J. Delgado et Rv. Sole, COLLECTIVE-INDUCED COMPUTATION, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 55(3), 1997, pp. 2338-2344
Many natural systems, such as social insects, perform complex computat
ions collectively. In these groups, large numbers of individuals commu
nicate in a local way and send information to its nearest neighbors. I
nterestingly, a general observation of these societies reveals that th
e cognitive capabilities of individuals are fairly limited, suggesting
that the complex dynamics observed inside the collective is induced b
y the interactions among elements and is not defined at the individual
level. In this paper we use globally coupled maps, as a generic theor
etical model of a distributed system, and Crutchfield's statistical co
mplexity, as our theoretical definition of complexity, to study the re
lation between the complexity the collective is able to induce on the
individual and the complexity of the latter. It is conjectured that th
e observed patterns could be a generic property of complex dynamical n
onlinear networks.