A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation

Kaulmann T, Dikmen D, Rückert U (2007)
In: Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on. 302-307.

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Konferenzbeitrag | Veröffentlicht | Englisch
Autor
; ;
Einrichtung
Technische Fakultät > AG Kognitronik und Sensorik
Abstract / Bemerkung
This publication presents a digital framework for build- ing up pulse coded neural networks with leaky integrate- and-fire neurons and static synapses as well as dynamic synapses. The system, including a novel communication in- frastructure, is mainly focused on ASIC synthesis but also shows a small footprint on Virtex2(Pro) FPGAs. Its bit- serial operation has been verified by simulations.
Stichworte
static synapses; Virtex2(Pro) FPGA; neural nets; field programmable gate arrays; bit-serial operation; application specific integrated circuits; ASIC synthesis; digital framework; dynamic synapses; leaky integrate-and-fire neurons; pulse coded neural network hardware
Erscheinungsjahr
2007
Titel des Konferenzbandes
Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on
Seite
302 -307
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Kaulmann T, Dikmen D, Rückert U. A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation. In: Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on. 2007: 302-307.
Kaulmann, T., Dikmen, D., & Rückert, U. (2007). A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation. Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on, 302-307
Kaulmann, T., Dikmen, D., and Rückert, U. (2007). “A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation” in Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on 302-307.
Kaulmann, T., Dikmen, D., & Rückert, U., 2007. A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation. In Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on. pp. 302-307.
T. Kaulmann, D. Dikmen, and U. Rückert, “A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation”, Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on, 2007, pp.302-307.
Kaulmann, T., Dikmen, D., Rückert, U.: A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation. Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on. p. 302-307. (2007).
Kaulmann, T., Dikmen, D., and Rückert, Ulrich. “A Digital Framework for Pulse Coded Neural Network Hardware with Bit-Serial Operation”. Hybrid Intelligent Systems, 2007. HIS 2007. 7th International Conference on. 2007. 302-307.

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