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A health digital twin framework for discrete event simulation based optimised critical care workflows.
Gayan Dihantha Kuruppu Kuruppu Appuhamilage1, Maqbool Hussain2, Mohsin Zaman3
1School of Computing, College of Science and Engineering, University of Derby, Kedleston Road, Derby, UK, DE22 1GB.
This study integrates digital twins and Discrete Event Simulation to optimize critical care workflows. The methodology successfully tracked 72% of staff tasks in real-time, enhancing patient safety and operational efficiency.
Area of Science:
- Healthcare technology
- Digital health
- Critical care medicine
Background:
- Digital twins are increasingly adopted in healthcare, especially for precision medicine.
- Discrete Event Simulation is a key methodology for modeling healthcare processes.
- Optimizing critical care workflows is essential for patient safety and operational efficiency.
Purpose of the Study:
- To present an integrated methodology of digital twins and Discrete Event Simulation for optimizing critical care workflows.
- To propose a novel dual-layer architecture for monitoring physical and conceptual entities in a Critical Care Unit.
- To establish a real-time treatment workflow tracking methodology using Azure cloud.
Main Methods:
- Integration of digital twin technology with Discrete Event Simulation.
- Development of a dual-layer architecture for real-time monitoring.
- Implementation using Azure cloud services for workflow tracking.
Main Results:
- The proposed methodology successfully tracked 72% of staff-performed tasks in real-time by reviewing observation forms.
- Demonstrated the potential for real-time optimization of critical care workflows.
- Highlighted the feasibility of using cloud-based solutions for healthcare process monitoring.
Conclusions:
- Digital twins, integrated with Discrete Event Simulation, offer significant potential to enhance precision care in critical settings.
- The developed methodology can bridge the gap between actual and ideal clinical practices.
- Real-time tracking of workflows improves patient safety, operational efficiency, and sustainability in critical care.
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