Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm

<p dir="ltr">Emergency Medical Services (EMS) are vital for providing timely out‐of‐hospital care during medical emergencies. This research aims to optimize ambulance services by strategically allocating resources to minimize response time. A modified Whale Optimization Algorithm (mW...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Hina Gupta (21842246) (author)
مؤلفون آخرون: Mohammad Amir (12418899) (author), Zaheeruddin (21842249) (author), Furkan Ahmad (709809) (author), Ishaq G. Muhammad Alblushi (21842252) (author), Haris M. Khalid (17017743) (author)
منشور في: 2024
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author Hina Gupta (21842246)
author2 Mohammad Amir (12418899)
Zaheeruddin (21842249)
Furkan Ahmad (709809)
Ishaq G. Muhammad Alblushi (21842252)
Haris M. Khalid (17017743)
author2_role author
author
author
author
author
author_facet Hina Gupta (21842246)
Mohammad Amir (12418899)
Zaheeruddin (21842249)
Furkan Ahmad (709809)
Ishaq G. Muhammad Alblushi (21842252)
Haris M. Khalid (17017743)
author_role author
dc.creator.none.fl_str_mv Hina Gupta (21842246)
Mohammad Amir (12418899)
Zaheeruddin (21842249)
Furkan Ahmad (709809)
Ishaq G. Muhammad Alblushi (21842252)
Haris M. Khalid (17017743)
dc.date.none.fl_str_mv 2024-09-19T15:00:00Z
dc.identifier.none.fl_str_mv 10.1049/itr2.12555
dc.relation.none.fl_str_mv https://figshare.com/articles/journal_contribution/Smart_transportation_solutions_for_faster_emergency_medical_services_response_using_an_enhanced_whale_optimization_algorithm/29715752
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Health sciences
Health services and systems
Information and computing sciences
Data management and data science
Ambulance Allocation
Response Time Optimization
Metaheuristic Algorithms
Healthcare Logistics
Resource Allocation
Stochastic Demand
dc.title.none.fl_str_mv Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
dc.type.none.fl_str_mv Text
Journal contribution
info:eu-repo/semantics/publishedVersion
text
contribution to journal
description <p dir="ltr">Emergency Medical Services (EMS) are vital for providing timely out‐of‐hospital care during medical emergencies. This research aims to optimize ambulance services by strategically allocating resources to minimize response time. A modified Whale Optimization Algorithm (mWOA) is introduced to achieve this goal, focusing on providing 24 × 7 services to every patient in need. The, conducted in Southern Delhi, India, considers the uncertain and stochastic nature of demand and traffic. The results demonstrate a 14.6% improvement in average EMS‐based response time, highlighting the effectiveness of the mWOA algorithm in enhancing ambulance allocation strategies. The results obtained using different algorithms are compared with those obtained using mWOA. The experiment outcomes demonstrate that the mWOA has higher efficiency and superiority than alternative algorithms regarding convergence rate and stability.</p><h2>Other Information</h2><p dir="ltr">Published in: IET Intelligent Transport Systems<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1049/itr2.12555" target="_blank">https://dx.doi.org/10.1049/itr2.12555</a></p>
eu_rights_str_mv openAccess
id Manara2_b6a5bef20c72223985663dd195ca88a8
identifier_str_mv 10.1049/itr2.12555
network_acronym_str Manara2
network_name_str Manara2
oai_identifier_str oai:figshare.com:article/29715752
publishDate 2024
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithmHina Gupta (21842246)Mohammad Amir (12418899)Zaheeruddin (21842249)Furkan Ahmad (709809)Ishaq G. Muhammad Alblushi (21842252)Haris M. Khalid (17017743)Health sciencesHealth services and systemsInformation and computing sciencesData management and data scienceAmbulance AllocationResponse Time OptimizationMetaheuristic AlgorithmsHealthcare LogisticsResource AllocationStochastic Demand<p dir="ltr">Emergency Medical Services (EMS) are vital for providing timely out‐of‐hospital care during medical emergencies. This research aims to optimize ambulance services by strategically allocating resources to minimize response time. A modified Whale Optimization Algorithm (mWOA) is introduced to achieve this goal, focusing on providing 24 × 7 services to every patient in need. The, conducted in Southern Delhi, India, considers the uncertain and stochastic nature of demand and traffic. The results demonstrate a 14.6% improvement in average EMS‐based response time, highlighting the effectiveness of the mWOA algorithm in enhancing ambulance allocation strategies. The results obtained using different algorithms are compared with those obtained using mWOA. The experiment outcomes demonstrate that the mWOA has higher efficiency and superiority than alternative algorithms regarding convergence rate and stability.</p><h2>Other Information</h2><p dir="ltr">Published in: IET Intelligent Transport Systems<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1049/itr2.12555" target="_blank">https://dx.doi.org/10.1049/itr2.12555</a></p>2024-09-19T15:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1049/itr2.12555https://figshare.com/articles/journal_contribution/Smart_transportation_solutions_for_faster_emergency_medical_services_response_using_an_enhanced_whale_optimization_algorithm/29715752CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/297157522024-09-19T15:00:00Z
spellingShingle Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
Hina Gupta (21842246)
Health sciences
Health services and systems
Information and computing sciences
Data management and data science
Ambulance Allocation
Response Time Optimization
Metaheuristic Algorithms
Healthcare Logistics
Resource Allocation
Stochastic Demand
status_str publishedVersion
title Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
title_full Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
title_fullStr Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
title_full_unstemmed Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
title_short Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
title_sort Smart transportation solutions for faster emergency medical services response using an enhanced whale optimization algorithm
topic Health sciences
Health services and systems
Information and computing sciences
Data management and data science
Ambulance Allocation
Response Time Optimization
Metaheuristic Algorithms
Healthcare Logistics
Resource Allocation
Stochastic Demand