期刊文献+
共找到1,801篇文章
< 1 2 91 >
每页显示 20 50 100
Seepage field distribution and water inflow laws of tunnels in water-rich regions 被引量:7
1
作者 LI Zheng CHEN Zi-quan +2 位作者 HE Chuan MA Chun-chi DUAN Chao-ran 《Journal of Mountain Science》 SCIE CSCD 2022年第2期591-605,共15页
Currently,the water inrush hazards during tunnel construction,the water leakage during tunnel operation,and the accompanying disturbances to the ecological environment have become the main problems that affect the str... Currently,the water inrush hazards during tunnel construction,the water leakage during tunnel operation,and the accompanying disturbances to the ecological environment have become the main problems that affect the structural safety of tunnels in water-rich regions.In this paper,a tunnel seepage model testing system was used to conduct experiments of the grouting circle and primary support with different permeability coefficients.The influences of the supporting structures on the water inflow laws and the distribution of the water pressure in the tunnel were analyzed.With the decrease in the permeability coefficient of the grouting circle or the primary support,the inflow rate of water into the tunnel showed a non-linear decreasing trend.In comparison,the water inflow reduction effect of grouting circle was much better than that of primary support.With the increase of the permeability coefficient of the grouting ring,the water pressure behind the primary lining increases gradually,while the water pressure behind the grouting ring decreases.Thus,the grouting of surrounding rock during the construction of water-rich tunnel can effectively weaken the hydraulic connection,reduce the influence range of seepage,and significantly reduce the decline of groundwater.Meanwhile,the seepage tests at different hydrostatic heads and hydrodynamic heads during tunnel operation period were also conducted.As the hydrostatic head decreased,the water pressure at each characteristic point decreased approximately linearly,and the water inflow rate also had a gradual downward trend.Under the action of hydrodynamic head,the water pressure had an obvious lagging effect,which was not conducive to the stability of the supporting structures,and it could be mitigated by actively regulating the drainage rate.Compared with the hydrostatic head,the hydrodynamic head could change the real-time rate of water inflow to the tunnel and broke the dynamic balance between the water pressure and water inflow rate,thereby affecting the stress state on the supporting structures. 展开更多
关键词 water-rich tunnel Seepage field distribution water inflow law Construction period Operation period
下载PDF
Detection and treatment of water inflow in karst tunnel:A case study in Daba tunnel 被引量:7
2
