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Enhanced coverage by integrating site interdependencies in capacitated EMS location models.
Matthias Grot1, Tristan Becker2, Pia Mareike Steenweg3
1Institute of Management ifu, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany. matthias.grot@rub.de.
Optimizing emergency medical services (EMS) requires accounting for ambulance site interdependencies. Considering these interactions improves resource allocation and speeds up emergency care delivery.
Area of Science:
- Operations Research
- Healthcare Management
- Public Health
Background:
- Emergency medical services (EMS) networks rely on mathematical models for resource allocation.
- Existing models often simplify by assuming site independence and uniform ambulance busyness.
- Real-world EMS operations involve inter-site call forwarding, making site busyness interdependent.
Purpose of the Study:
- To develop a mathematical model that incorporates site interdependencies into EMS resource allocation.
- To improve upon the standard Maximum Expected Covering Location Problem (MEXCLP) by including site busyness constraints.
- To enhance the accuracy of coverage estimation in EMS networks with varying demand.
Main Methods:
- Integrated site interdependencies into the MEXCLP by introducing site-specific busyness upper bounds.
- Applied the novel mathematical formulation to a real-world EMS provider.
- Utilized discrete event simulation with anonymized call data to evaluate solution quality.
Main Results:
- The proposed model demonstrated improved coverage compared to traditional methods in most scenarios.
- Accounting for site interdependencies led to more accurate estimations of ambulance coverage.
- The simulation-optimization approach validated the benefits of the new formulation.
Conclusions:
- Incorporating site interdependencies into EMS network models is crucial for accurate resource allocation.
- The enhanced MEXCLP formulation leads to better ambulance deployment strategies.
- This approach can significantly improve emergency care response times and overall system efficiency.
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