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An interval model updating strategy using interval response surface models

机译:使用区间响应面模型的区间模型更新策略

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Stochastic model updating provides an effective way of handling uncertainties existing in real-world structures. In general, probabilistic theories, fuzzy mathematics or interval analyses are involved in the solution of inverse problems. However in practice, probability distributions or membership functions of structural parameters are often unavailable due to insufficient information of a structure. At this moment an interval model updating procedure shows its superiority in the aspect of problem simplification since only the upper and lower bounds of parameters and responses are sought. To this end, this study develops a new concept of interval response surface models for the purpose of efficiently implementing the interval model updating procedure. The frequent interval overestimation due to the use of interval arithmetic can be maximally avoided leading to accurate estimation of parameter intervals. Meanwhile, the establishment of an interval inverse problem is highly simplified, accompanied by a saving of computational costs. By this means a relatively simple and cost-efficient interval updating process can be achieved. Lastly, the feasibility and reliability of the developed method have been verified against a numerical mass-spring system and also against a set of experimentally tested steel plates.
机译:随机模型更新提供了一种有效方法来处理现实世界结构中存在的不确定性。通常,概率论,模糊数学或区间分析都涉及反问题的解决。然而,实际上,由于结构信息不足,常常无法获得结构参数的概率分布或隶属函数。此时,由于仅寻求参数和响应的上限和下限,因此区间模型更新过程在简化问题方面显示出其优势。为此,本研究提出了一种区间响应面模型的新概念,以有效地实现区间模型更新过程。可以最大程度地避免由于使用间隔算法而导致的频繁间隔过高估计,从而可以准确估计参数间隔。同时,极大地简化了区间反问题的建立,同时节省了计算成本。通过这种方式,可以实现相对简单且成本有效的间隔更新过程。最后,已针对数值质量弹簧系统以及一组经过实验测试的钢板验证了所开发方法的可行性和可靠性。

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