作者 LI Xiang-hui ZHANG Qing-song +3 位作者 ZHANG Xiao LAN Xiong-dong DUAN Chong-hao LIU Jian-guo 《Journal of Mountain Science》 SCIE CSCD 2018年第7期1585-1596,共12页
In a karst tunnel, fissures or cracks that are filled with weathered materials are a type of potential water outlet as they are easily triggered and converted into groundwater outlets under the influence of high groun... In a karst tunnel, fissures or cracks that are filled with weathered materials are a type of potential water outlet as they are easily triggered and converted into groundwater outlets under the influence of high groundwater pressure. A terrible water inrush caused by potential water outlets can seriously hinder the project construction. Potential water outlets and water sources that surrounding the tunnel must be detected before water inflow can be treated. This paper provides a successful case of the detection and treatment of water inflow in a karst tunnel and proposes a potential water outlet detection(PWOD) method in which heavy rainfall(>50 mm/d) is considered a trigger for a potential water outlet. The Daba tunnel located in Hunan province, China, has been constructed in a karst stratum where the rock mass has been weathered intensely by the influence of two faults. Heavy rain triggered some potential water outlets, causing a serious water inrush. The PWOD method was applied in this project for the treatment of water inflow, and six potential water outlets in total were identified through three heavy rains. Meanwhile, a geophysical prospecting technique was also used to detect water sources. The connections between water outlets and water sources were identified with a 3-D graphic that included all of them. According to the distribution of water outlets and water sources, the detection area was divided into three sections and separately treated by curtain grouting. 展开更多
关键词 Karst tunnel water inrush Potential water outlet detection Geophysical prospecting technique water inflow GROUTING
下载PDF
Support Vector Machines(SVM)-Markov Chain Prediction Model of Mining Water Inflow 被引量:2
3
作者 Kai HUANG 《Agricultural Science & Technology》 CAS 2017年第8期1551-1554,1558,共5页
This study was conducted to establish a Support Vector Machines(SVM)-Markov Chain prediction model for prediction of mining water inflow. According to the raw data sequence, the Support Vector Machines(SVM) model was ... This study was conducted to establish a Support Vector Machines(SVM)-Markov Chain prediction model for prediction of mining water inflow. According to the raw data sequence, the Support Vector Machines(SVM) model was built, and then revised by means of a Markov state change probability matrix. Through dividing the state and analyzing absolute errors and relative errors and other indexes of the measured value and the fitted value of SVM, the prediction results were improved. Finally,the model was used to calculate relative errors. Through predicting and analyzing mining water inflow, the prediction results of the model were satisfactory. The results of this study enlarge the application scope of the Support Vector Machines(SVM) prediction model and provide a new method for scientific forecasting water inflow in coal mining. 展开更多
