RT info:eu-repo/semantics/bachelorThesis T1 Propiedades estáticas, dinámicas y electrónicas de las aleaciones líquidas Fe-Ni y Fe-Ni-S. Estudio de primeros principios con redes neuronales A1 de Andrés Sánchez, César A2 Universidad de Valladolid. Facultad de Ciencias K1 DFT K1 Machine Learning AB Various static and dynamic properties of the binary compounds Fex Ni1 – x , x = 1, 0.90, 0.85,at the thermodynamic state of 1875 K and 0 GPa have been studied, combining first principles molecular dynamics techniques with Machine Learning.The total and global structure factors reveal practically no change in the internal structure of these systems, and the diffusion coefficients indicate a lower mobility of the iron atoms as nickel is added. We also show results for the adiabatic speed of sound and shear viscosity, comparing them with the available experimental measurements, showing a decreasing trend in viscosity and an increasing trend in the speed of sound as nickel is added, highlighting the use of Machine Learningin the calculation of the latter, which has allowed to obtain notably more precise results. YR 2024 FD 2024 LK https://uvadoc.uva.es/handle/10324/70923 UL https://uvadoc.uva.es/handle/10324/70923 LA spa NO Departamento de Física Teórica, Atómica y Óptica DS UVaDOC RD 27-dic-2024