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A hybrid architecture for Hopfield neural networks and its GaAs implementation using CCDs as storage elements
- Source :
- IEEE WESCANEX 95. Communications, Power, and Computing. Conference Proceedings.
- Publication Year :
- 2002
- Publisher :
- IEEE, 2002.
-
Abstract
- A hybrid architecture for Hopfield artificial neural networks and its GaAs implementation are described in this paper. This approach merges parallel summation and multiplication and serial neuron state updating. For a N/spl times/N network, only N multipliers and one neuron activation function are needed.
- Subjects :
- TheoryofComputation_COMPUTATIONBYABSTRACTDEVICES
Quantitative Biology::Neurons and Cognition
Artificial neural network
Computer science
Computer Science::Neural and Evolutionary Computation
Activation function
Neural net architecture
Computational science
Non-volatile memory
Electronic engineering
Multiplication
State (computer science)
Hardware_ARITHMETICANDLOGICSTRUCTURES
Architecture
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- IEEE WESCANEX 95. Communications, Power, and Computing. Conference Proceedings
- Accession number :
- edsair.doi...........9b54fad12628e661d48212078910b8e8
- Full Text :
- https://doi.org/10.1109/wescan.1995.494071