交叉隧道爆破振速回归分析及对比研究Regression analysis and comparative study on blasting vibration velocity of crossing tunnel
赵岩;王小敬;王海龙;王东升;
ZHAO Yan;WANG Xiao-jing;WANG Hai-long;WANG Dong-sheng;School of Mechanics and Civil Engineering, China University of Mining and Technology(Beijing);Key Laboratory of Civil Engineering Diagnosis,Reconstruction and Disaster Resistance of Hebei Province;North prosperous construction group Co., Ltd.;Hebei Innovation Center of Prefabricated Construction and Underground Engineering;
摘要(Abstract):
为了系统研究隧道爆破振动响应特征及优化爆破振动速度的拟合过程,结合交叉隧道爆破工程实例,引入一种联合量纲分析及粒子群优化的回归分析方法。首先,利用量纲分析得到可以反映交叉隧道爆破振动衰减规律模型方程。然后,以模型方程为适应度函数进行粒子群优化,求得待定参数完成拟合。同时,通过现有其他爆破振速拟合模型处理数据,与本文分析得到的拟合效果进行对比。计算结果表明,本文引入的回归分析模型所得到的相关系数为0.998 2,与现有拟合模型相比更接近于1;残差平方和为0.009,均小于其他拟合模型。以上分析结果证实证明本文引入的拟合模型预测精度最佳,可以为类似近接隧道爆破工程提供一定的借鉴。
In order to systematically study the response characteristics of tunnel blasting vibration and optimize the fitting process of blasting vibration velocity, combined with the cross-tunnel blasting engineering example, a regression analysis method of joint dimensional analysis and particle swarm optimization is introduced. First, the dimensional analysis is used to obtain a model equation that can reflect the attenuation law of cross-tunnel blasting vibration. Then, the model equation is used as the fitness function for particle swarm optimization, and the undetermined parameters are obtained to complete the fitting. In addition, the data is processed by other existing blasting vibration velocity fitting models and compared with the fitting results analyzed in this paper. The calculation results show that the correlation coefficient obtained by the regression analysis model introduced in this paper is 0.998 2, which is closer to 1 compared with the existing fitting model; the residual sum of squares is 0.009, which is smaller than other fitting models. This proves that the prediction model in this paper has the best fitting effect and can provide a certain reference for similar adjacent tunnel blasting projects.
关键词(KeyWords):
爆破振动;量纲分析;粒子群优化;回归分析
blasting vibration;dimensional analysis;particle swarm optimization;regression analysis
基金项目(Foundation): 国家自然科学基金资助项目(51878242)
作者(Authors):
赵岩;王小敬;王海龙;王东升;
ZHAO Yan;WANG Xiao-jing;WANG Hai-long;WANG Dong-sheng;School of Mechanics and Civil Engineering, China University of Mining and Technology(Beijing);Key Laboratory of Civil Engineering Diagnosis,Reconstruction and Disaster Resistance of Hebei Province;North prosperous construction group Co., Ltd.;Hebei Innovation Center of Prefabricated Construction and Underground Engineering;
DOI: 10.19931/j.EB.20210154
参考文献(References):
- [1] 闫长斌.基于声波频谱特征的岩体爆破累积损伤效应分析[J].岩土力学,2017,38(9):2 721-2 727,2745.YAN C B.Analysis of cumulative damage effect of rock mass blasting based on acoustic frequency spectrum characteristics[J].Rock and Soil Mechanics,2017,38(9):2 721-2 727,2745.
- [2] 孙远,杨峰,郑晶,等.基于变分模态分解和小波能量熵的微震信号降噪[J].矿业科学学报,2019,4(6):469-479.SUN Y,YANG F,ZHENG J,et al.Noise reduction of microseismic signals based on variational mode decomposition and wavelet energy entropy[J].Journal of Mining Science and Technology,2019,4(6):469-479.
- [3] 单仁亮,赵岩,王海龙,等.下穿铁路隧道爆破振动衰减规律研究[J].爆炸与冲击,2022,42(8):145-159.SHAN R L,ZHAO Y,WANG H L,et al.Attenuation of blasting vibration in a railway tunnel[J].Explosion and Shock Waves,2022,42(8):145-149.
