; 2. Capital Construction Department, Chang'an University, Xi'an 710064, Shaanxi, China; 3. School of Civil Engineering and Architecture, Hainan University, Haikou 570228, Hainan, China; 4. School of Civil Engineering, Chongqing University, Chongqing 400045, China)
关键词:
路基工程 透明相似材料 最优配比 线性回归分析 支持向量回归 联合设计方法
Keywords:
subgrade engineering transparent similar material optimal mix proportion linear regression analysis support vector regression integrated design method
分类号:
U416.1
DOI:
10.19721/j.cnki.1671-8879.2025.04.003
文献标志码:
A
摘要:
以所配制相似材料试样正交试验数据为基础,将多元线性回归和支持向量回归(SVR)相结合,研发了一种新型软土路基透明相似材料最优配比联合设计方法; 选取重度、内摩擦角和黏聚力为材料物理力学性能评价指标,以石英砂粒径和胶石比(纳米级白炭黑与石英砂质量比)为影响因素,设计了二因素三水平正交试验方案; 通过环刀试验和固结快剪试验测定了透明胶结土试样的物理力学性能评价指标,以材料物理参数、强度特性和变形特征为切入点,验证了所配制透明相似材料用于模拟天然软土材料的可行性; 按照2:8的比例随机划分了测定的试验数据,应用其中20%的数据进行了多元线性回归方程组拟合,将剩余80%的数据用于机器学习,以量化计算最优配比; 建立了最优配比有效性检验的SVR评价模型,搭建了软土透明相似材料最优配比联合设计方法; 以广东省某实际工程为依托,完成了搭建方法的应用,实现了所配制透明相似材料与原状土参数的高度契合。研究结果表明:透明胶结土的重度、内摩擦角和黏聚力分别为12.53~16.13 kN/m3、14.82°~27.07°和2.3~31.0 kPa,归一化强度演化路径与天然软土应力-应变响应具有本构相似性,所配制的透明胶结土可有效模拟天然软土; 石英砂粒径和胶石比对重度、内摩擦角和黏聚力影响显著,重度、内摩擦角和黏聚力的变化均可由石英砂粒径和胶石比进行有效表达; 建立的SVR评价模型对重度、内摩擦角和黏聚力的拟合优度分别为0.980 4、0.979 6和0.999 7。研究结果可为软土路基相关可视化模型试验设计与实施提供理论支撑。
Abstract:
Based on the orthogonal test data of the configured similar material samples, a new integrated design method for the optimal mix proportion of transparent similar materials for soft soil subgrade was developed by combining the multiple linear regression and support vector regression(SVR). The unit weight, internal friction angle and cohesion were selected as the evaluation indexes of physical and mechanical properties of the material. The particle size of quartz sand and ratio of rubber to stone(the mass ratio of nano-silica to quartz sand)were selected as influencing factors. The orthogonal test scheme with two factors and three levels was designed. The evaluation indexes of physical and mechanical properties of transparent cemented soil samples were determined by the ring sampler test and consolidated quick direct shear test. Taking the physical parameters, strength characteristics and deformation characteristics of the material as the entry point, the feasibility of the transparent similar material configured to simulate the natural soft soil material was verified. The test data were randomly divided according to the ratio of 2:8, and 20% of the data were used to fit the multiple linear regression equations. The remaining 80% of the data were used for machine learning to quantify the optimal mix proportion. The SVR evaluation model of the optimal mix proportion validity test was constructed, and the integrated design method for the optimal mix proportion of transparent similar materials for soft soil was established. Based on a practical project in Guangdong Province, the application of the established method was completed, and the transparent similar material was highly consistent with the parameters of the undisturbed soil. The research results show that the unit weight, internal friction angle and cohesion of the transparent cemented soil are 12.53-16.13 kN/m3, 14.82°-27.07° and 2.3-31.0 kPa, respectively. The normalized strength evolution path has constitutive similarity with the stress-strain response of natural soft soil. The configured transparent cemented soil can effectively simulate the natural soft soil. The particle size of quartz sand and the ratio of rubber to stone have significant effects on the unit weight, internal friction angle and cohesion. The changes in the unit weight, internal friction angle and cohesion can be effectively expressed by the particle size of quartz sand and the ratio of rubber to stone. The fitting goodnesses of the established SVR evaluation model for the unit weight, internal friction angle and cohesion are 0.980 4, 0.979 6 and 0.999 7, respectively. The research results can provide theoretical supports for the design and implementation of visual model tests related to soft soil subgrade.9 tabs, 11 figs, 30 refs.

