Local microscopic information and an associated information flow

The basic quantity in the formalism is a local information (in space), based on the observation of the states at one side (either left or right) of the position of interest. From the internal statistics in the spatial pattern a local conditional probability is formed, which will then define a local information quantity as follows. In information terms one would expect that when a local less common configuration is encountered at a certain position i in the sequence of cells, the conditional probability for that configuration given the n-length symbol sequence, for example, in the cells to the left of it will be relatively small. This implies a high local information of that conditional probability,

 

         clip_image003,                                                                 (1)

 

where zi denotes the symbol at position i, see [Helvik et al, 2007]. A corresponding local information clip_image006 conditioned on the n cells to the right of the position i is similarly defined. Such a local information quantity has a spatial average that can be written

 

         clip_image009.                                   (2)

 

By using the ergodicity theorem, one can conclude that in average the local information equals the entropy s of the system,

 

         clip_image003.                               (3)

 

For details of this derivation involving information theory for symbol sequences, see the lecture notes [Lindgren, 2008]. A similar expression holds for the corresponding right-sided quantity clip_image006. We can then define a local information as an average between the two,

 

         clip_image017,                                                                           (4)

 

This means that the local information Ii,n, as well as the left- and right-handed versions, has a spatial average that equals the entropy of the system. In the limit of an infinitely long conditioned sequence, we define the local (left-sided) entropy sL(i) at position i,

 

         clip_image020,                                                                                  (5)

 

and the right-sided counterpart is similarly defined.