关键词 Mining water inflow Support Vector Machines (SVM) Markov Chain
下载PDF
Prediction of the maximum water inflow in Pingdingshan No.8 mine based on grey system theory
4
《Journal of Coal Science & Engineering(China)》 2012年第1期55-59,共5页
In order to prevent and control the water inflow of mines, this paper built a new initial GM(1, 1) model to torecast the maximum water inflow according to the principle of new information. The effect of the new init... In order to prevent and control the water inflow of mines, this paper built a new initial GM(1, 1) model to torecast the maximum water inflow according to the principle of new information. The effect of the new initial GM(1, 1) model is not ideal by the concrete example. Then according to the principle of making the sum of the squares of the difference between the calculated sequences and the original sequences, an optimized GM(1, I) model was established. The result shows that this method is a new prediction method which can predict the maximum water inflow accurately. It not only conforms to the guide- line of prevention primarily, but also provides reference standards to managers on making prevention measures. 展开更多
关键词 PREDICTION maximum water inflow grey system theory GM(1 1) model
下载PDF
Grey forewarning and prediction for mine water inflowing catastrophe periods
5
作者 马其华 曹建军 《Journal of Coal Science & Engineering(China)》 2007年第4期467-470,共4页
Based on the theory of grey system, established GM (1, 1) grey catastrophe predict model for the first time in order to forecast the catastrophe periods of mine water inflowing (not the volume of water inflowing).... Based on the theory of grey system, established GM (1, 1) grey catastrophe predict model for the first time in order to forecast the catastrophe periods of mine water inflowing (not the volume of water inflowing). After establishing the grey predict system of the catastrophe regularity of 10 month-average volume of water inflowing, the grey forewarning for mine water inflowing catastrophe periods was established which was used to analyze water disaster in 400 meter level of Wennan Colliery. Based on residual analysis, it shows that the result of grey predict system is almost close to the actual value. And the scene actual result also shows the reliability of prediction. Both the theoretical analysis and the scene actual result indicate feasibility and reliability of the method of grey catastrophe predict system. 展开更多
