An automated toolchain generates analog circuits from AMPL or MPS problem descriptions that solve nonlinear optimization with linear/quadratic constraints, scaling to 10,000 variables with claimed 1000X size increase and 200X speedup over IPOPT in simulations.
Saddle-point convergence of con- strained primal-dual dynamics
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Automated Synthesis of Hardware-implementable Analog Circuits for Constrained Optimization
An automated toolchain generates analog circuits from AMPL or MPS problem descriptions that solve nonlinear optimization with linear/quadratic constraints, scaling to 10,000 variables with claimed 1000X size increase and 200X speedup over IPOPT in simulations.