Title :
Learning of loop neural circuit for memory
Author :
Kamimura, Takuya ; Chen, Yen-Wei ; Yagi, Yasushi ; Tamura, Shinichi
Author_Institution :
ISIR, Osaka Univ., Ibaraki, Japan
fDate :
Nov. 29 2011-Dec. 1 2011
Abstract :
We have developed a time-shift map of the brain, which shows/ visualizes signal such as EEG and MEG etc. is transmitted/ propagated at each brain part where in each frequency band action potential information of time-to-time is transmitted to and processed at exact remote portion. Assuming the memory is composed of loop neural circuit in the cerebral cortex, we have also shown a feasibility of self organization of loop neural circuit for memory, association, and abstraction, which is algorithmically realizable and able to account well the time-shift map. The generated sequence from the transmitting loop corresponding to the memory is a code by pseudo random sequence including M-sequence which is now popular in spread spectrum communication or mobile CDMA. We give in this paper how a memory content expressed by loop circuit shape is copied to blank area of cerebral cortex etc. using simulation of small scale loop circuit model with 3-5 neuron cells and back-propagation learning algorithm. The model seems able to account well unifiedly the information processing function of the brain.
Keywords :
backpropagation; bioelectric potentials; brain; content-addressable storage; m-sequences; neural chips; random sequences; self-organising feature maps; M-sequence; abstraction; action potential information processing; action potential information transmission; associative memory; backpropagation learning algorithm; brain; cerebral cortex; loop neural circuit learning; memory content; neuron cells; pseudorandom sequence; self-organization; signal propagation; signal transmission; signal visualization; small scale loop circuit model; time-shift map; Brain modeling; Cities and towns; Educational institutions; Integrated circuit modeling; Neurons; Shape; Visualization; Abstraction; Associative memory; Back propagation learning; Brain information processing; Loop circuit; Memory transcription; Neural circuit;
Conference_Titel :
Computer Sciences and Convergence Information Technology (ICCIT), 2011 6th International Conference on
Conference_Location :
Seogwipo
Print_ISBN :
978-1-4577-0472-7