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3. Application of oscillating neural networks
ONNs can be used in different architectures to solve different kinds of problems. If all the oscillators are coupled, the ONN behaves like a Hopfield network (HNN), enabling the design of associative memories. Researchers have also shown that the ONN can solve optimization problems when the cost function to be minimized is associated with the energy function of the ONN. This section presents how to use ONNs as an associative memory or to solve optimization problems such as graph coloring or finding the maximum cut in a graph. Learning methods and applications are presented for each problem.
3.1 The ONN as a model for associative memory
The Hopfield neural network functions as an associative memory. Associative memory enables new information to be associated...
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Application of oscillating neural networks
Bibliography
Directory
AMD XILINX : https://www.xilinx.com/
This work was supported by the European Union's Horizon 2020 research and innovation program, EU H2020 NEURONN project under Grant 871501 ( http://www.neuronn.eu )
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