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Coal Geology & Exploration

Abstract

Grouting is the main treatment method of mining subsidence area, and the grouting materials have great influence on the grouting effect and cost. Taking the grout mix composed of loess and cement used in northern Shaanxi as the research object, the viscosity, the gelation time, the stone rate and 28 d uniaxial unconfined compressive strength of loess grout were studied by single factor and orthogonal tests. The influencing factors and changing rule of each index were analyzed. Meanwhile, the GA-BPNN prediction model of loess-based grout was established, and the multi-objective global optimization was carried out through GA. The grout ratio with the lowest cost and certain strength was optimized. The test results show that the loess-cement grout was similar to the grout of cement and fly ash commonly used in northern Shaanxi. The cost was greatly reduced, and the density and stone ratio of loess-based grouting materials are most affected by the water-solid ratio. The viscosity is mainly affected by the water-solid ratio and the loess(cement) content at the same time, the 28d strength is mainly affected by the loess(cement) content, and by the model constructed with GA-BPNN, and the relative error between the predicted value and expected value of performance of loess-based grouting materials is 0.74%-1.83%. The predicted result has high precision and could meet the requirements of practical application.

Keywords

mining subsidence area, loess, grouting material, GA-BPNN prediction model, proportioning optimization, northern Shaanxi

DOI

10.3969/j.issn.1001-1986.2020.03.002

Reference

[1] 张志沛,王红. 注浆法在公路下伏煤矿采空区治理工程中的应用[J]. 煤田地质与勘探,2003,31(6):43-47. ZHANG Zhipei,WANG Hong. Applications and studies about grouting on treating the gob areas of coal mine under highway[J]. Coal Geology & Exploration,2003,31(6):43-47.

[2] 武强,王龙,魏学勇,等. 榆神府矿区大柳塔井田煤层群采地面沉陷可视化数值模拟[J]. 水文地质工程地质,2003,47(6):37-39. WU Qiang,WANG Long,WEI Xueyong,et al. Visual numeric simulation of subsidence in Daliuta mine of Yushenfu[J]. Hydrogeology & Engineering Geology,2003,47(6):37-39.

[3] 刘小平. 基于突变理论的小煤窑采空区失稳判据及应用[J]. 煤田地质与勘探,2014,42(4):55-58. LIU Xiaoping. Application of instability criteria of mined-out areas based on catastrophe theory[J]. Coal Geology & Exploration,2014,42(4):55-58.

[4] 范立民. 陕北地区采煤造成的地下水渗漏及其防治对策分析[J]. 矿业安全与环保,2007,34(5):62-64. FAN Limin. Analysis of groundwater leakage caused by coal mining in northern Shaanxi and its prevention and control measures[J]. Mining Safety & Environmental Protection,2007,34(5):62-64.

[5] 张立其,刘洋,方刚. 陕北浅埋煤层采空区积水下安全开采技术研究[J]. 煤田地质与勘探,2015,43(6):60-64. ZHANG Liqi,LIU Yang,FANG Gang. Research on safe mining technology for shallow buried coal seam under the goaf water in northern Shaanxi Province[J]. Coal Geology & Exploration,2015,43(6):60-64.

[6] 阮文军,张恒志. 水泥-黏土稳定浆液的试验研究[J]. 长春工程学院学报(自然科学版),2003,4(4):5-7. RUAN Wenjun,ZHANG Hengzhi. Experimental research on cement bentonite stable grout[J]. Journal of Changchun Institute of Engineering(Natural Science Edition),2003,4(4):5-7.

[7] 刘国栋. 水泥黏土灌浆技术在渠道采空区地质处理中的应用[J]. 水利水电施工,2013,32(3):50-52. LIU Guodong. Application of cement clay grouting technology in geological treatment of channel goaf[J]. Water Conservancy and Hydropower Construction,2013,32(3):50-52.

[8] WANG Xinghua,GAO Quqing. Study of a new cheap grouting material:Clay-hardening grout[J]. Tunnelling and Underground Space Technology,1997,12(4):497-502.

[9] 张亚民,康爱国,苏天明,等. 黄土浆液注浆性能试验研究[J]. 公路交通科技(应用技术版),2016,12(5):50-52. ZHANG Yamin,KANG Aiguo,SU Tianming,et al. Experimental study on grouting performance of loess slurry[J]. Highway Transportation Technology(Application Technology Edition),2016,12(5):50-52.

[10] 冉景太. 黏土水泥浆液性能研究[D]. 昆明:昆明理工大学,2010. RAN Jingtai. Study on the performance of clay cement slurry[D]. Kunming:Kunming University of Technology,2010.

[11] MASUMOTO K,SUGITA Y,FUJITA T,et al. A clay grouting technique for granitic rock adjacent to clay bulkhead[J]. Physics and Chemistry of the Earth,PartsA/B/C,2007,32(8-14):691-700.

[12] 张戎令,王起才,张见. 铁路湿陷性黄土路基劈裂注浆浆液配比研究[J]. 路基工程,2010,28(4):58-61. ZHANG Rongling,WANG Qicai,ZHANG Jian. Study on mix proportion of fracture grouting for railway collapsible loess subgrade[J]. Subgrade Engineering,2010,28(4):58-61.

[13] 陈丽华,姜玉松. 化学浆液凝胶时间测定方法探讨[J]. 铁道建筑技术,2011(9):77-79. CHEN Lihua,JIANG Yusong. Discussion on the determination of gel time of chemical grout[J]. Railway Construction Technology,2011(9):77-79.

[14] 中国科学院教学研究所数理统计组. 正交试验设计法[M]. 上海:人民教育出版社,1975. Mathematical statistics group,Institute of teaching and research,Chinese Academy of Sciences. Orthogonal experimental design method[M]. Shanghai:People's Education Press,1975.

[15] 刘瑞江,张业旺,闻崇炜,等. 正交试验设计和分析方法研究[J]. 实验技术与管理,2010,27(9):52-55. LIU Ruijiang,ZHANG Yewang,WEN Chongwei,et al. Study on the design and analysis methods of orthogonal experiment research[J]. Experimental Technology and Management,2010,27(9):52-55.

[16] 封毅,武博强,崔灵周. 基于BP神经网络的台风降雨量预测研究[J]. 水土保持研究,2012,19(3):289-293. FENG Yi,WU Boqiang,CUI Lingzhou. Study on forecasting typhoon rainfall based on BP neural network[J]. Resesrch of Soil and Water Conservation,2012,19(3):289-293.

[17] NIELSEN R H. Theory of the back propagation neural network[C]//International 1989 Joint Conference on Neural Networks. Washington D.C.:IEEE Xplore,1989,1:593-605.

[18] 张雨浓,肖秀春,陈扬文,等. Hermite前向神经网络隐节点数目自动确定[J]. 浙江大学学报(工学版),2010,44(2):271-275. ZHANG Yunong,XIAO Xiuchun,CHEN Yangwen,et al. Number determination of hidden node for Hermite feed forward neural network[J]. Journal of Zhejiang University(Engineering Science),2010,44(2):271-275.

[19] 庞云泽,刘春原,左丽明,等. 新型采空区填充注浆材料的研制与性能试验研究[J]. 硅酸盐通报,2017,36(7):2268-2274. PANG Yunze,LIU Chunyuan,ZUO liming,et al. Experimental study on preparation and properties of new grouting material for goof filling[J]. Bulletin of the Chinese Ceramic Society,2017,36(7):2268-2274.

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