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首页> 外文期刊>International Journal of Heat and Mass Transfer >Inverse determination of temperature-dependent thermophysical parameters using multiobjective optimization methods
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Inverse determination of temperature-dependent thermophysical parameters using multiobjective optimization methods

机译:使用多目标优化方法反演温度相关的热物理参数

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摘要

Multiobjective optimization is employed for solving the inverse steady-state heat transfer for temperature dependent thermophysical properties. On the basis of the proposed method, the thermophysical properties are denoted as a linear combination of a set of basis functions, which are formulated from the measured temperature. Taking the undetermined coefficients as estimation variables, the problem of inverse determination of thermophysical properties can be turned into a multiobjective optimization problem by constructing the temperature distributions in a structure with different forms. Then, the metamodeling, radial basis functions, is introduced to improve the efficiency of optimization, and the solution can be determined by comparing the Pareto set, which is gained by Elitist Non-dominated Sorting Genetic Algorithm (NSGA-Ⅱ), based on screening criteria. Finally, the proposed method has been demonstrated firstly on a one-dimensional problem with exact analytical solution and then tested on a 2-D heat conduction problem simulated by FEA. Numerical results demonstrate that the multiobjective estimation method is high efficient in treating this type of problem, meanwhile, it can solve the ill-post problem which is caused by approximate error of metamodeling and measurement noise.
机译:多目标优化用于解决温度依赖的热物理性质的逆稳态传热问题。在提出的方法的基础上,热物理性质表示为一组基函数的线性组合,这些基函数由测得的温度确定。以不确定的系数作为估计变量,通过在具有不同形式的结构中构造温度分布,可以将热物理性质的逆确定问题转化为多目标优化问题。然后,引入元模型,径向基函数,以提高优化效率,并可以通过比较基于Elitist非支配排序遗传算法(NSGA-Ⅱ)的Pareto集,基于筛选来确定解决方案。标准。最后,该方法首先在具有精确解析解的一维问题上得到证明,然后在有限元分析模拟的二维导热问题上进行了测试。数值结果表明,多目标估计方法在处理此类问题上是高效的,同时可以解决由元建模近似误差和测量噪声引起的不良问题。

著录项

  • 来源
  • 作者

    Huan He; Cheng He; Guoping Chen;

  • 作者单位

    State Key Laboratory of Mechanics and Control for Mechanical Structures, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;

    Research Institute of Pilotless Aircraft, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;

    State Key Laboratory of Mechanics and Control for Mechanical Structures, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Inverse heat transfer; Multiobjective optimization; RBF; NSGA-Ⅱ;

    机译:逆传热;多目标优化;RBF;NSGA-Ⅱ;

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