参考文献/References:

[1] 杨兵明.软土地层盾构隧道长期沉降规律及预测研究[J].铁道工程学报,2015,32(11):87-92.
YANG Bing-ming. Research on the law and prediction of long-term settlement of shield tunnel in soft soil stratum[J]. Journal of Railway Engineering Society, 2015, 32(11): 87-92.
[2]WANG X W, XU Y S. Investigation on the phenomena and influence factors of urban ground collapse in China[J]. Natural Hazards, 2022, 113(1): 1-33.
[3]WANG K, ZHANG J W, GAO G Q, et al. Causes,risk analysis, and countermeasures of urban road collapse in China from 2019 to 2020[J]. Journal of Performance of Constructed Facilities, 2022, 36(6): 04022054.
[4]田谷雨,刘素嘉,张 嘎.地下渗漏条件下地基与隧洞响应的离心模型试验研究[J].岩土工程学报,2023,45(增1):226-229.
TIAN Gu-yu, LIU Su-jia, ZHANG Ga, et al. Centrifugal model tests on behavior of soil and tunnel under underground water leakage[J]. Chinese Journal of Geotechnical Engineering, 2023, 45(S1): 226-229.
[5]戴自立,彭凌豪,包扬娟.地下水力管线外渗引起的道路塌陷机理模型试验[J].中国公路学报,2024,37(10):49-60.
DAI Zi-li, PENG Ling-hao, BAO Yang-juan. Model test investigation on mechanism of road collapse induced by underground hydraulic pipe leakage[J]. China Journal of Highway and Transport, 2024, 37(10): 49-60.
[6]施 鑫,荣传新,王厚良,等.管线渗漏影响下盾构引起管-土变形试验研究[J].铁道工程学报,2023,40(5):110-115.
SHI Xin, RONG Chuan-xin, WANG Hou-liang, et al. Experimental research on the pipeline-soil deformation caused by shield under the influence of pipeline leakage[J]. Journal of Railway Engineering Society, 2023, 40(5): 110-115.
[7]马少坤,韦榕宽,邵 羽,等.基于透明土的隧道开挖面稳定性三维可视化模型试验研究及应用[J].岩土工程学报,2021,43(10):1798-1806,1958.
MA Shao-kun, WEI Rong-kuan, SHAO Yu, et al. 3D visual model tests on stability of tunnel excavation surface based on transparent soil[J]. Chinese Journal of Geotechnical Engineering, 2021, 43(10): 1798-1806, 1958.
[8]冷先伦,王 川,庞 荣,等.透明胶结土材料强度特性的试验研究[J].岩土力学,2021,42(8):2059-2068,2077.
LENG Xian-lun, WANG Chuan, PANG Rong, et al. Experimental study on the strength characteristics of a transparent cemented soil[J]. Rock and Soil Mechanics, 2021, 42(8): 2059-2068, 2077.
[9]WANG B, HOU H J, ZHU Z W, et al. Machine learning-based prediction and performance study of transparent soil properties[J]. Smart Structures and Systems, 2021, 28(2): 289-304.
[10]孔纲强,周 杨,刘汉龙,等.新型透明黏土制配及其物理力学特性研究[J].岩土工程学报,2018,40(12):2208-2214.
KONG Gang-qiang, ZHOU Yang, LIU Han-long, et al. Manufacture of new transparent clay and its physical and mechanical properties[J]. Chinese Journal of Geotechnical Engineering, 2018, 40(12): 2208-2214.
[11]吴跃东,陈明建,周云峰,等.新型透明黏土的配制及其基本特性研究[J].岩土工程学报,2020,42(增1):141-145.
WU Yue-dong, CHEN Ming-jian, ZHOU Yun-feng, et al. Distribution and basic characteristics of new transparent clay[J]. Chinese Journal of Geotechnical Engineering, 2020, 42(S1): 141-145.
