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基于多元回归模型的矿用胶轮车动力性评估 被引量:3
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作者 成文浩 寇子明 +1 位作者 闫政 张润泽 《煤炭工程》 北大核心 2020年第2期147-150,共4页
针对防爆轻型胶轮车在煤矿日常维护中动力性检测成本高难以实现,而排放检测比较便捷的现状,提出用排放检测数据评估轻型胶轮车动力性的多元回归方法。首先根据动力性排放关联因素选择了防爆轻型胶轮车排放检测设备,利用SPSS软件中多元... 针对防爆轻型胶轮车在煤矿日常维护中动力性检测成本高难以实现,而排放检测比较便捷的现状,提出用排放检测数据评估轻型胶轮车动力性的多元回归方法。首先根据动力性排放关联因素选择了防爆轻型胶轮车排放检测设备,利用SPSS软件中多元回归法得出最理想的拟合方程,建立矿用轻型胶轮车动力性评估的多元回归模型。其次,进行了动力性评估试验,将模型评估结果与底盘测功测得的底盘最大输出功率对比。试验结果表明,排放中烟度、氮氧化合物、排气温度与胶轮车动力性呈负相关,一氧化碳与胶轮车动力性呈正相关,模型可有效评估车辆动力性的最大底盘输出功率,且模型评估误差不超过±5%。该模型可以作为日常车辆动力性检测的评估依据。 展开更多
关键词 矿用轻型胶轮车 多元回归 动力性评估
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Three-dimensional pseudo-dynamic reliability analysis of seismic shield tunnel faces combined with sparse polynomial chaos expansion
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作者 GUO Feng-qi LI Shi-wei ZOU Jin-Feng 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期2087-2101,共15页
To address the seismic face stability challenges encountered in urban and subsea tunnel construction,an efficient probabilistic analysis framework for shield tunnel faces under seismic conditions is proposed.Based on ... To address the seismic face stability challenges encountered in urban and subsea tunnel construction,an efficient probabilistic analysis framework for shield tunnel faces under seismic conditions is proposed.Based on the upper-bound theory of limit analysis,an improved three-dimensional discrete deterministic mechanism,accounting for the heterogeneous nature of soil media,is formulated to evaluate seismic face stability.The metamodel of failure probabilistic assessments for seismic tunnel faces is constructed by integrating the sparse polynomial chaos expansion method(SPCE)with the modified pseudo-dynamic approach(MPD).The improved deterministic model is validated by comparing with published literature and numerical simulations results,and the SPCE-MPD metamodel is examined with the traditional MCS method.Based on the SPCE-MPD metamodels,the seismic effects on face failure probability and reliability index are presented and the global sensitivity analysis(GSA)is involved to reflect the influence order of seismic action parameters.Finally,the proposed approach is tested to be effective by a engineering case of the Chengdu outer ring tunnel.The results show that higher uncertainty of seismic response on face stability should be noticed in areas with intense earthquakes and variation of seismic wave velocity has the most profound influence on tunnel face stability. 展开更多
关键词 reliability analysis shield tunnel face sparse polynomial chaos expansion modified pseudo-dynamic approach seismic stability assessment
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