Title :
A model of associative learning and classical conditioning in Aplysia californica: a preliminary study
Author :
Magrí, Salvatore ; Pepe, Isidoro ; Traverso, Silvano ; Nicolini, Claudio
Author_Institution :
Dept. of Biophys. & Electron. Eng., Genoa Univ., Italy
Abstract :
A simple invertebrate animal like the marine mollusc Aplysia exhibits an impressive variety of learning behaviour. The underlying biophysical and biochemical cellular mechanism has been for the most part well described by the group of Kandel. The authors propose a mathematical model which applies to the simple circuit of a synapse between three neuronal cells with non-hebbian learning rules and with temporal associations of conditioned and unconditioned stimuli. This model mimics the synaptic plasticity of the sensorimotor synapses responsible for the habituation, sensitization, classical conditioning of gill-withdrawal reflex. The evolution of the neuronal states is described by a set of differential equations for the dynamics of membrane potential, potassium conductance, calcium conductance and calcium concentration in dendritic and assonic regions.
Keywords :
aquaculture; neurophysiology; physiological models; zoology; Aplysia californica; Ca; K; associative learning; assonic regions; biochemical cellular mechanism; biophysical cellular mechanism; calcium concentration; calcium conductance; classical conditioning; dendritic regions; differential equations set; gill-withdrawal reflex; habituation; marine mollusc; mathematical model; membrane potential dynamics; neuronal cells; neuronal states evolution; nonhebbian learning rules; potassium conductance; sensitization; sensorimotor synapses; simple circuit; simple invertebrate animal; Animals; Artificial neural networks; Biomembranes; Calcium; Circuits; Electric shock; Equations; Mathematical model; Neurons; Tail;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714279