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Non-statistical physically reasonable technique for a posteriori estimation of experimental data error

机译:用于实验数据误差的后验估计的非统计物理合理技术

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In the paper presented is an application of the physically based global method (PBGM) to a posteriori estimation of experimental data error. It is proposed here to build data error measures by spanning a high quality physically reasonable smoothing fit to data and treat it as a reference field for error estimation in a very similar way it is done in the postprocessing type error estimates used widely in FE or meshless methods, where the higher order (superconvergent) solutions are used for building error estimates (post-processing type of error estimators). The new technique is different from classical methods of experimental data error estimation as it provides non-statistical estimates of the data error and as such it may be applied to a wider range of problems, including cases when only a single data set is available (e.g., destructive testing). And because the new approach builds the estimates while performing its standard physically based global-type approximation, it fully integrates other features of the PBGM approach like data interpolation, extrapolation or differentiation. In the paper the whole PBGM approach is presented, including the concept of the method formulated for the case of analysis of residual stress in railroad rails, discretisation with MFDM, then several PBGM a posteriori error estimates are introduced and results for test problems (benchmark and actual data) are shown.
机译:在本文中介绍的是基于物理的全局方法(PBGM)在实验数据误差的后验估计中的应用。在此建议通过跨越高质量的物理合理的平滑拟合来建立数据错误度量,并将其作为错误估计的参考字段,其方式与在FE或无网格中广泛使用的后处理类型错误估计中所做的非常相似方法,其中使用更高阶(超收敛)解来构建误差估计(误差估计器的后处理类型)。这项新技术不同于传统的实验数据误差估计方法,因为它提供了数据误差的非统计估计,因此可以应用于更广泛的问题,包括只有单个数据集可用的情况(例如,破坏性测试)。并且由于新方法在执行其基于物理的标准全局近似值时会建立估计,因此它完全集成了PBGM方法的其他功能,例如数据插值,外推或微分。本文介绍了整个PBGM方法,包括为分析钢轨中的残余应力,使用MFDM离散化而制定的方法的概念,然后介绍了几种PBGM和后验误差估计以及测试问题的结果(基准和实际数据)。

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