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基于机器学习的动力学环境预测方法 被引量:3
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作者 闫桂荣 董龙雷 喻磊 《应用力学学报》 CAS CSCD 北大核心 2013年第1期13-18,142,共6页
为了研究建立同一结构在两个不同系统中振动响应之间的映射关系模型的基本问题,以两种边界条件组成的两个系统为例,从其动力学方程出发,建立了基于时域、频域描述的映射关系的力学模型。为求解两个系统的映射关系模型,引入以统计学习理... 为了研究建立同一结构在两个不同系统中振动响应之间的映射关系模型的基本问题,以两种边界条件组成的两个系统为例,从其动力学方程出发,建立了基于时域、频域描述的映射关系的力学模型。为求解两个系统的映射关系模型,引入以统计学习理论为基础的机器学习方法——支持向量机法,借助于决策函数可以从一种边界条件预测同一结构在另一种边界条件下结构的响应,并通过实验证明了该方法的有效性。 展开更多
关键词 映射关系模型 动力学环境预测 支持向量机
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Mining-Induced Seismicity in the Kola Peninsula Mines
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作者 Anatoly Kozyrev Viktor Panin Iuliia Fedotova 《Journal of Civil Engineering and Architecture》 2013年第7期897-906,共10页
Mining-induced seismicity is a reflection of rock geomechanical evolution of geological environment in the natural and man-made systems and in the mining-technical systems. In order to predict and prevent mining-induc... Mining-induced seismicity is a reflection of rock geomechanical evolution of geological environment in the natural and man-made systems and in the mining-technical systems. In order to predict and prevent mining-induced seismicity, it is necessary to research geodynamics and stress state of intact rock mass, to determine possible deformations and additional stresses as a result of large-scale rock extraction, conditions of accumulated energy release. For that a geodynamical monitoring is required on every stage of deposit development and a closing. The report considers principal influencing factors of preparation and occurrence of mining-induced earthquakes. Also it estimates precursors and indicators of rock mass breaking point, and experience concerning prediction and prevention of mining-induced seismicity in the Khibiny apatite mines in the Murmansk region, which is the largest mining province. 展开更多
关键词 Mining-induced seismicity PREDICTION precursors large-scale rock extraction.
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