Iono-neuromorphic implementation of spike-timing-dependent synaptic plasticity

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 7274-7277

  Meng, Yicong ^a   Zhou, Kuan ^b   Monzon, Joshua J C ^a   Poon, Chi Sang ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b UNIVERSITY OF NEW HAMPSHIRE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVITY-DEPENDENT; ANALOG VLSI; BIOPHYSICAL MODEL; LEARNING AND MEMORY; LONG-TERM CHANGES; PHENOMENOLOGICAL MODELS; SPIKE-TIMING-DEPENDENT PLASTICITY; SPIKE-TIMING-DEPENDENT SYNAPTIC PLASTICITIES; STIMULUS FREQUENCY; SUBTHRESHOLD; SYNAPTIC CONNECTIONS; SYNAPTIC PLASTICITY; SYNAPTIC PLASTICITY MODEL;

VLSI CIRCUITS;

BRAIN;

CALCIUM; GLUTAMATE RECEPTOR; N METHYL DEXTRO ASPARTIC ACID RECEPTOR;

ACTION POTENTIAL; ANIMAL; ARTICLE; BIOLOGICAL MODEL; BIOPHYSICS; CHEMISTRY; ELECTROPHYSIOLOGY; EXCITATORY POSTSYNAPTIC POTENTIAL; HUMAN; LEARNING; MEMORY; METABOLISM; METHODOLOGY; NERVE CELL PLASTICITY; PHYSIOLOGY; SIGNAL TRANSDUCTION; SYNAPTIC TRANSMISSION; TIME;

ACTION POTENTIALS; ANIMALS; BIOPHYSICS; CALCIUM; ELECTROPHYSIOLOGY; EXCITATORY POSTSYNAPTIC POTENTIALS; HUMANS; LEARNING; MEMORY; MODELS, BIOLOGICAL; NEURONAL PLASTICITY; RECEPTORS, GLUTAMATE; RECEPTORS, N-METHYL-D-ASPARTATE; SIGNAL TRANSDUCTION; SYNAPTIC TRANSMISSION; TIME FACTORS;

EID: 84864577953     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091838     Document Type: Conference Paper

References (14)

1. G. Q. Bi and M. M. Poo, "Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type," J. Neurosci., vol. 18, pp. 10464-72, 1998.
2. G. Q. Bi and M. M. Poo, "Synaptic modification by correlated activity: Hebb's postulate revisited," Annu. Rev. Neurosci., vol. 24, pp. 139-166, 2001.
3. H. D. I. Abarbanel, R. Huerta and M. I. Rabinovich, "Dynamical model of long-term synaptic plasticity," Proc. Natl. Acad. Sci. USA, vol. 99, pp. 10132-37, 2002.
4. H. Z. Shouval, M. F. Bear and L. N. Cooper, "A unified model of NMDA receptor dependent bidirectional synaptic plasticity," Proc. Natl. Acad. Sci. USA, vol. 99, pp. 10831-36, 2002.
5. H. D. I. Abarbanel, L. Gibb, R. Huerta and M. I. Rabinovich, "Biophysical model of synaptic plasticity dynamics," Biol. Cybern, vol. 89, pp. 214-226, 2003.
6. U. R. Karmarkar and D. V. Buonomano, "A model of spike-timing dependent plasticity: one or two coincidence detectors?"J. Neurophysiol., vol. 88, pp. 507-513, 2002.
7. E. L. Bienenstock, L. N. Cooper and P. W. Munro, "Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex," J. Neurosci., vol. 2, pp. 32-48, 1982.
8. C. -C. Lee, "Kinetic modeling of Amyloid fibrillation and synaptic plasticity as memory loss and formation mechniasms," PhD Thesis, Massachusetts Institute of Technology, May 2008.
9. G. Rachmuth and C-S. Poon, "Transistor analogs of emergence iononeuronal dynamics," HFSP Journal, vol. 2, pp. 156-166, 2008.
10. K. Cho, et al. "An experimental test of the role of postsynaptic calcium levels in determining synaptic strength using perirhinal cortex of rat," J. Physiol., vol. 532, pp. 459-66, 2001.
11. S. N. Yang, Y. G. Tang, and R. S. Zucker, "Selective induction of LTP and LTD by postsynaptic [Ca2+]i elevation," J. Neurophysiol., vol. 81, pp. 781-787, 1999.
12. T. Takahashi, K. Svoboda and R. Malinow, "Experience strengthening transmission by driving AMPA receptors into synapses," Science, vol. 299, pp. 1585-8, 2003.
13. H. Jorntell and C. Hansel, "Synaptic memories upside down: bidirectional plasticity at cerebellar parallel fiber-Purkinje cell synapses," Neuron, vol. 52, pp. 227-238, 2006.
14. S. A. Vitale, et al., "Work-function-tuned TiN metal gate FDSOI transistors for subthreshold operation," IEEE Trans. on Electron Devices, vol. 58, pp. 419-26, 2011.