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A fuzzy rule-based efficient hospital bed management approach for coronavirus disease-19 infected patients
Kalyan Kumar Jena1, Sourav Kumar Bhoi1, Mukesh Prasad2
1Department of Computer Science and Engineering, Parala Maharaja Engineering College, Berhampur, India.
Insights
This study proposes a priority-based fuzzy logic system to manage hospital beds for COVID-19 patients during shortages. The approach prioritizes severe cases, aiming to increase survival rates and optimize resource allocation.
Area of Science:
- Healthcare Management
- Infectious Disease Control
- Computational Intelligence
Background:
- The COVID-19 pandemic presents a global health crisis with rapid exponential spread.
- Severe shortages of hospital and emergency beds exacerbate the challenges of managing COVID-19 patient care.
- Effective resource allocation strategies are critical for maximizing patient survival during pandemics.
Purpose of the Study:
- To propose a fuzzy rule-based approach for optimizing hospital bed management for COVID-19 patients.
- To minimize the demand for hospital and emergency beds in critical scarcity scenarios.
- To enhance the survival probability of COVID-19 patients by prioritizing severe cases.
Main Methods:
- Development of a priority-based fuzzy rule-based system for bed allocation.
- Prioritization of severe COVID-19 cases over mild cases.
- Comparative analysis with the First-Come First-Serve (FCFS) method.
- Simulation using MATLAB R2015b.
Main Results:
- The fuzzy rule-based approach demonstrated an optimized allocation of limited hospital beds.
- Prioritization of severe cases led to improved survival probability compared to FCFS.
- The system effectively addresses bed management challenges in worst-case pandemic scenarios.
Conclusions:
- The proposed fuzzy logic system offers an effective strategy for managing hospital beds during COVID-19 surges.
- Prioritization based on severity is crucial for improving patient outcomes and resource utilization.
- This approach provides a valuable tool for healthcare systems facing resource constraints during infectious disease outbreaks.
Abstract:
Coronavirus disease-19 (COVID-19) is a very dangerous infectious disease for the entire world in the current scenario. Coronavirus spreads from one person to another person very rapidly. It spreads exponentially throughout the globe. Everyone should be cautious to avoid the spreading of this novel disease. In this paper, a fuzzy rule-based approach using priority-based method is proposed for the management of hospital beds for COVID-19 infected patients in the worst-case scenario where the number of hospital beds is very less as compared to the number of COVID-19 infected patients. This approach mainly attempts to minimize the number of hospital beds as well as emergency beds requirement for the treatment of COVID-19 infected patients to handle such a critical situation. In this work, higher priority has given to severe COVID-19 infected patients as compared to mild COVID-19 infected patients to handle this critical situation so that the survival probability of the COVID-19 infected patients can be increased. The proposed method is compared with first-come first-serve (FCFS)-based method to analyze the practical problems that arise during the assignment of hospital beds and emergency beds for the treatment of COVID-19 patients. The simulation of this work is carried out using MATLAB R2015b.
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