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基于局部-整体相关特征的多单元化工过程分层监测 被引量:7
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作者 姜庆超 颜学峰 《自动化学报》 EI CSCD 北大核心 2020年第9期1770-1782,共13页
针对一类多单元化工过程的监测问题,提出基于局部-整体相关特征的分层故障检测与故障定位方法,通过表征单元内部变量相关性、单元与单元间相关性、局部单元与过程整体相关性,对过程运行状态进行判断,以提升过程监测的准确性与可靠性.首... 针对一类多单元化工过程的监测问题,提出基于局部-整体相关特征的分层故障检测与故障定位方法,通过表征单元内部变量相关性、单元与单元间相关性、局部单元与过程整体相关性,对过程运行状态进行判断,以提升过程监测的准确性与可靠性.首先,采用典型相关分析,通过引入邻域单元相关变量提取每个单元的独有特征和外部相关特征;其次,对每个单元的独有特征和所有单元的外部相关特征建立统计模型实现分层故障检测;然后,建立单元-变量分层贡献图,对故障单元以及故障变量实现分层定位.通过在Tennessee Eastman仿真过程和一个实验室级甘油精馏过程中的应用说明所提分层监测方法的有效性. 展开更多
关键词 局部-整体相关特征 多单元化工过程 分层过程监测 故障检测 故障定位
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Fractal characterization for the mining crack evolution process of overlying strata based on microseismic monitoring technology 被引量:4
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作者 Liu Chao Xue Junhu +1 位作者 Yu Guofeng Cheng Xiaoyu 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2016年第2期295-299,共5页
In order to study the evolution laws during the development process of the coal face overburden rock mining-induced fissure,we studied the process of evolution of overburden rock mining-induced fissures and dynamicall... In order to study the evolution laws during the development process of the coal face overburden rock mining-induced fissure,we studied the process of evolution of overburden rock mining-induced fissures and dynamically quantitatively described its fractal laws,based on the high-precision microseismic monitoring method and the nonlinear Fractal Geometry Theory.The results show that:the overburden rock mining-induced fissure fractal dimension experiences two periodic change processes with the coal face advance,namely a Small→ Big→ Small process,which tends to be stable;the functional relationship between the extraction step distance and the overburden rock mining-induced fissure fractal dimension is a cubic curve.The results suggest that the fractal dimension reflects the evolution characteristics of the overburden rock mining-induced fissure,which can be used as an evaluation index of the stability of the overburden rock strata,and it provides theoretical guidance for stability analysis of the overburden rock strata,goaf roof control and the support movements in the mining face. 展开更多
关键词 Microseismic monitoring technology Fractal characterization Mining crack Evolution law Overlying strata
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