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基于全连接神经网络的某核设施钢箱型结构畸变模型修正研究
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作者 张克新 蔡雪松 +3 位作者 崔龙 李文举 王嘉龙 侯钢领 《核科学与工程》 2025年第4期749-756,共8页
为解决畸变模型预测原型结构全部力学性能误差大的问题,应用全连接神经网络结合数值模拟提升了复杂结构畸变模型力学性能预测精度。以某核退役堆钢箱型结构的几何畸变模型为研究对象,采用相似理论和有限元模拟为全连接神经网络模型提供... 为解决畸变模型预测原型结构全部力学性能误差大的问题,应用全连接神经网络结合数值模拟提升了复杂结构畸变模型力学性能预测精度。以某核退役堆钢箱型结构的几何畸变模型为研究对象,采用相似理论和有限元模拟为全连接神经网络模型提供训练数据,开展了网络层级和神经元数量的优化以及模型评价等研究,进而建立了畸变模型修正方法。通过与原型结构比较,验证了畸变模型结合全连接神经网络能准确预测原型结构各个位置的应变、应力、位移等多参数力学性能,对于神经网络提高结构模型试验具有重要的参考价值。 展开更多
关键词 畸变试验模 全连接神经网络 钢箱型结构 多参数力学性能
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Estimating extreme temperature differences in steel box girder using long-term measurement data 被引量:5
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作者 丁幼亮 王高新 《Journal of Central South University》 SCIE EI CAS 2013年第9期2537-2545,共9页
The extreme temperature differences in fiat steel box girder of a cable-stayed bridge were studied.Firstly,by using the long-term measurement data collected by the structural health monitoring system installed on the ... The extreme temperature differences in fiat steel box girder of a cable-stayed bridge were studied.Firstly,by using the long-term measurement data collected by the structural health monitoring system installed on the Runyang Cable-stayed Bridge,the daily variations as well as seasonal ones of measured temperature differences in the box girder cross-section area were summarized.The probability distribution models of temperature differences were further established and the extreme temperature differences were estimated with a return period of 100 years.Finally,the temperature difference models in cross-section area were proposed for bridge thermal design.The results show that horizontal temperature differences in top plate and vertical temperature differences between top plate and bottom plate are considerable.All the positive and negative temperature differences can be described by the weighted sum of two Weibull distributions.The maximum positive and negative horizontal temperature differences in top plate are 10.30 ℃ and -13.80 ℃,respectively.And the maximum positive and negative vertical temperature differences between top plate and bottom plate are 17.30 ℃ and-3.70 ℃,respectively.For bridge thermal design,there are two vertical temperature difference models between top plate and bottom plate,and six horizontal temperature difference models in top plate. 展开更多
关键词 structural health monitoring cable-stayed bridge steel box girder temperature difference extreme value analysis
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