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基于BP神经网络的保护层卸压高度预测方法研究 被引量:1
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作者 和树栋 《煤炭技术》 CAS 2020年第6期73-75,共3页
研究引入BP神经网络模型对保护层开采条件下冒裂高度进行快速、准确预测。根据卸压开采冒裂运动的特点,选取了覆岩岩性、采高、煤层倾角等6个主要影响因素作为评判指标,建立了保护层开采条件下卸压高度的神经网络预测模型。研究结果表明... 研究引入BP神经网络模型对保护层开采条件下冒裂高度进行快速、准确预测。根据卸压开采冒裂运动的特点,选取了覆岩岩性、采高、煤层倾角等6个主要影响因素作为评判指标,建立了保护层开采条件下卸压高度的神经网络预测模型。研究结果表明,BP神经网络模型能够较准确地预测保护层开采条件下上覆岩层的冒裂高度,该模型易于操作、实用性强、预测精度高,是预测保护层卸压高度的新的技术途径。 展开更多
关键词 BP神经网络 保护层 卸压高度 理论计算 预测
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邻近层卸压带高度神经网络预测模型的研究 被引量:1
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作者 秦玉金 马丕梁 《煤炭科学技术》 CAS 北大核心 2006年第7期81-85,共5页
利用人工神经网络知识,建立了能表征多种主要影响因素的邻近层卸压高度的神经网络模型。实践证明,能够较准确地预测邻近层卸压高度,较全面地综合反应“两带”发育高度因素,精确度高,实用性强。
关键词 邻近层 卸压高度 BP神经网络
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Dynamic characteristics of high stressed red sandstone subjected to unloading and impact loads 被引量:12
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作者 GONG Feng-qiang ZHONG Wen-hui +2 位作者 GAO Ming-zhong SI Xue-feng WU Wu-xing 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期596-610,共15页
In the process of deep projects excavation,deep rock often experiences a full stress process from high stress to unloading and then to impact disturbance failure.To study the dynamic characteristics of three-dimension... In the process of deep projects excavation,deep rock often experiences a full stress process from high stress to unloading and then to impact disturbance failure.To study the dynamic characteristics of three-dimensional high stressed red sandstone subjected to unloading and impact loads,impact compression tests were conducted on red sandstone under confining pressure unloading conditions using a modified split Hopkinson pressure bar.Impact disturbance tests of uniaxial pre-stressed rock were also conducted(without considering confining pressure unloading effect).The results demonstrate that the impact compression strength of red sandstone shows an obvious strain rate effect.With an approximately equal strain rate,the dynamic strength of red sandstone under confining unloading conditions is less than that in the uniaxial pre-stressed impact compression test.Confining pressure unloading produces a strength-weakening effect,and the dynamic strength weakening factor(DSWF)is also defined.The results also indicate that the strain rate of the rock and the incident energy change in a logarithmic relation.With similar incident energies,unloading results in a higher strain rate in pre-stressed rock.According to the experimental analysis,unloading does not affect the failure mode,but reduces the dynamic strength of pre-stressed rock.The influence of confining pressure unloading on the shear strength parameters(cohesion and friction angle)is discussed.Under the same external energy impact compression,prestressed rock subjected to unloading is more likely to be destroyed.Thus,the effect of unloading on the rock mechanical characteristics should be considered in deep rock project excavation design. 展开更多
关键词 deep rock excavation unloading unloading confining pressure three-dimensional high stress strengthweakening effect impact disturbance
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An analysis on the effect of mining height and floor lithology on pressure relief of upper protective layers
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作者 Xu-chao HUANG Dong-ling SUN Kang-wu FENG 《Journal of Coal Science & Engineering(China)》 2013年第1期46-50,共5页
In order to understand the effect of mining height and floor lithology at the upper protective layer face on the pressure relief of protected coal seams, this paper uses a numerical simulation method to model the pres... In order to understand the effect of mining height and floor lithology at the upper protective layer face on the pressure relief of protected coal seams, this paper uses a numerical simulation method to model the pressure changes at protected coal seam during mining upper protective layer. The results show that the taller the mining height at the upper protective layer face, the greater the protection on protected coal seam due to the higher level of pressure release; the upper protective layer face with hard rock floor impedes the pressure release at the protected coal seam, which affects the overall effect of the pressure release at protected coal seam using the protective layer mining method. 展开更多
关键词 mining height floor lithology mining upper protective layer pressure relief EFFECT
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