Application of response surface-based finite element model in structural damage identification of concrete beams

Peng Weng, Hongyu Hui, Yang Zou
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Abstract

The emergence of finite element model modification techniques has made it possible to use numerical theoretical analysis techniques to achieve the assessment of the bearing capacity of two problems in practical engineering. Therefore, an improved scheme of finite element model based on the response surface method is proposed, which is optimized by GA algorithm and verified. The experimental results show that the mid-span deformation and strain of the beam under static load are below 5%. Under different static responses, the deformation amplitude is within the set range of concrete structure failure, and has high sensitivity. The precision of response surface equation under different static responses is above 0.99, the highest is 0.9996, which shows the good fitting accuracy of the model. The calculated results of the two optimal methods are in good agreement with the measured results, and the deviation comparison values are within 10%, the lowest is 1.1%. It can identify the concentrated parts of the concrete beam, which is basically consistent with the actual results. In summary, the improved finite element model of response surface can be used to better judge the stress status of concrete beams. Through optimization such as genetic algorithms, the damage identification rate of structures can be effectively improved, which is of great significance in practical engineering applications.
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基于响应面的有限元模型在混凝土梁结构损伤识别中的应用
有限元模型修正技术的出现,使得利用数值理论分析技术实现实际工程中两大问题的承载力评估成为可能。为此,提出了一种基于响应面法的有限元模型改进方案,并对该方案进行了遗传算法优化和验证。试验结果表明,在静荷载作用下,梁的跨中变形和应变均在5%以下。在不同的静力响应下,变形幅值均在混凝土结构破坏的设定范围内,具有较高的灵敏度。不同静响应下的响应面方程精度均在0.99以上,最高可达0.9996,表明模型具有较好的拟合精度。两种优化方法的计算结果与实测结果吻合较好,偏差比较值在10%以内,最小为1.1%。可以识别出混凝土梁的集中部位,与实际结果基本一致。综上所述,改进的响应面有限元模型可以更好地判断混凝土梁的受力状态。通过遗传算法等优化,可以有效提高结构的损伤识别率,在实际工程应用中具有重要意义。
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