Neuromorphic Circuits for Short-Term Plasticity with Recovery Control
Ramachandran H, Weber S, Aamir SA, Chicca E (2014)
In: 2014 IEEE International Symposium on Circuits and Systems (ISCAS). Piscataway, NJ: IEEE: 858-861.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Einrichtung
Abstract / Bemerkung
We present real-time neuromorphic VLSI circuits
that implement the synaptic dynamics of Short Term Plasticity
(STP). STP supports useful signal processing computational
primitives such as change detection and gain control. Compact
circuits implementing these mechanisms play a key role in
providing neuromorphic VLSI systems with autonomous adaptation
capabilities. We propose two different, flexible, short-term
adaptation CMOS circuits for controlling the efficacy of synapses
in response to incoming spikes. These circuits can be configured
to either implement short-term depression or facilitation, with
independent control over the adaptation and recovery rates.
Our results demonstrate the dynamic properties of the
Erscheinungsjahr
2014
Titel des Konferenzbandes
2014 IEEE International Symposium on Circuits and Systems (ISCAS)
Seite(n)
858-861
Konferenz
International Symposium on Circuits and Systems (ISCAS)
Konferenzort
Melbourne, Australia
Konferenzdatum
2014-06-01 – 2014-06-05
eISBN
978-1-4799-3432-4
Page URI
https://pub.uni-bielefeld.de/record/2684167
Zitieren
Ramachandran H, Weber S, Aamir SA, Chicca E. Neuromorphic Circuits for Short-Term Plasticity with Recovery Control. In: 2014 IEEE International Symposium on Circuits and Systems (ISCAS). Piscataway, NJ: IEEE; 2014: 858-861.
Ramachandran, H., Weber, S., Aamir, S. A., & Chicca, E. (2014). Neuromorphic Circuits for Short-Term Plasticity with Recovery Control. 2014 IEEE International Symposium on Circuits and Systems (ISCAS), 858-861. Piscataway, NJ: IEEE. doi:10.1109/ISCAS.2014.6865271
Ramachandran, Harshawardhan, Weber, Stefan, Aamir, Syed Ahmed, and Chicca, Elisabetta. 2014. “Neuromorphic Circuits for Short-Term Plasticity with Recovery Control”. In 2014 IEEE International Symposium on Circuits and Systems (ISCAS), 858-861. Piscataway, NJ: IEEE.
Ramachandran, H., Weber, S., Aamir, S. A., and Chicca, E. (2014). “Neuromorphic Circuits for Short-Term Plasticity with Recovery Control” in 2014 IEEE International Symposium on Circuits and Systems (ISCAS) (Piscataway, NJ: IEEE), 858-861.
Ramachandran, H., et al., 2014. Neuromorphic Circuits for Short-Term Plasticity with Recovery Control. In 2014 IEEE International Symposium on Circuits and Systems (ISCAS). Piscataway, NJ: IEEE, pp. 858-861.
H. Ramachandran, et al., “Neuromorphic Circuits for Short-Term Plasticity with Recovery Control”, 2014 IEEE International Symposium on Circuits and Systems (ISCAS), Piscataway, NJ: IEEE, 2014, pp.858-861.
Ramachandran, H., Weber, S., Aamir, S.A., Chicca, E.: Neuromorphic Circuits for Short-Term Plasticity with Recovery Control. 2014 IEEE International Symposium on Circuits and Systems (ISCAS). p. 858-861. IEEE, Piscataway, NJ (2014).
Ramachandran, Harshawardhan, Weber, Stefan, Aamir, Syed Ahmed, and Chicca, Elisabetta. “Neuromorphic Circuits for Short-Term Plasticity with Recovery Control”. 2014 IEEE International Symposium on Circuits and Systems (ISCAS). Piscataway, NJ: IEEE, 2014. 858-861.
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