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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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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 phase stability, crystal symmetry, diffusion, volume and particle/matrix interfaces sets the pace for the kinetics. Thermodynamic modelling, which focuses on stable precipitates, is not an aid in describing such processes, as it is usually transitional phases that achieve the desired properties. The model presented here combines first-principles to obtain the transition precipitate energetics (both at the bulk and at the interface with the matrix) with thermochemical databases to describe the overall kinetics of 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 and heat 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,以实现其所需的性能。其中许多涉及精心设计的降水序列,其中主要作用不是由热力学稳定的物种发挥,而是由亚稳的沉淀发挥。相稳定性,晶体对称性,扩散,体积和颗粒/基质界面之间的相互作用决定了动力学的步伐。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。这里介绍的模型结合了第一性原理,并使用热化学数据库来获得过渡沉淀物的能量学信息(包括本体和与基质的界面),以描述稳定沉淀物的整体动力学。沉淀物的大小和数量密度通过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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