Medical Resource Allocation Optimization Framework

Develop a dynamic resource allocation optimization model for healthcare facilities that minimizes operational costs while maintaining high-quality patient care. Create a simulation framework that can model complex interactions between medical staff, equipment availability, patient admission rates, and treatment protocols. The solution should use linear programming and Monte Carlo simulations to generate real-time recommendations for staffing, equipment deployment, and capacity management. Include visualization components that demonstrate decision-making scenarios and potential efficiency gains.