EVOLUTION OF BIOLOGICAL REGULATION NETWORKS UNDER COMPLEX ENVIRONMENTAL CONSTRAINTS

Authors
Citation
E. Chiva et P. Tarroux, EVOLUTION OF BIOLOGICAL REGULATION NETWORKS UNDER COMPLEX ENVIRONMENTAL CONSTRAINTS, Biological cybernetics, 73(4), 1995, pp. 323-333
Citations number
44
Categorie Soggetti
Computer Science Cybernetics","Biology Miscellaneous
Journal title
ISSN journal
03401200
Volume
73
Issue
4
Year of publication
1995
Pages
323 - 333
Database
ISI
SICI code
0340-1200(1995)73:4<323:EOBRNU>2.0.ZU;2-Y
Abstract
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.