[12]孔纲强,孙学谨,李 辉,等.孔隙液体对玻璃砂透明土强度特性影响研究[J].岩土工程学报,2016,38(2):377-384.
KONG Gang-qiang, SUN Xue-jin, LI Hui, et al. Effect of pore fluid on strength properties of transparent soil[J]. Chinese Journal of Geotechnical Engineering, 2016, 38(2): 377-384.
[13]孔纲强,孙学谨,刘汉龙,等.孔隙液体对透明土渗透特性影响对比试验[J].水利学报,2017,48(11):1303-1310.
KONG Gang-qiang, SUN Xue-jin, LIU Han-long, et al. Contrast experiments on permeability of transparent soil influenced by pore fluids[J]. Journal of Hydraulic Engineering, 2017, 48(11): 1303-1310.
[14]齐昌广,范高飞,崔允亮,等.利用人工合成透明土的岩土物理模拟试验[J].岩土力学,2015,36(11):3157-3163.
QI Chang-guang, FAN Gao-feng, CUI Yun-liang, et al. Geotechnical physical model test using artificial synthetic transparentsoil[J]. Rock and Soil Mechanics, 2015, 36(11): 3157-3163.
[15]宋 宇,刘保国,刘 浩,等.基于变形与脆性特性的类岩石材料配比正交试验研究[J].岩土力学,2020,41(8):2675-2684.
SONG Yu, LIU Bao-guo, LIU Hao, et al. Orthogonal test method for determination of the proportion of rock-like material based on properties of deformation and brittleness[J]. Rock and Soil Mechanics, 2020, 41(8): 2675-2684.
[16]李元海,林志斌,秦先林,等.透明岩体相似材料物理力学特性研究[J].中国矿业大学学报,2015,44(6):977-982.
LI Yuan-hai, LIN Zhi-bin, QIN Xian-lin, et al. Study of development of transparent rock mass for physical similarity experiment and its mechanical properties[J]. Journal of China University of Mining and Technology, 2015, 44(6): 977-982.
[17]李元海,林志斌.透明岩体相似物理模拟试验新方法研究[J].岩土工程学报,2015,37(11):2030-2039.
LI Yuan-hai, LIN Zhi-bin. Innovative experimental method based on development of transparent rock mass materials for physical tests[J]. Chinese Journal of Geotechnical Engineering, 2015, 37(11): 2030-2039.
[18]董金玉,杨继红,杨国香,等.基于正交设计的模型试验相似材料的配比试验研究[J].煤炭学报,2012,37(1):44-49.
DONG Jin-yu, YANG Ji-hong, YANG Guo-xiang, et al. Research on similar material proportioning test of model test based on orthogonal design[J]. Journal of China Coal Society, 2012, 37(1): 44-49.
[19]宁奕冰,唐辉明,张勃成,等.基于正交设计的岩石相似材料配比研究及底摩擦物理模型试验应用[J].岩土力学,2020,41(6):2009-2020.
NING Yi-bing, TANG Hui-ming, ZHANG Bo-cheng, et al. Investigation of the rock similar material proportion based on orthogonal design and its application in base friction physical model tests[J]. Rock and Soil Mechanics, 2020, 41(6): 2009-2020.
[20]李 光,马凤山,郭 捷,等.大尺寸工程模型试验中的相似材料配比试验研究[J].东北大学学报(自然科学版),2020,41(11):1653-1660.
LI Guang, MA Feng-shan, GUO Jie, et al. Experimental study on similar materials ratio used in large-scale engineering model test[J]. Journal of Northeastern University(Natural Science), 2020, 41(11): 1653-1660.
[21]王立峰,翟惠云.纳米硅水泥土抗压强度的正交试验和多元线性回归分析[J].岩土工程学报,2010,32(增1):452-457.
WANG Li-feng, ZHAI Hui-yun. Orthogonal test and regression analysis of compressive strength of nanometer silicon and cement-stabilized soils[J]. Chinese Journal of Geotechnical Engineering, 2010, 32(S1): 452-457.
[22]兰文涛,吴爱祥,王贻明.凝水膨胀充填复合材料的配比优化与形成机制[J].复合材料学报,2019,36(6):1536-1545.
