We review the stochastic Gross-Pitaevskii approach for non-equilibrium finite
temperature Bose gases, focussing on the formulation of Stoof; this method
provides a unified description of condensed and thermal atoms, and can thus
describe the physics of the critical fluctuation regime. We discuss
simplifications of the full theory, which facilitate straightforward numerical
implementation, and how the results of such stochastic simulations can be
interpreted, including the procedure for extracting phase-coherent
(condensate') and density-coherent (quasi-condensate’) fractions. The power
of this methodology is demonstrated by successful ab initio modelling of
several recent atom chip experiments, with the important information contained
in each individual realisation highlighted by analysing dark soliton decay
within a phase-fluctuating condensate.

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