关键词 grey theory mine water inflowing catastrophe periods grey forewarning and prediction GM(1 1 grey prediction model residual analysis
下载PDF
Water inflow forecasting for tunnel considering nonlinear variation of permeability coefficient 被引量:1
6
作者 CHENG Pan ZHAO Lian-heng +4 位作者 ZHANG Shao-wei LI Liang SHEN Zhi-qiang NING Peng-fei ZHANG Ze-hai 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第7期1612-1618,共7页
To assess the water inflow which is more suitable to the actual conditions of tunnel,an empirical correlation about the permeability coefficient changing with depth is introduced.Supposing that the surrounding rock is... To assess the water inflow which is more suitable to the actual conditions of tunnel,an empirical correlation about the permeability coefficient changing with depth is introduced.Supposing that the surrounding rock is heterogeneous isotropy,the formula for calculating water inflow of tunnel with the nonlinear variation of permeability coefficient is deduced.By the contrast analysis with the existing formulas,the presented method has the similar value to them;moreover,the presented method has more simple form and easy to use.Due to parameter analysis,the water inflow decreases after considering the nonlinear variation of permeability coefficient.When the attenuation coefficient a>0,the water inflow increases first till reaches the maximum at a certain depth,then decreases and is close to 0 finally if deep enough.Thus,it is better to keep away from the certain depth where it is with the maximum water inflow for safe operation and economical construction,and reduce the water damage.Based on the analysis,the radius of tunnel has less impact on the amount of water inflow,and the water inflow just increases by 6.7% when the radius of tunnel increases by 1 m. 展开更多
关键词 water inflow forecasting heterogeneous ISOTROPY of SURROUNDING rock PERMEABILITY COEFFICIENT TUNNEL
下载PDF
Influence of Ramjets’ Water Inflow on Supercavity Shape and Cavitator Drag Characteristics 被引量:1
7
作者 Chuang Huang Jianjun Dang +2 位作者 Kai Luo Daijin Li Zhiqiang Wang 《Journal of Marine Science and Application》 CSCD 2017年第2期166-172,共7页
Water ramjets using outer water as an oxidizer have been demonstrated as a potential propulsion mode for underwater High Speed Supercavitating Vehicles (HSSVs) because of their higher energy density, power density, an... Water ramjets using outer water as an oxidizer have been demonstrated as a potential propulsion mode for underwater High Speed Supercavitating Vehicles (HSSVs) because of their higher energy density, power density, and specific impulse, but water flux changes the shapes of supercavity. To uncover the cavitator drag characteristics and the supercavity shape of HSSVs with water inflow for ramjets, supercavitation flows around a disk cavitator with inlet hole are studied using the homogenous