Title :
A recurrent network model for range processing of the mustached bat
Author :
Wang, Gang ; Haseyama, Miki ; Suga, Nobuo
Author_Institution :
Dept. of Biol., Washington Univ., St. Louis, MO, USA
Abstract :
A computational model, which simulates the neural processing of range information in the mustached bat is proposed. The internal states and the learning characteristics of the neural model as well as the mechanism for the processing of range information are explored. The neural model is capable of interpolation, so it can simulate the range information processing in bat´s auditory system. The following important properties are found in the trained network: (1) five types of hidden units are created, and they have their counterparts in the bat´s brain based on the similarity of the response patterns; (2) the hidden units show characteristics of plasticity; and (3) a dis-inhibition mechanism is found, which has not yet been found in neurophysiological study
Keywords :
distance measurement; hearing; interpolation; neurophysiology; physiological models; recurrent neural nets; bat auditory system; dis-inhibition mechanism; interpolation; mustached bat; neural plasticity; neural processing; neurophysiology; range processing; recurrent neural network model; Acoustic pulses; Auditory system; Biological system modeling; Brain modeling; Computational modeling; Delay effects; Interpolation; Mechanical factors; Neurons; Pulse measurements;
Conference_Titel :
Neural Networks, 1999. IJCNN '99. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5529-6
DOI :
10.1109/IJCNN.1999.831506