Then MapReduce shuffles the map output by key and does another parallel computation on the redistributed map output, writing the results to the file system in the Reduce phase of the computation.

An air water two phase flow model for air demand computation for tunnels is developed in this paper.

The results of example computation prove that the phase equilibrium model presented by the authors not long ago can be effectively used in computation for rectification.