Thermodynamics-guided high-throughput discovery of magnetic high-entropy alloys fabricated by spark plasma sintering at different temperatures

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Abstract

This study presents a high-throughput, thermodynamics-guided framework for the discovery of novel magnetic high-entropy alloys (HEA). High-throughput CALPHAD simulations were employed to predict the equilibrium phases and Curie temperatures across a broad compositional space, including benchmark systems. The computational results were integrated with statistical data analysis to identify candidate compositions with optimal magnetic properties. The selected Fe42Co17Ni12Al17Cu6Ti6 HEA was fabricated by spark plasma sintering at various temperatures. For direct comparison, a reference Alnico 5 alloy was synthesized under the same processing conditions at 1273 K. The as-sintered HEA exhibited superior magnetic properties, with a maximum energy product (BHmax) of 4.4 kJ/m³ and coercivities (Hcj = 35.7 kA/m, Hcb = 33.4 kA/m) exceeding those of the Alnico 5 benchmark (BHmax = 3.3 kJ/m³, Hcj = 30.3 kA/m, Hcb = 27.9 kA/m). Furthermore, the HEA exhibited superior thermal stability, maintaining its remanence with a more gradual decline up to 1030 K, in contrast to Alnico 5, which underwent a rapid decrease above 870 K. This work establishes a versatile approach for accelerating the design of sustainable magnetic materials with tailored properties, effectively bridging high-throughput thermodynamic modeling and advanced manufacturing.

Original languageEnglish
Article number185342
JournalJournal of Alloys and Compounds
Volume1049
DOIs
Publication statusPublished - 15 Dec 2025

Keywords

  • CALPHAD
  • High-entropy alloy
  • High-throughput calculations
  • Magnetic properties
  • Microstructure
  • Spark plasma sintering
  • Thermodynamics

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