Real-Time Hospital Resource Optimization Engine

Create an advanced Python-based hospital resource allocation system using optimization algorithms and linear programming techniques. The solution must dynamically manage bed allocation, staff scheduling, and medical equipment distribution based on real-time patient flow, urgency levels, and departmental constraints. Implement a constraint satisfaction solver that can generate optimal resource allocation strategies, provide predictive capacity planning, and support complex multi-objective optimization scenarios.