管状脉动热管性能预测的代理模型

Mouret Gaëlle, Ibrahim Mira, Becerril César, Cataldo Filippo
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引用次数: 0

摘要

电力电子器件,如绝缘栅双极晶体管(IGBT)、中央处理器(CPU)、图形处理单元(GPU)和二极管等,是控制新一代(更电气)飞机中嵌入的电子器件的关键部件。这些电力电子设备越来越小,越来越高效。然而,它们性能的提高和小型化也增加了它们的热量释放。冷却这些电力电子设备的一种解决方案是脉冲热管(PHP),这是一种非常高效的被动两相流热交换器。本工作讨论了使用代理建模的PHP预设计工具的构造。为此,介绍了数据库生成、代理训练和预测不同PHP几何形状的热阻性能。
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Surrogate Model for the Prediction of the Performance of a Tubular Pulsated Heat Pipe
Power electronics like Insulated Gate Bipolar Transistors (IGBT), Central Processing Units (CPU), Graphics Processing Units (GPU), and diodes, among others are key pieces for the control of electronics embedded in the new generation (more electrical) aircraft. These power electronics are smaller and more and more efficient. However, the increase in their performance and their miniaturization also increases their heat release. A solution to cool down these power electronics is the Pulsated Heat Pipes (PHP), which are very efficient and passive two-phase flow heat exchangers. This work discusses the construction of a PHP predesign tool using surrogate modelling. For this purpose, the database generation, surrogate training, and performance in predicting the thermal resistance of different PHP geometries are presented.
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