Information geometry in vapour-liquid equilibrium

被引:61
|
作者
Brody, Dorje C. [1 ]
Hook, Daniel W. [2 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Math, London SW7 2AZ, England
[2] Univ London Imperial Coll Sci Technol & Med, Blackett Lab, London SW7 2AZ, England
关键词
DER-WAALS THEORY; RIEMANNIAN GEOMETRY; DIFFERENTIAL GEOMETRY; FISHER INFORMATION; STATE; VAN; SPACE; THERMODYNAMICS; DIVERGENCE; CURVATURE;
D O I
10.1088/1751-8113/42/2/023001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Using the square-root map p -> root p a probability density function p can be represented as a point of the unit sphere S in the Hilbert space of square-integrable functions. If the density function depends smoothly on a set of parameters, the image of the map forms a Riemannian submanifold M subset of S. The metric on M induced by the ambient spherical geometry of S is the Fisher information matrix. Statistical properties of the system modelled by a parametric density function p can then be expressed in terms of information geometry. An elementary introduction to information geometry is presented, followed by a precise geometric characterization of the family of Gaussian density functions. When the parametric density function describes the equilibrium state of a physical system, certain physical characteristics can be identified with geometric features of the associated information manifold M. Applying this idea, the properties of vapour-liquid phase transitions are elucidated in geometrical terms. For an ideal gas, phase transitions are absent and the geometry of M is flat. In this case, the solutions to the geodesic equations yield the adiabatic equations of state. For a van der Waals gas, the associated geometry of M is highly nontrivial. The scalar curvature of M diverges along the spinodal boundary which envelopes the unphysical region in the phase diagram. The curvature is thus closely related to the stability of the system.
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页数:33
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