model. By changing the water inflow in the range of 0-10 L/s through cavitators having different water inlet areas, a series of numerical simulations of supercavitation flows was performed. The water inflow flux of ramjets significantly influences the drag features of disk cavitators and the supercavity shape, but it has little influence on the slender ratio of supercavitaty. Furthermore, as the water inlet area increases, the drag coefficient of the cavitators' front face decreases, but this increase does not influence the diameter of the supercavity's maximum cross section and the drag coefficient of the entire cavitator significantly. In addition, with increasing waterflux of the ramjet, both the drag coefficient of cavitators and the maximum diameter of supercavities decrease stably. This research will be helpful for layout optimization and supercavitaty scheme design of HSSVs with water inflow for ramjets. 展开更多
关键词 RAMJET water inflow DISK cavitator supercavitaty shape drag CHARACTERISTIC high SPEED supercavitating VEHICLES
下载PDF
Key issues in water sealing performance of underground oil storage caverns: Advances and perspectives 被引量:3
8
作者 Yutao Li Bin Zhang +5 位作者 Lei Wang Yiguo Xue Hanxun Wang Lei Shi Zhenhua Peng Junyan Li 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2023年第10期2787-2802,共16页
Water sealing performance is important for underground water-sealed oil storage(UWSOS).The key issues concerning water sealing performance mainly include the permeability of fractured rock mass(FRM),water-sealed safet... Water sealing performance is important for underground water-sealed oil storage(UWSOS).The key issues concerning water sealing performance mainly include the permeability of fractured rock mass(FRM),water-sealed safety(WSS),water curtain performance,and prediction and control of water inflow.This paper reviews the progress of above four key issues on water sealing performances.First,the permeability of an FRM is the basis of water sealing performance,and several commonly used permeability test methods and spatial variation characteristics of permeability are outlined.Second,the current water sealing criteria are compared,and the evaluation methods of WSS are summarized.Third,the design parameters and efficiency evaluation of water curtain systems(WCSs)are introduced.The water inflow of oil storage caverns(OSCs)can reflect the water sealing effect,and the prediction methods and control measures of water inflow are also summarized.Finally,the advantages and disadvantages of the current research are discussed,and the potential research directions are pointed out,such as optimization of water sealing criteria and FRM model,quantitative evaluation of WCS efficiency,accurate prediction of water inflow,and improvement of grouting technology. 展开更多
