HOSPITAL OPS · OR · SIMULATION · ML

Hospital Operations Command Center

Multi-layer operations research platform for hospital command centers — OR scheduling, ICU/ward bed planning, nurse rostering, ML-informed robust planning, SimPy patient-flow simulation, and real-time disruption re-optimization.

Scenario Dataset Benchmark Results Scheduling Solver ML Predictors Gradio Bundle
5
Scenarios
4
Policies
32
Benchmark Runs
5
ML Models
3
Planning Layers

Planning Layers

Weekly Block Planning

  • Surgery-to-day assignment
  • Surgeon & OR allocation
  • ICU bed pre-reservation

Daily OR Sequencing

  • CP-SAT interval scheduling
  • Turnover & sterilization buffers
  • Team & equipment assignment

Real-Time Operations

  • Emergency admissions
  • Surgery overrun response
  • Staff & bed disruptions

ML-Informed Planning

  • P50/P80/P95 duration quantiles
  • Cancellation & ICU risk
  • LOS survival & no-show

Policy Benchmark

PolicyCompletedOR Util %Avg WaitBed Shortages

Disruption Demo

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