Neuron Array With Plastic Synapses and Programmable Dendrites
We describe a novel neuromorphic chip architecture that models neurons for efficient computation. Traditional architectures of neuron array chips consist of large scale systems that are interfaced with AER for implementing intra- or inter-chip connectivity. We present a chip that uses AER for inter-...
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| Veröffentlicht in: | IEEE transactions on biomedical circuits and systems 2013-10, Vol.7 (5), p.631-642 |
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| container_title | IEEE transactions on biomedical circuits and systems |
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| creator | Ramakrishnan, Shubha Wunderlich, Richard Hasler, Jennifer George, Suma |
| description | We describe a novel neuromorphic chip architecture that models neurons for efficient computation. Traditional architectures of neuron array chips consist of large scale systems that are interfaced with AER for implementing intra- or inter-chip connectivity. We present a chip that uses AER for inter-chip communication but uses fast, reconfigurable FPGA-style routing with local memory for intra-chip connectivity. We model neurons with biologically realistic channel models, synapses and dendrites. This chip is suitable for small-scale network simulations and can also be used for sequence detection, utilizing directional selectivity properties of dendrites, ultimately for use in word recognition. |
| doi_str_mv | 10.1109/TBCAS.2013.2282616 |
| format | Article |
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| identifier | ISSN: 1932-4545 |
| ispartof | IEEE transactions on biomedical circuits and systems, 2013-10, Vol.7 (5), p.631-642 |
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| language | eng |
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| source | IEEE Electronic Library (IEL) |
| subjects | Arrays Channels Chips Computational efficiency Computational modeling Dendrites - physiology Dendritic computation and processing Dendritic structure field programmable analog arrays (FPAA) Field programmable gate arrays floating-gate devices Mathematical models Microarray Analysis - instrumentation Models, Neurological Neural Networks (Computer) Neurons Neurons - physiology on-chip learning Plastics Routing Synapses Synapses - physiology |
| title | Neuron Array With Plastic Synapses and Programmable Dendrites |
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