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Surrogate-Based Optimization of Electrothermal Wing Anti-Icing Systems

机译:基于替代的电热机翼防​​冰系统优化

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摘要

The optimization of electrothermal in-flight anti-icing systems is presented by introducing a general methodology. The optimization goal was to achieve an ice-free area over the protected zone by using the lowest energy possible. The power and/or length of the electric pads are considered as design variables. The optimization procedure is performed via a derivative-free method that typically needs many objective-function evaluations. This would be impractical as aero-icing flow simulation remains computationally intensive when coupled with conjugate heat-transfer calculations, as in the case of ice-protection systems. The cost is even more prohibitive for an optimization process, as a large number of simulations are needed. To make it practical, this work presents a surrogate-based optimization approach using proper orthogonal decomposition, in conjunction with kriging. The results obtained show that the methodology is efficient and reliable in optimizing electrothermal ice-protection systems in particular, and a thermal-based one in general.
机译:通过介绍一种通用方法,介绍了电热机载除冰系统的优化。优化目标是通过使用尽可能最低的能量在保护区上实现无冰区域。电垫的功率和/或长度被认为是设计变量。优化过程是通过无导数方法执行的,该方法通常需要进行许多目标函数评估。这是不切实际的,因为当与共轭传热计算结合使用时(如防冰系统),气流模拟仍然需要大量计算。由于需要大量的仿真,因此对于优化过程而言,成本甚至更高。为了使其实用,这项工作提出了一种基于代理的优化方法,该方法使用适当的正交分解结合克里金法。所获得的结果表明,该方法在优化电热防冰系统方面是有效且可靠的,尤其是在基于热的系统中。

著录项

  • 来源
    《Journal of Aircraft》 |2013年第5期|1555-1563|共9页
  • 作者单位

    Ph.D. Candidate, CFD Laboratory, Department of Mechanical Engineering, 688 Sherbrooke Street West. McGill University, Montreal, Quebec H3A 2S6, Canada;

    Professor, CFD Laboratory, Department of Mechanical Engineering, 688 Sherbrooke Street West. McGill University, Montreal, Quebec H3A 2S6, Canada;

  • 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

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