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First-principles and genetic modelling of precipitation sequences in aluminium alloys

机译:铝合金中析出顺序的第一性原理和遗传建模

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摘要

Aluminium alloys display complex phase transitions to achieve their desired properties.Many of these involve elaborated precipitation sequences where the main role is not played by ther-modynamically stable species, but by metastable precipitates instead. An interplay between phasestability, crystal symmetry, diffusion, volume and particle/matrix interfaces sets the pace for the ki-netics. Thermodynamic modelling, which focuses on stable precipitates, is not an aid in describingsuch processes, as it is usually transitional phases that achieve the desired properties. The model pre-sented here combines first-principles to obtain the transition precipitate energetics (both at the bulkand at the interface with the matrix) with thermochemical databases to describe the overall kineticsof stable precipitates. Precipitate size and number density are captured via the Kampmann-Wagner numerical approach, which is embedded in a genetic algorithm to obtain optimal compositional andheat treatment scenarios for the optimisation of the mechanical properties in aluminium alloys of the 7000 series.
机译:铝合金表现出复杂的相变以实现所需的性能,其中许多涉及复杂的析出序列,其中主要的作用不是由热力学稳定的物种发挥,而是由亚稳的析出发挥。相稳定性,晶体对称性,扩散性,体积和粒子/基质界面之间的相互作用为动力学提供了基础。着重于稳定沉淀物的热力学建模并不能帮助描述这种过程,因为通常是达到所需性能的过渡相。这里提出的模型结合了第一性原理,以获得过渡沉淀物的能量学信息(包括本体和与基质的界面处),并带有热化学数据库来描述稳定沉淀物的整体动力学。沉淀物的尺寸和数量密度通过Kampmann-Wagner数值方法捕获,该方法嵌入遗传算法中,以获得最佳的成分和热处理方案,以优化7000系列铝合金的机械性能。

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