Title :
Dynamical properties of threshold automata with nearest-neighbor interactions on a regular lattice
Author_Institution :
Inst. fuer Theoretische Phys., Koln, West Germany
Abstract :
It is demonstrated that threshold automata with quasirandom nearest-neighbor interactions on a regular two-dimensional lattice exhibit, by far, more frozen behavior than their infinite-range counterparts. Systems with units residing on a honeycomb lattice strictly remain in an ordered condition, whereas for the square lattice based on five nearest-neighbor interactions, a phase transition from ordered to chaotic behavior is detected. After only a few time steps, a Hebbian-like self-organization procedure applied to the square lattice network leads to exclusively nonchaotic behavior.<>
Keywords :
automata theory; neural nets; self-adjusting systems; Hebbian-like self-organization procedure; automata theory; frozen behavior; nearest-neighbor interactions; neural nets; nonchaotic behavior; self adjusting systems; threshold automata; Automata; Neural networks;
Conference_Titel :
Neural Networks, 1988., IEEE International Conference on
Conference_Location :
San Diego, CA, USA
DOI :
10.1109/ICNN.1988.23826