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首页> 外文期刊>Journal of Applied Physics >Analysis of the Tikhonov regularization to retrieve thermal conductivity depth-profiles from infrared thermography data
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Analysis of the Tikhonov regularization to retrieve thermal conductivity depth-profiles from infrared thermography data

机译:分析Tikhonov正则化以从红外热成像数据中检索热导率深度分布

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摘要

We analyze the ability of the Tikhonov regularization to retrieve different shapes of in-depth thermal conductivity profiles, usually encountered in hardened materials, from surface temperature data. Exponential, oscillating, and sigmoidal profiles are studied. By performing theoretical experiments with added white noises, the influence of the order of the Tikhonov functional and of the parameters that need to be tuned to carry out the inversion are investigated. The analysis shows that the Tikhonov regularization is very well suited to reconstruct smooth profiles but fails when the conductivity exhibits steep slopes. We check a natural alternative regularization, the total variation functional, which gives much better results for sigmoidal profiles. Accordingly, a strategy to deal with real data is proposed in which we introduce this total variation regularization. This regularization is applied to the inversion of real data corresponding to a case hardened AISI1018 steel plate, giving much better anticorrelation of the retrieved conductivity with microindentation test data than the Tikhonov regularization. The results suggest that this is a promising way to improve the reliability of local inversion methods.
机译:我们分析了Tikhonov正则化从表面温度数据中检索通常在硬化材料中遇到的不同深度导热系数形状的能力。研究了指数,振荡和S形轮廓。通过执行添加了白噪声的理论实验,研究了Tikhonov函数阶数和需要调整以进行反演的参数的影响。分析表明,Tikhonov正则化非常适合重建平滑轮廓,但当电导率呈现陡峭斜率时会失败。我们检查了自然的替代正则化,即总变异函数,它为S形轮廓提供了更好的结果。因此,提出了一种处理实际数据的策略,其中我们引入了这种总变化正则化。将该正则化应用于与经过表面硬化处理的AISI1018钢板相对应的真实数据的反演,与Tikhonov正则化相比,可以更好地将回收的电导率与微压痕测试数据进行反相关。结果表明,这是提高局部反演方法可靠性的一种有前途的方法。

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  • 来源
    《Journal of Applied Physics》 |2010年第6期|p.064905.1-064905.8|共8页
  • 作者单位

    Departamento de Fisica Aplicada I, Escuela Tecnica Superior de Ingenieria, Universidad del Pats Vasco, Alameda Urquijo s, 48013 Bilbao, Spain;

    rnDepartamento de Fisica Aplicada I, Escuela Tecnica Superior de Ingenieria, Universidad del Pats Vasco, Alameda Urquijo s, 48013 Bilbao, Spain;

    rnDepartamento de Fisica Aplicada I, Escuela Tecnica Superior de Ingenieria, Universidad del Pats Vasco, Alameda Urquijo s, 48013 Bilbao, Spain;

    rnDepartamento de Matematica Aplicada, EUITIZ/IUMA, Universidad de Zaragoza, Campus R(o Ebro, Edificio Torres Quevedo, 50018 Zaragoza, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
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