Basic characteristics and learning potential of a digital spiking neuron

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Volumn E90-A, Issue 10, 2007, Pages 2093-2100

  Hiroyuki, Torikai ^a  

^a OSAKA UNIVERSITY   (Japan)

Author keywords

Digital dynamical system; FPGA; Learning; Spiking neuron; UWB

Indexed keywords

DYNAMICAL SYSTEMS; E-LEARNING; FIELD PROGRAMMABLE GATE ARRAYS (FPGA); NEURAL NETWORKS; NEURONS;

APPLICATION EXAMPLES; BASIC CHARACTERISTICS; CHANGE OF CHARACTERISTICS; LEARNING; LEARNING POTENTIAL; NEURON MODEL; SPIKE TRAIN; SPIKING NEURON;

LEARNING ALGORITHMS;

EID: 68249143126     PISSN: 09168508     EISSN: 17451337     Source Type: Journal    
DOI: 10.1093/ietfec/e90-a.10.2093     Document Type: Conference Paper

References (22)

1. H. Torikai and T. Saito, "Synchronization phenomena in pulsecoupled networks driven by spike-train inputs," IEEE Trans. Neural Netw., vol. 15, no. 2, pp. 337-347, 2004.
2. G. Lee and N. H. Farhat, "The bifurcating neuron network 2," Neural Netw., vol. 15, pp. 69-84, 2002.
3. R. Perez and L. Glass, "Bistability, period doubling bifurcations and chaos in a periodically forced oscillator," Phys. Lett., vol. 90A, no. 9, pp. 441-443, 1982.
4. E. M. Izhikevich, Dynamical systems in neuroscience, MIT Press, 2006.
5. J. J. Hopfield and A. V. M. Herz, "Rapid local synchronization of action potentials: Toward computation with coupled integrate-and-fire neurons," Proc. Natl. Acad. Sci. USA, vol. 92, pp. 6655-6662, 1995.
6. S. R. Campbell, D. Wang, and C. Jayaprakash, "Synchrony and desynchrony in integrate-and-fire oscillators," Neural Comput., vol. 11, pp. 1595-1619, 1999.
7. R. Eckhorn, "Neural mechanisms of scene segmentation: Recordings from the visual cortex suggest basic circuits for linking field models," IEEE Trans. Neural Netw., vol. 10, no. 3, pp. 464-479, 1999.
8. S. Wolfram, "Universality and complexity in cellular automata," Pysica D, vol. 10, pp. 1-35, 1984.
9. L. O. Chua, S. Yoon, and R. Dogaru, "A nonlinear dynamics perspective of Wolfram's new kind of science. Part I: threshold of complexity," Int. J. Bifurcation Chaos Appl. Sci. Eng., vol. 12, no. 12, pp. 2655-2766, 2002.
10. T. Tamura, J. Kuroiwa, and S. Nara, "Errorless reproduction of given pattern dynamics by means of cellular automata," Phys. Rev. E 68, 036707, 2003.
11. S. C. Kim and B. G. Lee, "A theory on sequence spaces and shift register generators," IEEE Trans. Commun., vol. 44, no. 5, pp. 609-618, 1996.
12. D. E. Knuth, The art of computer programming, vol. 2, 3rd ed., Addison Wesley, 1998.
13. H. Torikai, H. Hamanaka, and T. Saito, "Reconfigurable digital spiking neuron and its pulse-coupled network: Basic characteristics and potential applications," IEEE Trans. Circuits Syst. II, vol. 53, no. 8, pp. 734-738, 2006.
14. H. Torikai, Y. Shimizu, and T. Saito, "Various spike-trains from a digital spiking neuron: Analysis of inter-spike intervals and their modulation," Proc. IJCNN, pp. 7591-7598, 2006.
15. H. Torikai, Y. Shimizu, and T. Saito, "A digital spiking neuron and its simple learning," Proc. NOLTA, pp. 263-266, 2006.
16. T. Kabe, H. Torikai, and T. Saito, "Synchronization via multiplex spike-trains in digital pulse-coupled networks," Lect. Note Comput. Sci., 4234, Springer, Neural Information Processing, III, pp. 1141-1149, 2006. The Best Student Paper Award of ICONIP2006.
17. H. Torikai, A. Funew, and T. Saito, "Approximation of spike-trains by digital spiking neuron," Proc. IJCNN, paper #1698, 2007.
18. G. M. Maggio, N. Rulkov, and L. Reggiani, "Pseudo-chaotic time hopping for UWB impulse radio," IEEE Trans. Circuits Syst. I, vol. 48, no. 12, pp. 1424-1435, 2001.
19. I. Oppermann, L. Stoica, A. Rabbachin, Z. Shelby, and J. Haapola, "UWB wireless sensor networks: UWEN - A practical example," IEEE Commun. Mag., vol. 42, no. 12, pp. S27-S32, 2004.
20. M. G. Benedetto and G. Giancola, Understanding Ultra Wide Band Radio Fundamentals, Prentice Hall, 2004.
21. W. Chu and C. J. Colbourn, "Sequence designs for ultra-wideband impulse radio with optimal correlation properties," IEEE Trans. Inf. Theory, vol. 50, no. 10, pp. 2402-2407, 2004.
22. G. Bi and M. Poo, "Synaptic modifications in cultured hippocampal