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基于BP网络的混凝土抗冻性 被引量:4

Modeling of Concrete Frost Resistance on BP Network Basis
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摘要 运用改进的BP算法,建立了3 5 2及3 5 1混凝土抗冻性BP网络计算模型·模型(1)(3 5 2)以水灰比、单位水泥用量及砂率为输入,以冻融后混凝土质量损失及冻融后混凝土强度损失为输出;模型(2)(3 5 1)及模型(3)(3 5 1)的输入与模型(1)相同,输出分别为冻融后混凝土质量损失和冻融后混凝土强度损失·计算结果与试验结果符合较好· Three computation models of concrete frost resistance are established on basis of optimized BP algorithm,and each of them has an input layer,hidden layer and output layer. The model (1) is named 3-5-2 type in which 3 input neurons,5 hidden neurons and 2 output neurons are covered. The models (2) and (3) are both named 3-5-1 type in which 3 input neurons,5 hidden neurons and 1 output neuron are covered. In models (1) the water/cement ratio,unit cement consumption and sand percentage are taken as inputs, with both loss of weight and loss of strength after thawing as outputs. As to models (2) and (3), the inputs are the same to model (1) but the outputs of model (2) and of model (3) are loss of weight and loss of strength after thawing, respectively. The results of the computation conform well to that of tests. All models developed are realized with Visual Basic 6.0. The modeling shows that optimized BP algorithms are very efficient in quantitative analysis of concrete frost resistance.
作者 程云虹 刘斌
出处 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2004年第2期164-166,共3页 Journal of Northeastern University(Natural Science)
基金 国家自然科学基金资助项目(40072006)
关键词 混凝土 抗冻性 质量损失 强度损失 BP网络 水灰比 水泥用量 concrete frost resistance weight loss strength loss BP network water/cement ratio unit cement consumption
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