LAN Wen-tao, WU Ai-xiang, WANG Yi-ming. Formulation optimization and formation mechanism of condensate expansion and filling composites[J]. Acta Materiae Compositae Sinica, 2019, 36(6): 1536-1545.
[23]刘 晓,王思迈,卢 磊,等.机器学习预测混凝土材料耐久性的研究进展[J].硅酸盐学报,2023,51(8):2062-2073.
LIU Xiao, WANG Si-mai, LU Lei, et al. Development on machine learning for durability prediction of concrete materials[J]. Journal of the Chinese Ceramic Society, 2023, 51(8): 2062-2073.
[24]刘凯华,郑佳凯,谢维力,等.基于机器学习的再生混凝土配合比设计方法[J].湖南大学学报(自然科学版),2023,50(9):88-96.
LIU Kai-hua, ZHENG Jia-kai, XIE Wei-li, et al. Mixture design method of recycled aggregate concrete by machine learning[J]. Journal of Hunan University(Natural Sciences), 2023, 50(9): 88-96.
[25]李大虎,韦鲁滨,朱学帅,等.基于SVR与特征变量选择方法的煤炭发热量预测[J].煤炭学报,2019,44(增1):278-288.
LI Da-hu, WEI Lu-bin, ZHU Xue-shuai, et al. Prediction of coal calorific value based on SVR and characteristic variables selection method[J]. Journal of China Coal Society, 2019, 44(S1): 278-288.
[26]唐军平,何国东,付 旭,等.佛山地基软土物理力学指标间的相关性研究[J].地下空间与工程学报,2018,14(增2):645-653,659.
TANG Jun-ping, HE Guo-dong, FU Xu, et al. Study on the relevance between the physico-mechanical parameters of foundation soft clay of Foshan[J]. Chinese Journal of Underground Space and Engineering, 2018, 14(S2): 645-653, 659.
[27]何晟亚,李 亮,李恒一,等.可视化软土隧道模型试验相似材料的配置及其物理力学特性研究[J].现代隧道技术,2024,61(4):202-209.
HE Sheng-ya, LI Liang, LI Heng-yi, et al. Study on configuration method and physical-mechanical properties of similar materials for visual soft soil tunnel model test[J]. Modern Tunnelling Technology, 2024, 61(4): 202-209.
[28]张长生,高明显,強小俊.深圳后海湾海相淤泥固结系数变化规律研究[J].岩土工程学报,2013,35(增1):247-252.
ZHANG Chang-sheng, GAO Ming-xian, QIANG Xiao-jun. Variation laws of consolidation coefficient of marine clay in Houhai Bay of Shenzhen[J]. Chinese Journal of Geotechnical Engineering, 2013, 35(S1): 247-252.
[29]李国维,李 响,阮玉胜,等.平面变形超固结软黏土蠕变模型研究[J].岩石力学与工程学报,2016,35(11):2307-2315.
LI Guo-wei, LI Xiang, RUAN Yu-sheng, et al. Creep model of over-consolidated soft clay under plane strain[J]. Chinese Journal of Rock Mechanics and Engineering, 2016, 35(11): 2307-2315.
[30]李国维,周 洋,阮玉胜,等.平面变形超固结软黏土蠕变特征[J].岩土工程学报,2014,36(6):1028-1035.
LI Guo-wei, ZHOU Yang, RUAN Yu-sheng, et al. Plane strain tests on creep characteristics of over-consolidated clay[J]. Chinese Journal of Geotechnical Engineering, 2014, 36(6): 1028-1035.

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备注/Memo

备注/Memo:
收稿日期:2025-01-10
基金项目:国家自然科学基金项目(42207190); 海南省高层次人才项目(422RC599); 海南省自然科学基金项目(520QN229); 省部共建交通工程结构力学行为与系统安全国家重点实验室开放课题(KF2022-03)
作者简介:杨进博(1987-),男,陕西西安人,工程师,E-mail:yanglengyan@163.com。
通信作者:谢 朋(1986-),男,河北承德人,讲师,工学博士,E-mail:Peng_xie@hainanu.edu.cn。
更新日期/Last Update: 2025-07-25