Form specifies function: Robust spike-based computation in analog VLSI without precise synaptic weights

Proceedings - IEEE International Symposium on Circuits and Systems

Volumn , Issue , 2005, Pages 5150-5153

  Muir, Dylan R ^a   Indiveri, Giacomo ^a   Douglas, Rodney ^a  

^a Institute of Neuroinformatics Zurich   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

ANALOG VLSI; ASYNCHRONOUS EVENT; BISTABLE; COMPUTATIONAL SYSTEM; HARDWARE COMPONENTS; HARDWARE IMPLEMENTATIONS; INFORMATION PROCESSING; INTEGRATE-AND-FIRE NEURONS; NEURON DYNAMICS; ODOR RECOGNITION; OLFACTORY BULBS; SYNAPTIC WEIGHT; TWO-STATE;

ANALOG CIRCUITS; COMPUTER SOFTWARE; HARDWARE; MAMMALS; NETWORKS (CIRCUITS);

VLSI CIRCUITS;

EID: 67649135196     PISSN: 02714310     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCAS.2005.1465794     Document Type: Conference Paper

References (12)

1. W. Maass and C. M. Bishop, Pulsed Neural Networks. MIT Press, 1998.
2. S. Fusi, M. Annunziato, D. Badoni, A. Salamon, and D. Amit, "Spikedriven synaptic plasticity: theory, simulation, VLSI implementation," Neural Computation, vol. 12, pp. 2227-2258, 2000.
3. D. Floreano and J. Urzelai, "Neural morphogenesis, synaptic plasticity, and evolution," Theory in Biosciences, vol. 120, pp. 225-240, 2001.
4. J. J. Hopfield and C. D. Brody, "Learning rules and network repair in spike-timing-based computation networks," Proc. Natl. Acad. Sci., vol. 101, no. 1, pp. 337-342, 2004.
5. G. Indiveri, "A low-power adaptive integrate-and-fire neuron circuit," in Proc. IEEE International Symposium on Circuits and Systems. IEEE, May 2003, pp. IV-820-IV823.
6. -, "Neuromorphic bistable VLSI synapses with spike-timingdependent plasticity," in Advances in Neural Information Processing Systems, vol. 15. Cambridge, MA: MIT Press, December 2002, pp. 1091-1098.
7. G. Indiveri, E. Chicca, and R. Douglas, "A VLSI reconfigurable network of integrate-and-fire neurons with spike-based learning synapses," in Proceedings of 12th European Symposium on Artificial Neural Networks (ESANN04), 2004, pp. 405-410.
8. C. D. Brody and J. J. Hopfield, "Simple networks for spike-timing-based computation, with application to olfactory processing," Neuron, vol. 37, pp. 843-852, 2003.
9. K. Boahen, "Communicating neuronal ensembles between neuromorphic chips," in Neuromorphic Systems Engineering, T. S. Lande, Ed. Norwell, MA: Kluwer Academic, 1998, pp. 229-259.
10. S. R. Deiss, R. J. Douglas, and A. M. Whatley, "A pulse-coded communications infrastructure for neuromorphic systems," in Pulsed Neural Networks, W. Maass and C. M. Bishop, Eds. MIT Press, 1998, ch. 6, pp. 157-178.
11. L. F. Abbott and S. Song, "Asymmetric hebbian learning, spike timing and neural response variability," in Advances in Neural Information Processing Systems, vol. 11, 1998, pp. 69-75.
12. V. Dante and P. Del Giudice, "The PCI-AER interface board," in 2001 Telluride Workshop on Neuromorphic Engineering Report, A. Cohen, R. Douglas, T. Horiuchi, G. Indiveri, C. Koch, T. Sejnowski, and S. Shamma, Eds., 2001, pp. 99-103, http://www.ini.unizh.ch/telluride/previous/report01.pdf.