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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Department
Technische Fakultät > AG Kognitronik und Sensorik
Abstract
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.
Keywords
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
Publishing Year
2007
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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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