关键词 Underground water-sealed oil storage (UWSOS) water-sealed safety(WSS) water curtain system(WCS) water inflow Fractured rock mass permeability
下载PDF
Geochemical characteristics and source analysis of inflow of mine water in Wang’ershan Gold Mine, Shandong 被引量:2
9
作者 QIAN Jianping LI Shuangli CAO Chao 《Chinese Journal Of Geochemistry》 EI CAS 2008年第1期82-89,共8页
Through a systematic observation of water level and temperature, and a comprehensive analysis of the data on major/trace elements, nitrite, hydrogen-oxygen isotopes, the conclusion has been drawn that there are two re... Through a systematic observation of water level and temperature, and a comprehensive analysis of the data on major/trace elements, nitrite, hydrogen-oxygen isotopes, the conclusion has been drawn that there are two relatively independent groundwater systems (cool water and hot water), and the geochemical indicators of hot/cool waters are described. The cool water system is relatively enriched in Ca2+, Mg2+ and HCO3-. Its TDS is relatively low, about 1400–1800 mg/L. The hot water system is relatively enriched in K+, Na+, Cl- and SO42-. Its TDS is relatively high, about 2200–2300 mg/L. The cool water system is enriched in Ba, Ga, Cd, and the hot water system is enriched in B, Ti, Cr, Ni, Cu, Mo, Rb, and Cs, relatively. Especially, the contents of Rb and Cs in the hot water system are more than five times as high as those in the cool water system. The NO3- contents of cool water discharged from the gold mine are relatively high, and those of hot water are extremely low. The δD and δ18O values follow an increasing order of surface water>mine cool water>mine hot water. The cool water comes mainly from the lateral supply of phreatic water, while the hot water comes mainly from the vertical supply of deeply circulating structure-fracture water. The ratio of cool water over hot water was estimated to be about 1:1 by a water quality model.. 展开更多
关键词 地理特征 分析方法 矿山 地下水
下载PDF
水流输入对大比降入湖三角洲演化的影响评估试验
10
作者 宋晓龙 徐海珏 白玉川 《泥沙研究》 CAS CSCD 北大核心 2024年第4期6-12,41,共8页
三角洲是河流携带泥沙入湖或入海时泥沙沉积形成的一种河口地貌。当三角洲上游地势相对较高、整体纵比降较大时,局部沉积体具有冲积扇的特性,三角洲演化过程表现出复杂系统的不确定性。通过进行重复自然模型试验,评估了两种不同流量水... 三角洲是河流携带泥沙入湖或入海时泥沙沉积形成的一种河口地貌。当三角洲上游地势相对较高、整体纵比降较大时,局部沉积体具有冲积扇的特性,三角洲演化过程表现出复杂系统的不确定性。通过进行重复自然模型试验,评估了两种不同流量水流输入对大比降三角洲沉积体形成演化的影响。基于三角洲沉积体横断面结构的多峰高斯函数拟合及其特征参数时变波动性的统计分析,结果表明,在小流量条件下三角洲上游堆积体具有多方向发展的不确定性,在大流量条件下堆积体具有纵向多层级结构化发展的不确定性特征。 展开更多
关键词 水流输入 大比降入湖三角洲 冲积扇特性 堆积结构不确定性
下载PDF
富水裂隙围岩隧道涌水量计算方法与规律分析
11
作者 傅鹤林 安鹏涛 +2 位作者 伍毅敏 李鲒 陈龙 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2024年第3期110-116,共7页
富水裂隙区隧道涌水量预测精度较差,涌水问题尚未得到较好的解决。针对此问题,视裂隙围岩及注浆区为非均质各向异性介质,初期支护及二次支护结构为均质各向同性介质,构建了裂隙围岩下隧道涌水简化计算模型,基于地下水力学理论及流体质... 富水裂隙区隧道涌水量预测精度较差,涌水问题尚未得到较好的解决。针对此问题,视裂隙围岩及注浆区为非均质各向异性介质,初期支护及二次支护结构为均质各向同性介质,构建了裂隙围岩下隧道涌水简化计算模型,基于地下水力学理论及流体质量守恒定律推导了富水裂隙区隧道涌水量计算公式。通过退化分析及案例工程现场实测数据验证了构建富水裂隙区隧道涌水简化计算模型的合理性及涌水量计算式求解的正确性,最后基于解析解揭示了各特征参数对富水裂隙区隧道涌水的影响规律,探讨了富水裂隙区隧道涌水机制。结果表明:理论计算值与现场实测值最大相对误差为8.1%,验证了构建模型的合理性及公式推导的正确性;隧道涌水量随裂隙最大宽度的增加而增大,受堵水结构的联合制约,两者近似呈线性关系;注浆区厚度与隧道半径比值在2倍以内时,隧道涌水量受注浆区厚度的影响显著;富水裂隙区隧道涌水受裂隙分布规律及支护结构的制约,应重视对裂隙分布的调查。 展开更多
