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基于灰色-神经网络联合模型的大型冷却塔风效应预测 被引量:6
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作者 柯世堂 初建祥 +1 位作者 陈剑宇 瞿宗新 《南京航空航天大学学报》 EI CAS CSCD 北大核心 2014年第4期652-658,共7页
基于灰色GM(1,1)模型和BP人工神经网络,建立灰色-神经网络联合的大型冷却塔平均位移和风振系数预测模型。该联合模型增强了预测结果的自适应性和准确性,能解决因气弹模型试验中测点样本数目太少而无法直接建立神经网络预测模型的局限。... 基于灰色GM(1,1)模型和BP人工神经网络,建立灰色-神经网络联合的大型冷却塔平均位移和风振系数预测模型。该联合模型增强了预测结果的自适应性和准确性,能解决因气弹模型试验中测点样本数目太少而无法直接建立神经网络预测模型的局限。通过某大型冷却塔气弹模型风洞试验结果的算例分析,表明该组合模型对于平均位移和风振系数的预测结果均与试验结果吻合良好,随后基于已训练的模型给出结构风振反应精细化分析所需的输入参数预测结果。这为冷却塔结构风效应的精细化研究提供了一个新的有效方法。 展开更多
关键词 大型冷却塔 灰色系统 神经网络 风振预测 风振系数 风洞试验
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A simplified model to predict blast response of CFST columns 被引量:1
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作者 ZHANG Jun-hao CHEN Bin JIANG Shi-yong 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期683-691,共9页
In order to study the dynamic response of concrete-filled steel tube(CFST) columns against blast loads,a simplified model is established utilizing the equivalent single-degree-of-freedom(SDOF) method,which considers t... In order to study the dynamic response of concrete-filled steel tube(CFST) columns against blast loads,a simplified model is established utilizing the equivalent single-degree-of-freedom(SDOF) method,which considers the non-uniform distribution of blast loads on real column and the axial load-bending moment(P-M) interaction of CFST columns.Results of the SDOF analysis compare well with the experimental data reported in open literature and the values from finite element modeling(FEM) using the program LS-DYNA.Further comparisons between the results of SDOF and FEM analysis show that the proposed model is effective to predict the dynamic response of CFST columns with different blast conditions and column details.Also,it is found that the maximum responses of the columns are overestimated when ignoring the non-uniformity of blast loads,and that neglecting the effect of P-M interaction underestimates the maximum response of the columns with large axial load ratio against close range blast.The proposed SDOF model can be used in the design of the blast-loaded CFST columns. 展开更多
关键词 concrete-filled steel tube (CFST) columns dynamic response single-degree-of-freedom (SDOF) analysis non-uniformblast loads axial load-bending moment (P-M) interaction
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