Cedar: A Composable ML Accelerated Analog Circuit Simulator

Cedar: A Composable ML Accelerated Analog Circuit Simulator

The Julia Programming Language via YouTube Direct link

Agenda

2 of 22

2 of 22

Agenda

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Cedar: A Composable ML Accelerated Analog Circuit Simulator

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

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