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.