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SimpyOptimization

Working on some machine learning for optimizing in static and dynamic simulations

What has been done:

  • implimented a dynamic k-beam search of states
  • As a proof of concept used simple teather simlation and optimized worker types on budget and wait time using k-beam
  • Implimented the start of an emergency room simulation for optimization work.

TODOs

  • improve emergency room simulation to be more dynamic with paient types and resource allocation.
  • impliment genetic algorithm for optimizations.
  • Make emeregency room simulation more dynamic and look to impliment reinforcement learning for scheduling agent (Deep-Q likely).
  • Make standardized yaml format files for input into simulation.

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Working on some machine learning for optimizing in static and dynamic simulations

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