Dear Mustapha Abubakar Aliyu,

the answer to your question can be found directly in my publication

"Digital Twins in IoT" at the address:

https://www.researchgate.net/publication/366167747_Digital_Twins_in_IoT

I would like to refer in particular to the figures 2, 3, 4, 5 and 9.

Best regards and much success

Anatol Badach

Integrating IoT (Internet of Things) and digital twin technology can significantly enhance a cyclic server model in hospital operations. The cyclic server model involves a system of servers attending to requests cyclically and can be applied to hospital settings where resources such as medical equipment, staff, and rooms are managed efficiently. Real-time data can be collected from various hospital assets, such as patient monitors, diagnostic devices, and tracking systems, using IoT devices. This data feeds into a digital twin—a virtual replica of the hospital environment—that simulates and predicts the flow of operations. The digital twin continuously analyzes incoming data, optimizing the cyclic server model by dynamically adjusting resource allocation based on patient needs, staff availability, and equipment status. For example, in emergency departments, the digital twin could predict patient inflow and adjust the rotation of medical teams and equipment to minimize waiting times and ensure that critical resources are available when needed. This approach enhances operational efficiency and improves patient outcomes by reducing bottlenecks and providing timely medical interventions. Hospitals can achieve a more responsive and adaptive operational framework that aligns closely with real-time demands and constraints by implementing IoT and digital twins in a cyclic server model.