关键词 富水裂隙 涌水量 注浆加固 涌水灾害 支护结构
下载PDF
相空间重构后矿井涌水量序列地质学含义及其应用研究
12
作者 李建林 贺奇 +4 位作者 王树威 王心义 王冲 薛杨 《河南理工大学学报(自然科学版)》 CAS 北大核心 2024年第5期43-52,共10页
目的为了确定相空间重构矿井涌水量序列的地质学含义并提高涌水量预测精度,方法以王行庄矿为例,在涌水量序列相空间重构后,对重构后相空间列向量与涌水量主控因素进行相关性分析,并在此基础上建立混沌理论与人工神经网络耦合(Chaos-ENN... 目的为了确定相空间重构矿井涌水量序列的地质学含义并提高涌水量预测精度,方法以王行庄矿为例,在涌水量序列相空间重构后,对重构后相空间列向量与涌水量主控因素进行相关性分析,并在此基础上建立混沌理论与人工神经网络耦合(Chaos-ENN)的涌水量预测模型。结果结果表明:相空间的嵌入维数等于矿井涌水量主控因素个数;相空间的第1,2,4,5,6列向量分别与C_(2)tL_(7-8)含水层水位埋深、O_(2)m+Є_(3)ch含水层水位埋深、采空区面积、C_(2)tL_(1-4)含水层水位埋深、开拓长度具有较高的相关性,第3列与不易量化的其他综合因素有关;构建的Chaos-ENN涌水量预测模型在王兴庄矿的预测精度达到97.91%。结论涌水量序列重构后相空间的列向量具有明确的地质学含义。利用混沌理论可以量化涌水量预测模型中ENN输入层的个数及取值,所以仅需涌水量序列值就可以建立矿井涌水量预测的Chaos-ENN模型,该模型解决了涌水量预测中存在的主控因素难以确定和不易量化的难题,且预测精度高,具有较高的推广价值。 展开更多
关键词 矿井水文系统 相空间重构 涌水量主控因素 混沌特征 Chaos-ENN预测模型
下载PDF
不同进水方式对污泥床膨胀的影响
13
作者 贾学斌 吴俊飞 鲁天舒 《黑龙江科技大学学报》 CAS 2024年第4期572-577,共6页
为了探究不同进水方式对污泥膨胀床性能的影响,设计一种侧向进水物理模型和四种不同进水夹角的底部进水口的数值模型,对比分析计算流体力学的三维模拟与实物模型的运行状态。结果表明:侧向进水方式污泥床在进水时膨胀速率比底部进水方式... 为了探究不同进水方式对污泥膨胀床性能的影响,设计一种侧向进水物理模型和四种不同进水夹角的底部进水口的数值模型,对比分析计算流体力学的三维模拟与实物模型的运行状态。结果表明:侧向进水方式污泥床在进水时膨胀速率比底部进水方式快19%;进水流量对两种进水方式的污泥膨胀高度及死区面积的减少有显著影响,在模拟中倾角为15°时,流量提升2.7倍,死区面积减少87%;底部圆锥倾角的变化,对死区产生显著的影响;侧向进水时,流场分为左右两部分,未有明显的优先流,底部进水则存在沿中轴线前进的主流,两侧的速度场分布梯度较小。 展开更多
关键词 生物反应器 厌氧颗粒污泥 进水方式 CFD 死区
下载PDF
富水岩溶地区隧道涌水预测与施工处置技术研究
14
作者 杨洪 田娇 +3 位作者 欧阳淋旭 欧雪峰 张学民 曾晓辉 《建筑技术》 2024年第9期1090-1093,共4页
针对贵州某隧道施工过程中遭遇一处连通地下暗河的大型溶洞引起隧道内大规模涌水的灾害进行研究,结合水文地质情况对涌水量进行预测和分析后,现场先对岩溶水进行初步释压,后采用水泥砂浆分步回填隧道上伏溶腔以封堵岩溶出水口;进一步采... 针对贵州某隧道施工过程中遭遇一处连通地下暗河的大型溶洞引起隧道内大规模涌水的灾害进行研究,结合水文地质情况对涌水量进行预测和分析后,现场先对岩溶水进行初步释压,后采用水泥砂浆分步回填隧道上伏溶腔以封堵岩溶出水口;进一步采用集水管引排岩溶水的方式对剩余地下水进行二次加强处理,同时将集水管与隧道外侧的泄水洞相连,二者构成一套完整的引排水系统的处治手段。采用堵排相结合的原则有效地达到涌水处置目的,确保了隧道的安全施工,可为类似地层的隧道施工提供有益的借鉴。 展开更多
关键词 隧道工程 富水岩溶 涌水量预测 溶洞溶腔
下载PDF
彬长大佛寺矿井涌水量时序预测
15
作者 侯恩科 徐林啸 荣统瑞 《西安科技大学学报》 CAS 北大核心 2024年第3期490-500,共11页
为提高矿井涌水量预测精度,解决矿井涌水量预测无法及时响应动态变化的问题,构建一种基于模态分解和深度学习的矿井涌水量多因素时间序列组合预测模型。使用变分模态分解和灰色关联分析筛选主控因素,通过双向长短期记忆网络和卷积长短... 为提高矿井涌水量预测精度,解决矿井涌水量预测无法及时响应动态变化的问题,构建一种基于模态分解和深度学习的矿井涌水量多因素时间序列组合预测模型。使用变分模态分解和灰色关联分析筛选主控因素,通过双向长短期记忆网络和卷积长短期记忆网络对高、低频模态分量进行预测。结果表明:对比不同时序预测模型,变分模态分解可以有效捕捉时序数据中的长期依赖关系,提供了更加准确的长期时序数据预测能力;经过鲸鱼优化、贝叶斯优化算法对不同频率模态分量的处理,有效降低了高频部分的无序性、复杂性并优化了较为线性、缓慢的低频部分;验证了矿井涌水量时序预测中的变分模态深度学习组合模型的有效性和适用性,预测精度满足生产需求。该理论丰富了矿井涌水量时序预测方法,对煤矿水害预防具有一定的理论意义。 展开更多
关键词 模态分解 深度学习 时间序列 多因素序列降维 矿井涌水量预测
下载PDF
内蒙古母杜柴登煤矿3^(-1)煤充水条件及矿井涌水量预测
16
作者 李本军 《中国煤炭地质》 2024年第9期40-43,共4页
母杜柴登煤矿矿井涌水量大,且属于高矿化度水,面临着大量疏排矿井涌水和矿井水地面处理的压力。在分析矿区地质及水文地质条件的基础上,认为开采3^(-1)煤层时,矿井水来源于3^(-1)煤顶板─直罗组底界砂岩含水层,包括直罗组底部中、粗粒... 母杜柴登煤矿矿井涌水量大,且属于高矿化度水,面临着大量疏排矿井涌水和矿井水地面处理的压力。在分析矿区地质及水文地质条件的基础上,认为开采3^(-1)煤层时,矿井水来源于3^(-1)煤顶板─直罗组底界砂岩含水层,包括直罗组底部中、粗粒砂岩含水层和3^(-1)煤顶板延安组三段砂岩含水层。运用大井法和达西定律计算的30209工作面涌水量分别为931m^(3)/h、919m^(3)/h,与实际接近。研究可为工作面侧向注浆封堵(含水层改造)、帷幕截流减量的可行性和减量程度提供依据。 展开更多
