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Title: :  Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals
PaperId: :  26769
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 4 2021
DUI:    16.0415/IJARIIE-26769
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Visrutatma Rao ValluSpectrosys, Woburn, Massachusetts, USA
Purandhar. NSri Venkateswara College of Engineering, Tirupathi.Andhra Pradesh., India

Abstract

Computer Science
Swarm Intelligence, Adaptive Scheduling, Fuzzy Logic, Ant Colony Optimization (ACO), IoT-Driven Healthcare, Real-Time Hospital Management, AI-Powered Rescheduling, Patient Flow Optimization, Smart Hospitals, Predictive Healthcare Analytics
Intelligent scheduling will also be necessary to optimize the allocation of resources, minimize patient waiting times, and improve healthcare efficiency, given the increasing complexity of operations in hospitals. Traditional scheduling systems rely on static or rule-based algorithms; they therefore do not adapt to the dynamic demands of a hospital in real time but instead produce congestion and physician burnout, resulting in suboptimal patient care. Ant Colony Optimization (ACO), Internet of Things (IoT) sensor data, and AI-centric predictive rescheduling strategies were used in conjunction with Swarm Intelligence-Driven Adaptive Scheduling (SIAS) and Adaptive Fuzzy Logic-Based Real-Time Scheduling (AFL-RTS) to solve these limitations. As a result of smooth hospital operations, the findings exhibit a 20% improvement in the balance of workload, a 55% reduction in patient waiting time, and an 85% successful AI-powered rescheduling. It greatly enhances hospitals in terms of efficiency by maximizing patient flow, reducing the occurrence of scheduling conflicts, and elevating, in general, the quality of healthcare services.

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IJARIIE Visrutatma Rao Vallu, and Purandhar. N. "Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 4 2021 Page 2548-2558
MLA Visrutatma Rao Vallu, and Purandhar. N. "Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals." International Journal Of Advance Research And Innovative Ideas In Education 7.4(2021) : 2548-2558.
APA Visrutatma Rao Vallu, & Purandhar. N. (2021). Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals. International Journal Of Advance Research And Innovative Ideas In Education, 7(4), 2548-2558.
Chicago Visrutatma Rao Vallu, and Purandhar. N. "Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 4 (2021) : 2548-2558.
Oxford Visrutatma Rao Vallu, and Purandhar. N. 'Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 4, 2021, p. 2548-2558. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Swarm_Intelligence_Driven_Adaptive_Scheduling_with_Fuzzy_Logic_Based_Real_Time_Optimization_for_Smart_Hospitals_ijariie26769.pdf (Accessed : ).
Harvard Visrutatma Rao Vallu, and Purandhar. N. (2021) 'Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals', International Journal Of Advance Research And Innovative Ideas In Education, 7(4), pp. 2548-2558IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Swarm_Intelligence_Driven_Adaptive_Scheduling_with_Fuzzy_Logic_Based_Real_Time_Optimization_for_Smart_Hospitals_ijariie26769.pdf (Accessed : )
IEEE Visrutatma Rao Vallu, and Purandhar. N, "Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 4, pp. 2548-2558, Jul-Aug 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Swarm_Intelligence_Driven_Adaptive_Scheduling_with_Fuzzy_Logic_Based_Real_Time_Optimization_for_Smart_Hospitals_ijariie26769.pdf [Accessed : ].
Turabian Visrutatma Rao Vallu, and Purandhar. N. "Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 4 ().
Vancouver Visrutatma Rao Vallu, and Purandhar. N. Swarm Intelligence-Driven Adaptive Scheduling with Fuzzy Logic-Based Real-Time Optimization for Smart Hospitals. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(4) : 2548-2558. Available from: https://ijariie.com/AdminUploadPdf/Swarm_Intelligence_Driven_Adaptive_Scheduling_with_Fuzzy_Logic_Based_Real_Time_Optimization_for_Smart_Hospitals_ijariie26769.pdf
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