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Cedar: A Composable ML Accelerated Analog Circuit Simulator
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- 1 Welcome!
- 2 Agenda
- 3 Technical computing is behind the times
- 4 We aim at matching technical computing with the times
- 5 Three simulation products from Julia Computing
- 6 JuliaHub, a supercomputer at your fingertips
- 7 A differential analog circuit simulator written in pure Julia
- 8 How to transform circuit model into equation?
- 9 Current state of parser and simulator
- 10 Using Symbolics.jl in designing circuits
- 11 Differentiable circuit optimization
- 12 Our simulator is just a Julia library, so we can seamlessly use the whole Julia ecosystem
- 13 ML is reshaping computing, including circuit design
- 14 Black box and white box surrogatizaton of models
- 15 Problem: surrogate models of circuits are stiff
- 16 Challenges of dealing with Continuous-Time Echo State Networks (CTSN)?
- 17 New approach to train oscillatory process (at the time of the talk, not published)
- 18 Analog design today is often the same as it was in the 1990s and has serious drawbacks
- 19 Julia Computing brings to analog circuits what the digital community already does
- 20 Be we want to do it even better
- 21 Xyce.jl: wrapper for Xyce, a parallel circuit-simulator
- 22 Summary