关键词 矿井水防治 充水条件分析 矿井涌水量预测 母杜柴登煤矿
下载PDF
煤矿充水因素评价及涌水量预测
17
作者 崔耀明 《山西化工》 CAS 2024年第2期178-180,共3页
含水层、老窖水以及采空区积水等水源对煤矿安全生产带来威胁。以山西省某煤矿为例,分析充水因素,并对采用富水系数比拟法对涌水量进行预测,有利于煤矿防治水工作开展,对井下安全生产具有重要意义。
关键词 矿井充水因素 涌水量预测 水文地质条件
下载PDF
基于SSA-CG-Attention模型的多因素采煤工作面涌水量预测 被引量:1
18
作者 丁莹莹 尹尚先 +6 位作者 连会青 刘伟 李启兴 祁荣荣 卜昌森 夏向学 李书乾 《煤田地质与勘探》 EI CAS CSCD 北大核心 2024年第4期111-119,共9页
矿井工作面涌水量预测对确保矿山安全、优化资源配置、提高工作效率等都具有重要作用。为提高预测结果的准确性和稳定性,基于钻孔水位和微震能量数据与涌水量的强关联性,选择其作为多因素特征变量,提出SSA-CG-Attention多因素矿井工作... 矿井工作面涌水量预测对确保矿山安全、优化资源配置、提高工作效率等都具有重要作用。为提高预测结果的准确性和稳定性,基于钻孔水位和微震能量数据与涌水量的强关联性,选择其作为多因素特征变量,提出SSA-CG-Attention多因素矿井工作面涌水量预测模型。该模型在门控循环单元(GatedRecurrentUnit,GRU)提取时序特征的基础上,与卷积神经网络(ConvolutionalNeuralNet-work,CNN)融合形成新的网络结构提取数据的有效非线性局部特征,并且加入注意力机制(Atten-tion),在预测过程中将注意力集中在输入元素上,提高模型的准确性。最后通过麻雀搜索算法(Spar-row Search Algorithm,SSA)优化模型参数,避免局部最优解的问题。将提出的模型分别与传统的BP神经网络、LSTM、GRU单因素涌水量预测模型以及MLP、SLP、SVR、LSTM、GRU、SSA-LSTM、SSA-GRU多因素涌水量预测模型的预测结果进行对比分析,结果表明:SSA算法以最少迭代次数快速寻优,避免了局部最优解的缺陷;SSA-CG-Attention多因素涌水量预测模型整体预测指标绝对误差(E_(MA))、均方根误差(E_(RMS))以及平均绝对百分比误差(E_(MAP))分别为5.24 m^(3)/h、7.25 m^(3)/h、6%,指标方差和为8.90。相较于其他预测模型预测精度更高,相较于单因素涌水量预测模型,多因素涌水量预测模型预测结果更加稳定。研究结果为矿井工作面涌水量预测提供了新的思路与方法,对矿井工作面涌水量预测及防控有着借鉴与指导作用,具有一定的理论价值和现实意义。 展开更多
关键词 涌水量预测 卷积神经网络 门控循环单元 注意力机制 多因素预测 微震能量
下载PDF
鄂尔多斯盆地北部直罗组古河道砂体分布区矿井涌水模式 被引量:1
19
作者 范立民 孙魁 +6 位作者 马万超 胡俭 马雄德 王建文 吴立群 苗彦平 荣辉 《煤炭学报》 EI CAS CSCD 北大核心 2024年第2期917-928,共12页
近十几年来,鄂尔多斯盆地北部煤矿开采频频受到了直罗组地下水的威胁,甚至出现了突水事故。区内以直罗组地下水为充水水源的大水矿井连片分布,且与直罗组古河道砂体关系密切。为阐释神府南区直罗组古河道砂体分布区矿井涌水模式,在直罗... 近十几年来,鄂尔多斯盆地北部煤矿开采频频受到了直罗组地下水的威胁,甚至出现了突水事故。区内以直罗组地下水为充水水源的大水矿井连片分布,且与直罗组古河道砂体关系密切。为阐释神府南区直罗组古河道砂体分布区矿井涌水模式,在直罗组古河道砂体空间分布及其对地下水赋存控制作用研究的基础上,从研究区尺度、井田尺度和工作面尺度,分析了直罗组古河道砂体与矿井涌水的关系,提出了直罗组古河道砂体下矿井涌水模式。结果表明:神府南区直罗组古河道冲刷带沿红碱淖—尔林兔—锦界一线发育,冲刷带内延安组第5段几乎被冲刷剥蚀殆尽,在局部地区延安组第4段也遭受了冲刷。根据砂分散体系分析和隔水岩组发育特征,将冲刷带内充填沉积的古河道砂体分为3级。直罗组古河道砂体富水性的强弱主要受控于砂体规模、物性特征和风化作用,一级砂体(主河道)区域富水性强于二级砂体(分支河道)及三级砂体(三角洲间湾、分流间湾)区域,当砂体遭受风化后,其富水性将进一步增强。基于不同尺度下砂体分级、风化砂体厚度与矿井涌水关系的分析,提出了研究区东部现阶段古河道砂体下生产矿井的3种涌水模式。强涌水模式,主要位于一级砂体分布区,风化砂体厚度一般≥30 m。中等涌水模式,主要位于一级砂体的边缘或二级砂体区域,风化砂体厚度一般10~30 m。弱涌水模式,主要位于三级砂体区域,风化砂体厚度一般<10 m。 展开更多
关键词 直罗组含水层 古河道砂体 矿井涌水模式 水资源保护(保水采煤) 鄂尔多斯盆地北部
下载PDF
基于CEEMDAN和改进的混合时间序列模型工作面涌水量预测研究
20
作者 丁莹莹 尹尚先 +4 位作者 连会青 卜昌森 刘伟 夏向学 周旺 《中国安全生产科学技术》 CAS CSCD 北大核心 2024年第3期110-117,共8页
为提高采煤工作面涌水量预测准确度,收集大量工作面涌水量观测数据进行整理、统计、分析,将涌水量稳定性、周期性和季节性特征考虑在内,提出1种基于数据驱动的完全自适应模态分解算法(CEEMDAN)和改进的混合时间序列模型工作面涌水量预... 为提高采煤工作面涌水量预测准确度,收集大量工作面涌水量观测数据进行整理、统计、分析,将涌水量稳定性、周期性和季节性特征考虑在内,提出1种基于数据驱动的完全自适应模态分解算法(CEEMDAN)和改进的混合时间序列模型工作面涌水量预测方法。该方法利用CEEMDAN处理涌水量数据,构建麻雀搜索算法(SSA)优化的长短期记忆网络(LSTM)和自回归移动平均模型(ARIMA)并行级联而成的混合时间序列模型对工作面涌水量进行预测。研究结果表明:该模型预测结果与真实数据相差更小,平均绝对误差为6.36 m 3/h,均方根误差为10.6 m 3/h,模型拟合系数为0.95,更适用于工作面涌水量预测。研究结果可为矿井工作面涌水量预测及防控提供参考。 展开更多
关键词 涌水量预测 时间序列预测 混合模型 经验模态分解 麻雀搜索算法
下载PDF
上一页 1 2 91 下一页 到第
使用帮助 返回顶部