A consensus-based Douglas-Rachford splitting algorithm solves neuromorphic circuit equations by decomposing them into differences of monotone operators.
The justification for the breakdown of monotonicity is threefold
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Operator-Splitting Methods for Neuromorphic Circuit Simulation
A consensus-based Douglas-Rachford splitting algorithm solves neuromorphic circuit equations by decomposing them into differences of monotone operators.