Title :
Habituation in the KIII olfactory model with chemical sensor arrays
Author :
Gutierrez-Osuna, Ricardo ; Gutierrez-Galvez, Agustin
Author_Institution :
Dept. of Comput. Sci., Texas A&M Univ., College Station, TX, USA
Abstract :
This paper presents a novel combination of chemical sensors and the KIII model for simulating mixture perception with a habituation process triggered by local activity. Stimuli are generated by partitioning feature space with labeled lines. Pattern completion is demonstrated through coherent oscillations across granule populations using experimental odor mixtures.
Keywords :
chemical sensors; chemioception; neural nets; oscillations; physiological models; KIII olfactory model; chemical sensor arrays; coherent oscillation; experimental odor mixture; granule population; olfactory habituation process; pattern completion; stimuli; Biological system modeling; Brain modeling; Central nervous system; Chemical sensors; Computational modeling; Local activities; Neurons; Olfactory; Sensor arrays; Spatiotemporal phenomena;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2003.820438