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Zhaoxuan Ge

Publications and source records attributed to Zhaoxuan Ge.

2 recordsLinked to original sources

Laser-scanning of induction-melted Al alloys: are they representative of additively manufactured ones?

The bottleneck of alloy design for powder-based additive manufacturing (AM) resides in customized powder production - an expensive and time-consuming process hindering the rapid closed-loop design iterations. This study analyzed an expedited experimental workflow, i.e., multipath laser scanning of induction-melted samples, to mimic rapid solidification of AM to serve as an alternative approach to down-select from the design space. Using Al-Ni-Zr-Er model alloy, comprehensive multi-scale characterizations were performed to compare microstructural features between laser-scanned and laser powder bed fusion (LPBF) samples. Although demonstrating a difference in melt pool geometries, the microstructures in scanning electron microscopy (SEM)- and transmission electron microscopy (TEM)- scale demonstrate a high degree of similarity, in terms of microstructure morphology, grain size, presence of precipitates, and phase distribution. The mechanical performance was evaluated by microhardness tests. The results revealed a 20% reduction in laser-scanned samples compared to LPBF samples, attributed to the thermal history and potential differences in phase fractions. The decreasing trend was also observed in the benchmark alloy showing a 10% absolute error with respect to the model alloy. This study underscores the potential of this workflow to accelerate alloy design in AM by circumventing customized powder production and encourages further exploration across diverse materials and processing parameters.

physics.app-ph

Additively manufacturable high-strength aluminum alloys with thermally stable microstructures enabled by hybrid machine learning-based design

Additively manufactured (AM) aluminum alloys with high strength and thermal stability have broad applications in turbine engines, vacuum pumps, heat exchangers, and many other industrial systems. Employing precipitates with an L1$_2$ structure to block dislocation motions is a widespread strategy to strengthen aluminum. However, to achieve high strength, a high volume fraction of small precipitates is required, and these characteristics are generally mutually exclusive. Here, we show that for certain compositions of Al alloys, L1$_2$ phases initially precipitate as sub-micron metastable ternary phases under the rapid solidification conditions of powder bed AM, yet the subsequent L1$_2$ phases that precipitate during heat treatment of the sample remain at the nanoscale, imparting high strength. For strength to be retained at elevated temperature, these nanoprecipitates must have low coarsening rates. To inversely design the composition of an alloy to have these target microstructural features, we used hybrid calculation of phase diagram (CALPHAD)-based integrated computational materials engineering (ICME) and Bayesian optimization techniques. We tested our approach by designing an Al-Er-Zr-Y-Yb-Ni model alloy, and the selected composition was manufactured in powder form as AM feedstock. The strength of specimens manufactured via laser powder bed fusion (LPBF) from the designed composition is comparable to that of wrought Al 7075, yet without cracking that occurs upon LPBF of Al 7075. After high-temperature (400$^\circ$C) aging the designed alloy is 50% stronger than the strongest known benchmark printable Al alloy.

cond-mat.mtrl-sci