The Application of Neural Network in Lifetime Prediction of Concrete

来源 :Journal of Wuhan University of Technology-Materials Science | 被引量 : 0次 | 上传用户:xiaobailxiaoyi
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There are many difficulties in concrete endurance prediction, especially in accurate predicting service life of concrete engineering. It is determined by the concentration of S042-/ Mg2+ / Cl- /Ca2+ , reactionrrrrrrrrrnareas , the cycles of freezing and dissolving, alternatives of dry and wet state, the kind of cement, etc. . In general , because of complexity itself and cognitive limitation, endurance prediction under sulphate erosion is still illegible and uncertain, so this paper adopts neural network technology to research this problem. Through analyzing , the paper sets up a 3 - levels neural network and a 4 - levels neural network to predict the endurance underrrrrrrrrrnsulphate erosion. The 3 - levels neural network includes 13 inputting nodes, 7 outputting nodes and 34 hidden nodes. The 4 - levels neural network also has 13 inputting nodes and 7 outputting nodes with two hidden levels which has 1 nodes and 8 nodes separately. In the end the paper give a example with laboratorial data and discussion the result and It is determined by the concentration of S042- / Mg2 + / Cl- / Ca2 +, reaction r r r r nareas, the cycles of freezing and dissolving, alternatives of dry and wet state, the kind of cement, etc.. In general, because of complexity itself and cognitive limitation, endurance prediction under sulphate erosion is still illegible and uncertain, so this paper adopts neural network technology to research this problem. Through analyzing, the paper sets up a 3 - levels neural network and a 4 - levels neural network to predict the endurance under r r r r r The 3 - levels neural network includes 13 inputting nodes, 7 transmitting nodes and 34 hidden nodes. The 4 - levels neural network also has 13 inputting nodes and 7 output nodes with two hidden levels which has 1 nodes and 8 nodes separately. In the end the paper give a exam ple with laboratorial data and discussion the result and
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