E. Chiva et P. Tarroux, EVOLUTION OF BIOLOGICAL REGULATION NETWORKS UNDER COMPLEX ENVIRONMENTAL CONSTRAINTS, Biological cybernetics, 73(4), 1995, pp. 323-333
This work investigates the influence of environmental inducers on the
organization of cell regulation networks, using a connectionist approa
ch. Protein interactions are modeled by an asymmetrical recurrent netw
ork, the units of which take continuous values. In contrast to classic
al models, we explicitly introduce a genome to encode the architecture
of the system. This feature enables us to introduce an evolution mode
l, in which a genetic algorithm that mimics the effects of evolution o
n proteins mutual interactions is used. We assume an efficient system
to respond to persistent environmental stimuli, independently of their
amplitude. Results are presented that show a structuration of the net
work with the emergence of specialized hierarchical structures. These
structures seem to drive the system at the edge of chaos, so that it c
an present adapted responses to significant environmental changes.