- [4] 陈明,卢文波.爆炸应力波对新浇混凝土衬砌的影响研究[J].岩土力学,2008(2):455-459,464.CHEN M,LU W B.Study on the effect of explosion stress wave on fresh concrete lining [J].Rock and Soil Mechanics,2008(2):455-459,464.
- [5] 朱正国,杨利海,王道远,等.立体交叉隧道爆破动力响应和安全范围研究[J].铁道工程学报,2019,36(1):59-64.ZHU Z G,YANG L H,WANG D Y,et al.Research on dynamic response and safety range of blasting in grade-crossing tunnel [J].Journal of Railway Engineering Society,2019,36(1):59-64.
- [6] 贾海鹏,刘殿书,陈斌,等.相邻隧道爆破振速分布规律研究[J].矿业科学学报,2019,4(6):506-514.JIA H P,LIU D S,CHEN B,et al.Study on distribution law of blasting vibration velocity of adjacent tunnels.[J].Journal of Mining Science and Technology,2019,4(6):506-514.
- [7] 王海龙,赵岩,王永佳,等.草帽山隧道爆破振动监测与分析[J].铁道建筑,2017,57(12):67-70.WANG H L,ZHAO Y,WANG Y J,et al.Blasting vibration monitoring and effect analysis of Maoer mountain tunnel[J].Railway Enginerring,2017,57(12):67-70.
- [8] 吕涛,石永强,黄诚,等.非线性回归法求解爆破振动速度衰减公式参数[J].岩土力学,2007(9):1 871-1 878.LYU T,SHI Y Q,HUANG C,et al.Solving the parameters of blasting vibration velocity attenuation formula with nonlinear regression method [J].Rock and Soil Mechanics,2007(9):1 871-1 878.
- [9] 何理,钟冬望,陈晨,等.岩质高边坡开挖施工的爆破振动监测与分析[J].金属矿山,2017(1):6-10.HE L,ZHONG D W,CHEN C,et al.Monitoring and analysis of blasting vibration during excavation of high rock slope[J].Metal Mine,2017(1):6-10.
- [10] JIANG W C,ARSLAN C A,TEHRANI M S,et al.Simulating the peak particle velocity in rock blasting projects using a neuro-fuzzy inference system[J].Engineering With Computers,2019,35(4):1 203-1 211.
- [11] TIAN X,SONG Z,WANG J.Study on the propagation law of tunnel blasting vibration in stratum and blasting vibration reduction technology[J].Soil Dynamics and Earthquake Engineering.2019,126:105813.
- [12] 张乐文,王洪波,邱洪波,等.小波降噪与粒子群优化综合回归爆破震动参数[J].岩土力学,2014,35(S2):338-341.ZHANG W L,WANG H B,QIU H B,et al.Blasting vibration parameters using comprehensive regression of wavelet denoising and particle swarm optimization algorithm[J].Rock and Soil Mechanics,2014,35(S2):338-341.
- [13] 薛里,汪金辉,方烨.基于微粒群优化算法确定爆破测震参数[J].爆破,2007(2):11-13,21.XUE L,WANG J H,FANG Y.Determine blasting seismic parameters based on particle swarm optimization algorithm [J].Blasting,2007(2):11-13,21.
- [14] HASANIPANAH M,NADERI R,KASHIR J,et al.Prediction of blast-produced ground vibration using particle swarm optimization[J].Engineering with Computers.2017,33(2):173-179.
- [15] 唐海,李海波.反映高程放大效应的爆破振动公式研究[J].岩土力学,2011,32(3):820-824.TANG H,LI H B.Research onblasting vibration formula reflecting elevation amplification effect [J].Rock and Soil Mechanics,2011,32(3):820-824.
- [16] 周文海,梁瑞,余建平,等.边坡抛掷爆破峰值质点振动速度的无量纲分析[J].爆炸与冲击,2019,39(5):76-83.ZHOU W H,LIANG R,YU J P,et al.Dimensionlessanalysis of the peak particle vibration velocity of slope throwing blasting[J].Explosion and Shock,2019,39(5):76-83.
- [17] 何理,钟冬望,李鹏,等.下穿隧道爆破荷载激励下边坡振动预测及能量分析[J].爆炸与冲击,2020,40(7):108-117.HE L,ZHONG D W,LI P,et al.Vibration prediction and energy analysis of slope under excitation of tunnel blasting load[J].Explosion and Shock,2020,40(7):108-117.
