This thesis develops a nested sampling algorithm into a black box tool for directly calculating the partition function, and thus the complete phase diagram of a material, from the interatomic potential energy function. It represents a significant step forward in our ability to accurately describe the finite temperature properties of materials. In principle, the macroscopic phases of matter are related to the microscopic interactions of atoms by statistical mechanics and the partition function. In practice, direct calculation of the partition function has proved infeasible for realistic models of atomic interactions, even with modern atomistic simulation methods. The thesis also shows how the output of nested sampling calculations can be processed to calculate the complete PVT (pressure–volume–temperature) equation of state for a material, and applies the nested sampling algorithm to calculate the pressure–temperature phase diagrams of aluminium and a model binary alloy.
Nominated as an outstanding PhD thesis by the University of Cambridge, UK Enables the calculation of partition functions as explicit functions of temperature for realistic models of materials directly from atomic interactions Allows the determination of complete phase diagrams and pressure–volume–temperature equations of state Illustrates the efficiency of the algorithm which paves the way for the automated calculation of phase diagrams
Nominated as an outstanding PhD thesis by the University of Cambridge, UK Enables the calculation of partition functions as explicit functions of temperature for realistic models of materials directly from atomic interactions Allows the determination of complete phase diagrams and pressure–volume–temperature equations of state Illustrates the efficiency of the algorithm which paves the way for the automated calculation of phase diagrams Includes supplementary material: sn.pub/extras
Robert John Nicholas Baldock
Nested Sampling Algorithm Efficient Derivation of Phase Diagram Calculation of Partition Function Clone and Decorrelate Unexpected Collective Phenomena Lennard-Jonesium Blind Search Algorithms Aluminium P-T Phase Diagram