Neural Modeling of an internal clock

被引:55
作者
Yamazaki, T [1 ]
Tanaka, S [1 ]
机构
[1] RIKEN, Brain Sci Inst, Lab Visual Neurocomp, Wako, Saitama 3510198, Japan
关键词
D O I
10.1162/0899766053491850
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We studied a simple random recurrent inhibitory network. Despite its simplicity, the dynamics was so rich that activity patterns of neurons evolved with time without recurrence due to random recurrent connections among neurons. The sequence of activity patterns was generated by the trigger of an external signal, and the generation was stable against noise. Moreover, the same sequence was reproducible using a strong transient signal, that is, the sequence generation could be reset. Therefore, a time passage from the trigger of an external signal could be represented by the sequence of activity patterns, suggesting that this model could work as an internal clock. The model could generate different sequences of activity patterns by providing different external signals; thus, spatiotemporal information could be represented by this model. Moreover, it was possible to speed up and slow down the sequence generation.
引用
收藏
页码:1032 / 1058
页数:27
相关论文
共 38 条
[1]   ACOUSTIC INPUT TO LATERAL PONTINE NUCLEI [J].
AITKIN, LM ;
BOYD, J .
HEARING RESEARCH, 1978, 1 (01) :67-77
[2]  
ALBUS J S, 1971, Mathematical Biosciences, V10, P25, DOI 10.1016/0025-5564(71)90051-4
[3]   SYNAPTIC ACTIVATION OF METABOTROPIC GLUTAMATE RECEPTORS IN THE PARALLEL FIBER-PURKINJE CELL PATHWAY IN RAT CEREBELLAR SLICES [J].
BATCHELOR, AM ;
MADGE, DJ ;
GARTHWAITE, J .
NEUROSCIENCE, 1994, 63 (04) :911-915
[4]  
Brickley SG, 1999, J NEUROSCI, V19, P2960
[5]   Towards a neural model of timing [J].
Bugmann, G .
BIOSYSTEMS, 1998, 48 (1-3) :11-19
[6]   A NEURAL MODEL OF TIMED RESPONSE LEARNING IN THE CEREBELLUM [J].
BULLOCK, D ;
FIALA, JC ;
GROSSBERG, S .
NEURAL NETWORKS, 1994, 7 (6-7) :1101-1114
[7]   NEURAL-NETWORK MODEL OF THE CEREBELLUM - TEMPORAL DISCRIMINATION AND THE TIMING OF MOTOR-RESPONSES [J].
BUONOMANO, DV ;
MAUK, MD .
NEURAL COMPUTATION, 1994, 6 (01) :38-55
[8]   A NEURAL NETWORK MODEL OF THE CEREBELLAR CORTEX PERFORMING DYNAMIC ASSOCIATIONS [J].
CHAPEAUBLONDEAU, F ;
CHAUVET, G .
BIOLOGICAL CYBERNETICS, 1991, 65 (04) :267-279
[9]   SYNAPTIC EXCITATION OF INDIVIDUAL RAT CEREBELLAR GRANULE CELLS IN-SITU - EVIDENCE FOR THE ROLE OF NMDA RECEPTORS [J].
DANGELO, E ;
DEFILIPPI, G ;
ROSSI, P ;
TAGLIETTI, V .
JOURNAL OF PHYSIOLOGY-LONDON, 1995, 484 (02) :397-413
[10]   Submillisecond kinetics and low efficacy of parallel fibre Golgi cell synaptic currents in the rat cerebellum [J].
Dieudonné, S .
JOURNAL OF PHYSIOLOGY-LONDON, 1998, 510 (03) :845-866