- [18] 樊祥喜,曹保山,单仁亮,等.隧道爆破引起路基边坡振动信号的规律研究[J].现代隧道技术,2020,57(4):127-135.FAN X X,CAO B S,SHAN R L,et al.Study on theLaw of vibration signals of roadbed slope caused by tunnel blasting[J].Modern Tunnel Technology,2020,57(4):127-135.
- [19] 王海龙,赵岩,王海军,等.基于CEEMDAN-小波包分析的隧道爆破信号去噪方法[J].爆炸与冲击,2021,41(5):125-137.WANG H L,ZHAO Y,WANG H J,et al.Denoising method of tunnel blasting signal based on CEEMDAN decomposition-wavelet packet analysis[J].Explosion and Shock Waves,2021,41(5):125-137.
- [20] 王海龙,赵岩,王永佳,等.新建京张高铁立体交叉隧道爆破振动控制研究[J].铁道标准设计,2018,62(7):130-134.WANG H L,ZHAO Y,WANG Y J,et,al.Study on blasting vibration control of three-dimensional cross tunnel on Beijing to Zhangjiakou high-speed railway[J].Railway Standard Design,2018,62(7):130-134.
- [21] 钟冬望,何理,操鹏,等.爆破振动持时分析及微差爆破延期时间优选[J].爆炸与冲击,2016,36(5):703-709.ZHONG D W,HE L,CAO P,et al.Analysis of blasting vibration duration and optimization of delay time of millisecond blasting[J].Explosion and Shock Waves,2016,36(5):703-709.
- [22] 卢文波,周俊汝,陈明,等.爆破振动主频衰减公式研究[J].工程爆破,2015,21(6):1-6,24.LU W B,ZHOU J R,CHEN M,et al.Research on Attenuationformula of blasting vibration dominant frequency[J].Engineering Blasting,2015,21(6):1-6,24.
- [23] SHARAFAT A,TANOLIi W A,RAPRIS G,et al.Controlled blasting in underground construction:A case study of a tunnel plug demolition in the Neelum Jhelum hydroelectric project[J].Tunnelling and Underground Space Technology.2019,93:103098.
- [24] 朱传统,刘宏根,梅锦煜.地震波参数沿边坡坡面传播规律公式的选择[J].爆破,1988(2):30-34.ZHU C T,LIU H G,MEI J Y.Selection of the formula for the propagation law of seismic wave parameters along the slope surface [J].Blasting,1988(2):30-34.
- [25] YAN P,LU W B,ZHANG J,et al.Evaluation of human response to blasting vibration from excavation of a large scale rock slope:a case study [J].Earthquake Engineering and Engineering Vibration,2017,16(2):435-446.
- [26] 单仁亮,宋永威,白瑶,等.基于小波包变换的爆破信号能量衰减特征研究[J].矿业科学学报,2018,3(2):119-128.SHAN R L,SONG Y W,BAI Y,et al.Research on the energy attenuation characteristics of blasting vibration signals based on wavelet packet transformation[J].Journal of Mining Science and Technology,2018,3(2):119-128.文章编号:1006-7051(2022)05-0128-07
- 爆破振动
- 量纲分析
- 粒子群优化
- 回归分析
blasting vibration - dimensional analysis
- particle swarm optimization
- regression analysis
- 赵岩
- 王小敬
- 王海龙
- 王东升
ZHAO Yan- WANG Xiao-jing
- WANG Hai-long
- WANG Dong-sheng
- School of Mechanics and Civil Engineering
- China University of Mining and Technology(Beijing)
- Key Laboratory of Civil Engineering Diagnosis
- Reconstruction and Disaster Resistance of Hebei Province
- North prosperous construction group Co.
- Ltd.
- Hebei Innovation Center of Prefabricated Construction and Underground Engineering
- 赵岩
- 王小敬
- 王海龙
- 王东升
ZHAO Yan- WANG Xiao-jing
- WANG Hai-long
- WANG Dong-sheng
- School of Mechanics and Civil Engineering
- China University of Mining and Technology(Beijing)
- Key Laboratory of Civil Engineering Diagnosis
- Reconstruction and Disaster Resistance of Hebei Province
- North prosperous construction group Co.
- Ltd.
- Hebei Innovation Center of Prefabricated Construction and Underground Engineering