Fault Tolerance of Oscillatory Neural Network using PMO Oscillator
Source
IEEE Electron Devices Technology and Manufacturing Conference Strengthening the Globalization in Semiconductors Edtm 2024
Date Issued
2024-01-01
Author(s)
Abstract
Oscillatory Neural Networks (ONN) are inevitable when it comes to solving combinatorial optimization problems. This work demonstrates the fault tolerance of the ONN in solving vertex coloring problems in a 4-node network in various configurations at multiple failure levels of the different components of the oscillator. This work validates the network to be extremely robust to failures (limited to 4 nodes), showing tolerance in variations in resistance and capacitances up to 90% and 50% respectively.
Subjects
Failure analysis | Oscillatory Neural Network (ONN) | PMO Oscillator | Vertex coloring
